I0905 08:57:02.206663 22446957774528 utils.py:90] Saving flags in results/benchmark_osr//standard_vgg32/dist/cifar+50//split-0/nb_f-5/anchor_mul-10/max_d-12.649/flags.txt
I0905 08:57:02.215566 22446957774528 dataset_info.py:578] Load dataset info from /home2020/home/icube/qchristo/tensorflow_datasets/cifar10/3.0.2
I0905 08:57:02.223907 22446957774528 dataset_builder.py:528] Reusing dataset cifar10 (/home2020/home/icube/qchristo/tensorflow_datasets/cifar10/3.0.2)
I0905 08:57:03.539191 22446957774528 logging_logger.py:49] Constructing tf.data.Dataset cifar10 for split ['train', 'test'], from /home2020/home/icube/qchristo/tensorflow_datasets/cifar10/3.0.2
I0905 08:57:03.541559 22446957774528 dataset_info.py:578] Load dataset info from /home2020/home/icube/qchristo/tensorflow_datasets/cifar100/3.0.2
I0905 08:57:03.546255 22446957774528 dataset_builder.py:528] Reusing dataset cifar100 (/home2020/home/icube/qchristo/tensorflow_datasets/cifar100/3.0.2)
I0905 08:57:03.577021 22446957774528 logging_logger.py:49] Constructing tf.data.Dataset cifar100 for split ['test'], from /home2020/home/icube/qchristo/tensorflow_datasets/cifar100/3.0.2
nb_train_examples: 20000
ds_test_k_size: 4000
ds_test_uk_size: 4000
Dataset: cifar+50
Known classes: [0, 1, 8, 9]
Unknown classes: [27, 94, 29, 77, 88, 26, 69, 48, 75, 5, 59, 93, 39, 57, 45, 40, 78, 20, 98, 47, 66, 70, 91, 76, 41, 83, 99, 32, 53, 72, 2, 95, 21, 73, 84, 68, 35, 11, 55, 60, 30, 25, 1, 9, 8, 0, 46, 52, 49, 71]
--- Data preprocessing time : 0:00:08.173284 ---
Model: "model"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 input_2 (InputLayer)        [(None, 32, 32, 3)]       0         
                                                                 
 rescaling (Rescaling)       (None, 32, 32, 3)         0         
                                                                 
 normalization (Normalizatio  (None, 32, 32, 3)        0         
 n)                                                              
                                                                 
 dropout (Dropout)           (None, 32, 32, 3)         0         
                                                                 
 conv2d (Conv2D)             (None, 32, 32, 64)        1728      
                                                                 
 batch_normalization (BatchN  (None, 32, 32, 64)       256       
 ormalization)                                                   
                                                                 
 leaky_re_lu (LeakyReLU)     (None, 32, 32, 64)        0         
                                                                 
 conv2d_1 (Conv2D)           (None, 32, 32, 64)        36864     
                                                                 
 batch_normalization_1 (Batc  (None, 32, 32, 64)       256       
 hNormalization)                                                 
                                                                 
 leaky_re_lu_1 (LeakyReLU)   (None, 32, 32, 64)        0         
                                                                 
 conv2d_2 (Conv2D)           (None, 16, 16, 128)       73728     
                                                                 
 batch_normalization_2 (Batc  (None, 16, 16, 128)      512       
 hNormalization)                                                 
                                                                 
 leaky_re_lu_2 (LeakyReLU)   (None, 16, 16, 128)       0         
                                                                 
 dropout_1 (Dropout)         (None, 16, 16, 128)       0         
                                                                 
 conv2d_3 (Conv2D)           (None, 16, 16, 128)       147456    
                                                                 
 batch_normalization_3 (Batc  (None, 16, 16, 128)      512       
 hNormalization)                                                 
                                                                 
 leaky_re_lu_3 (LeakyReLU)   (None, 16, 16, 128)       0         
                                                                 
 conv2d_4 (Conv2D)           (None, 16, 16, 128)       147456    
                                                                 
 batch_normalization_4 (Batc  (None, 16, 16, 128)      512       
 hNormalization)                                                 
                                                                 
 leaky_re_lu_4 (LeakyReLU)   (None, 16, 16, 128)       0         
                                                                 
 conv2d_5 (Conv2D)           (None, 8, 8, 128)         147456    
                                                                 
 batch_normalization_5 (Batc  (None, 8, 8, 128)        512       
 hNormalization)                                                 
                                                                 
 leaky_re_lu_5 (LeakyReLU)   (None, 8, 8, 128)         0         
                                                                 
 dropout_2 (Dropout)         (None, 8, 8, 128)         0         
                                                                 
 conv2d_6 (Conv2D)           (None, 8, 8, 128)         147456    
                                                                 
 batch_normalization_6 (Batc  (None, 8, 8, 128)        512       
 hNormalization)                                                 
                                                                 
 leaky_re_lu_6 (LeakyReLU)   (None, 8, 8, 128)         0         
                                                                 
 conv2d_7 (Conv2D)           (None, 8, 8, 128)         147456    
                                                                 
 batch_normalization_7 (Batc  (None, 8, 8, 128)        512       
 hNormalization)                                                 
                                                                 
 leaky_re_lu_7 (LeakyReLU)   (None, 8, 8, 128)         0         
                                                                 
 conv2d_8 (Conv2D)           (None, 4, 4, 128)         147456    
                                                                 
 batch_normalization_8 (Batc  (None, 4, 4, 128)        512       
 hNormalization)                                                 
                                                                 
 leaky_re_lu_8 (LeakyReLU)   (None, 4, 4, 128)         0         
                                                                 
 conv2d_9 (Conv2D)           (None, 4, 4, 20)          23040     
                                                                 
 features_layer (GlobalAvera  (None, 20)               0         
 gePooling2D)                                                    
                                                                 
=================================================================
Total params: 1,024,192
Trainable params: 1,022,144
Non-trainable params: 2,048
_________________________________________________________________
Using cosine_restart_warmup scheduler
2023-09-05 08:57:13.047339: E tensorflow/core/grappler/optimizers/meta_optimizer.cc:954] layout failed: INVALID_ARGUMENT: Size of values 0 does not match size of permutation 4 @ fanin shape inmodel/dropout_1/dropout/SelectV2-2-TransposeNHWCToNCHW-LayoutOptimizer
2023-09-05 08:57:20.901131: E tensorflow/core/grappler/optimizers/meta_optimizer.cc:954] layout failed: INVALID_ARGUMENT: Size of values 0 does not match size of permutation 4 @ fanin shape inmodel/dropout_1/dropout/SelectV2-2-TransposeNHWCToNCHW-LayoutOptimizer
Linear step: 0.009928503261272714
Warmup lrs: tf.Tensor(
[9.9999997e-05 1.0028503e-02 1.9957006e-02 2.9885510e-02 3.9814014e-02
 4.9742516e-02 5.9671018e-02 6.9599524e-02 7.9528026e-02 8.9456528e-02
 9.9385031e-02], shape=(11,), dtype=float32)
Training with loss: dist
Epoch  1/600
157/157 - 11s - loss: 8.8585 - accuracy: 0.2609 - 11s/epoch - 69ms/step
Test results :
	Loss (on known):8.760783195495605
	accuracy: 0.2784999907016754 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas     8.000 59.347 57.063 57.824 57.516
	Acc: 0.279 OSCR : 16.285 AUROC_max_val (%): 59.347 AUROC_real (%): 54.525

Epoch  2/600
157/157 - 4s - loss: 5.5664 - accuracy: 0.4270 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):5.746209621429443
	accuracy: 0.5120000243186951 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas     6.150 47.850 50.763 47.652 49.931
	Acc: 0.512 OSCR : 26.841 AUROC_max_val (%): 47.850 AUROC_real (%): 46.005

Epoch  3/600
157/157 - 4s - loss: 4.5407 - accuracy: 0.5385 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):6.003859043121338
	accuracy: 0.5542500019073486 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas     8.800 57.093 55.875 53.725 57.279
	Acc: 0.554 OSCR : 27.737 AUROC_max_val (%): 57.093 AUROC_real (%): 46.121

Epoch  4/600
157/157 - 4s - loss: 4.0255 - accuracy: 0.5904 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):3.6148881912231445
	accuracy: 0.6869999766349792 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas     9.575 65.775 62.075 68.158 61.441
	Acc: 0.687 OSCR : 45.123 AUROC_max_val (%): 65.775 AUROC_real (%): 59.947

Epoch  5/600
157/157 - 4s - loss: 3.6793 - accuracy: 0.6237 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):4.683047771453857
	accuracy: 0.6362500190734863 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas     9.575 64.389 61.050 66.358 60.665
	Acc: 0.636 OSCR : 34.306 AUROC_max_val (%): 64.389 AUROC_real (%): 49.494

Epoch  6/600
157/157 - 4s - loss: 3.3794 - accuracy: 0.6554 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):6.272119045257568
	accuracy: 0.6524999737739563 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    17.475 72.193 66.588 72.614 68.971
	Acc: 0.652 OSCR : 28.412 AUROC_max_val (%): 72.193 AUROC_real (%): 43.320

Epoch  7/600
157/157 - 4s - loss: 3.0920 - accuracy: 0.6842 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):3.9432930946350098
	accuracy: 0.6959999799728394 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas     8.250 62.171 59.538 64.352 58.423
	Acc: 0.696 OSCR : 34.146 AUROC_max_val (%): 62.171 AUROC_real (%): 45.022

Epoch  8/600
157/157 - 4s - loss: 2.9519 - accuracy: 0.6979 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):2.8807332515716553
	accuracy: 0.7457500100135803 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    12.550 68.761 63.613 69.164 65.443
	Acc: 0.746 OSCR : 46.481 AUROC_max_val (%): 68.761 AUROC_real (%): 56.823

Epoch  9/600
157/157 - 4s - loss: 2.8008 - accuracy: 0.7120 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):3.356955051422119
	accuracy: 0.765500009059906 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    16.600 74.907 68.675 77.098 70.655
	Acc: 0.765 OSCR : 49.634 AUROC_max_val (%): 74.907 AUROC_real (%): 60.521

Epoch 10/600
157/157 - 4s - loss: 2.6805 - accuracy: 0.7282 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):2.561476707458496
	accuracy: 0.7807499766349792 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    19.625 76.394 70.150 78.014 72.591
	Acc: 0.781 OSCR : 53.523 AUROC_max_val (%): 76.394 AUROC_real (%): 63.257

Epoch 11/600
157/157 - 4s - loss: 2.5968 - accuracy: 0.7359 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):2.020383834838867
	accuracy: 0.8347499966621399 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    20.675 77.276 70.950 78.200 73.459
	Acc: 0.835 OSCR : 58.203 AUROC_max_val (%): 77.276 AUROC_real (%): 65.054

Epoch 12/600
157/157 - 4s - loss: 2.4230 - accuracy: 0.7527 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):1.7214677333831787
	accuracy: 0.8522499799728394 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    23.300 79.152 72.688 79.590 76.357
	Acc: 0.852 OSCR : 63.739 AUROC_max_val (%): 79.152 AUROC_real (%): 70.498

Epoch 13/600
157/157 - 4s - loss: 2.3266 - accuracy: 0.7620 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):2.063323736190796
	accuracy: 0.827750027179718 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    21.900 76.282 69.587 76.861 73.748
	Acc: 0.828 OSCR : 56.292 AUROC_max_val (%): 76.282 AUROC_real (%): 63.975

Epoch 14/600
157/157 - 4s - loss: 2.2495 - accuracy: 0.7678 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):2.108814001083374
	accuracy: 0.8364999890327454 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    23.475 77.499 70.812 77.624 75.152
	Acc: 0.837 OSCR : 53.384 AUROC_max_val (%): 77.499 AUROC_real (%): 60.321

Epoch 15/600
157/157 - 4s - loss: 2.2176 - accuracy: 0.7707 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):1.751877784729004
	accuracy: 0.8700000047683716 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    21.200 78.241 71.612 78.851 74.302
	Acc: 0.870 OSCR : 59.576 AUROC_max_val (%): 78.241 AUROC_real (%): 65.272

Epoch 16/600
157/157 - 4s - loss: 2.1675 - accuracy: 0.7742 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):1.4912716150283813
	accuracy: 0.8762500286102295 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    27.625 81.810 74.625 83.800 78.658
	Acc: 0.876 OSCR : 64.210 AUROC_max_val (%): 81.810 AUROC_real (%): 69.588

Epoch 17/600
157/157 - 4s - loss: 2.1220 - accuracy: 0.7782 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):1.7427541017532349
	accuracy: 0.8572499752044678 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    20.025 75.102 68.525 76.174 72.342
	Acc: 0.857 OSCR : 55.773 AUROC_max_val (%): 75.102 AUROC_real (%): 61.453

Epoch 18/600
157/157 - 4s - loss: 2.0437 - accuracy: 0.7865 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):1.816520094871521
	accuracy: 0.8514999747276306 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    21.875 79.090 72.638 80.457 75.613
	Acc: 0.852 OSCR : 61.370 AUROC_max_val (%): 79.090 AUROC_real (%): 68.069

Epoch 19/600
157/157 - 4s - loss: 2.0284 - accuracy: 0.7930 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):1.4441533088684082
	accuracy: 0.8709999918937683 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    20.950 77.736 71.038 79.284 74.574
	Acc: 0.871 OSCR : 65.889 AUROC_max_val (%): 77.736 AUROC_real (%): 71.856

Epoch 20/600
157/157 - 4s - loss: 1.9813 - accuracy: 0.7965 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):1.452160358428955
	accuracy: 0.8845000267028809 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    25.325 82.050 75.113 84.227 78.021
	Acc: 0.884 OSCR : 64.175 AUROC_max_val (%): 82.050 AUROC_real (%): 68.968

Epoch 21/600
157/157 - 4s - loss: 1.9278 - accuracy: 0.8018 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):1.6501946449279785
	accuracy: 0.8682500123977661 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    22.600 78.124 71.700 80.050 74.626
	Acc: 0.868 OSCR : 62.679 AUROC_max_val (%): 78.124 AUROC_real (%): 68.743

Epoch 22/600
157/157 - 4s - loss: 1.9057 - accuracy: 0.8027 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):2.3888144493103027
	accuracy: 0.815500020980835 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    13.625 72.000 66.787 74.768 67.692
	Acc: 0.816 OSCR : 50.604 AUROC_max_val (%): 72.000 AUROC_real (%): 57.890

Epoch 23/600
157/157 - 4s - loss: 1.9192 - accuracy: 0.8013 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):1.436318039894104
	accuracy: 0.8774999976158142 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    31.825 84.624 77.087 86.193 81.408
	Acc: 0.877 OSCR : 70.197 AUROC_max_val (%): 84.624 AUROC_real (%): 76.745

Epoch 24/600
157/157 - 4s - loss: 1.8566 - accuracy: 0.8084 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):1.5688724517822266
	accuracy: 0.8554999828338623 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    20.925 78.132 72.225 80.382 73.792
	Acc: 0.856 OSCR : 65.361 AUROC_max_val (%): 78.132 AUROC_real (%): 71.917

Epoch 25/600
157/157 - 4s - loss: 1.8403 - accuracy: 0.8092 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):1.40166175365448
	accuracy: 0.875 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    27.150 81.276 74.050 82.943 77.829
	Acc: 0.875 OSCR : 67.339 AUROC_max_val (%): 81.276 AUROC_real (%): 73.091

Epoch 26/600
157/157 - 4s - loss: 1.7820 - accuracy: 0.8168 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):1.5872304439544678
	accuracy: 0.8647500276565552 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    23.075 78.252 71.575 78.292 75.270
	Acc: 0.865 OSCR : 62.946 AUROC_max_val (%): 78.252 AUROC_real (%): 69.046

Epoch 27/600
157/157 - 4s - loss: 1.7826 - accuracy: 0.8167 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):1.153969168663025
	accuracy: 0.8880000114440918 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    30.050 83.783 76.688 85.151 80.304
	Acc: 0.888 OSCR : 72.683 AUROC_max_val (%): 83.783 AUROC_real (%): 78.047

Epoch 28/600
157/157 - 4s - loss: 1.7664 - accuracy: 0.8175 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):1.1701148748397827
	accuracy: 0.8842499852180481 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    26.600 82.417 75.500 84.052 78.454
	Acc: 0.884 OSCR : 72.003 AUROC_max_val (%): 82.417 AUROC_real (%): 77.311

Epoch 29/600
157/157 - 4s - loss: 1.7524 - accuracy: 0.8163 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):1.64998197555542
	accuracy: 0.8774999976158142 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    26.175 80.571 73.525 81.181 77.791
	Acc: 0.877 OSCR : 60.796 AUROC_max_val (%): 80.571 AUROC_real (%): 66.252

Epoch 30/600
157/157 - 4s - loss: 1.7049 - accuracy: 0.8245 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):1.852311611175537
	accuracy: 0.8587499856948853 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    20.175 78.946 72.700 81.810 74.375
	Acc: 0.859 OSCR : 58.701 AUROC_max_val (%): 78.946 AUROC_real (%): 64.946

Epoch 31/600
157/157 - 4s - loss: 1.6896 - accuracy: 0.8239 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):1.0912235975265503
	accuracy: 0.8952500224113464 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    22.225 78.898 72.213 79.425 75.326
	Acc: 0.895 OSCR : 71.155 AUROC_max_val (%): 78.898 AUROC_real (%): 75.525

Epoch 32/600
157/157 - 4s - loss: 1.6918 - accuracy: 0.8256 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):1.2789607048034668
	accuracy: 0.8845000267028809 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    29.575 83.264 76.087 84.667 80.247
	Acc: 0.884 OSCR : 69.572 AUROC_max_val (%): 83.264 AUROC_real (%): 75.012

Epoch 33/600
157/157 - 4s - loss: 1.6715 - accuracy: 0.8256 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):1.0963460206985474
	accuracy: 0.8989999890327454 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    20.400 78.562 72.887 78.650 74.880
	Acc: 0.899 OSCR : 68.300 AUROC_max_val (%): 78.562 AUROC_real (%): 72.433

Epoch 34/600
157/157 - 4s - loss: 1.6159 - accuracy: 0.8302 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):1.3343925476074219
	accuracy: 0.8942499756813049 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    25.975 78.948 72.275 78.657 76.461
	Acc: 0.894 OSCR : 62.394 AUROC_max_val (%): 78.948 AUROC_real (%): 66.897

Epoch 35/600
157/157 - 4s - loss: 1.6743 - accuracy: 0.8267 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):1.0294958353042603
	accuracy: 0.9075000286102295 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    28.300 82.067 75.062 82.884 78.832
	Acc: 0.907 OSCR : 67.951 AUROC_max_val (%): 82.067 AUROC_real (%): 71.786

Epoch 36/600
157/157 - 4s - loss: 1.5902 - accuracy: 0.8339 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):1.1100363731384277
	accuracy: 0.903249979019165 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    28.400 82.715 76.012 84.139 79.303
	Acc: 0.903 OSCR : 69.401 AUROC_max_val (%): 82.715 AUROC_real (%): 73.436

Epoch 37/600
157/157 - 4s - loss: 1.5576 - accuracy: 0.8346 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):1.6206835508346558
	accuracy: 0.8725000023841858 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    20.550 73.250 68.263 70.523 71.782
	Acc: 0.873 OSCR : 58.612 AUROC_max_val (%): 73.250 AUROC_real (%): 63.609

Epoch 38/600
157/157 - 4s - loss: 1.5587 - accuracy: 0.8372 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):1.2299333810806274
	accuracy: 0.8834999799728394 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    17.225 73.801 68.062 73.892 70.805
	Acc: 0.883 OSCR : 64.414 AUROC_max_val (%): 73.801 AUROC_real (%): 68.804

Epoch 39/600
157/157 - 4s - loss: 1.5582 - accuracy: 0.8393 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):1.088545799255371
	accuracy: 0.9039999842643738 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    26.750 80.999 74.225 81.408 77.926
	Acc: 0.904 OSCR : 68.093 AUROC_max_val (%): 80.999 AUROC_real (%): 72.107

Epoch 40/600
157/157 - 4s - loss: 1.5051 - accuracy: 0.8418 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):1.1084647178649902
	accuracy: 0.909250020980835 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    29.575 83.906 77.025 85.714 80.661
	Acc: 0.909 OSCR : 71.004 AUROC_max_val (%): 83.906 AUROC_real (%): 75.201

Epoch 41/600
157/157 - 4s - loss: 1.5196 - accuracy: 0.8417 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):1.1093568801879883
	accuracy: 0.8972499966621399 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    29.550 83.468 76.613 84.674 80.213
	Acc: 0.897 OSCR : 71.204 AUROC_max_val (%): 83.468 AUROC_real (%): 75.817

Epoch 42/600
157/157 - 4s - loss: 1.4855 - accuracy: 0.8426 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):1.3087035417556763
	accuracy: 0.8970000147819519 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    22.050 77.512 71.375 77.605 75.069
	Acc: 0.897 OSCR : 64.468 AUROC_max_val (%): 77.512 AUROC_real (%): 68.847

Epoch 43/600
157/157 - 4s - loss: 1.4824 - accuracy: 0.8461 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):1.129122018814087
	accuracy: 0.9057499766349792 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    26.025 81.539 74.675 82.538 77.749
	Acc: 0.906 OSCR : 66.733 AUROC_max_val (%): 81.539 AUROC_real (%): 70.588

Epoch 44/600
157/157 - 4s - loss: 1.4524 - accuracy: 0.8496 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):1.2181317806243896
	accuracy: 0.9007499814033508 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    26.625 82.468 75.725 84.005 78.867
	Acc: 0.901 OSCR : 68.115 AUROC_max_val (%): 82.468 AUROC_real (%): 72.481

Epoch 45/600
157/157 - 4s - loss: 1.4505 - accuracy: 0.8465 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):1.0932000875473022
	accuracy: 0.9037500023841858 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    26.250 79.040 72.925 77.949 76.935
	Acc: 0.904 OSCR : 67.747 AUROC_max_val (%): 79.040 AUROC_real (%): 71.776

Epoch 46/600
157/157 - 4s - loss: 1.4373 - accuracy: 0.8475 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.9112029075622559
	accuracy: 0.9129999876022339 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    31.125 84.489 77.375 85.854 81.077
	Acc: 0.913 OSCR : 73.682 AUROC_max_val (%): 84.489 AUROC_real (%): 77.454

Epoch 47/600
157/157 - 4s - loss: 1.4650 - accuracy: 0.8486 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.9972297549247742
	accuracy: 0.9122499823570251 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    24.700 80.469 74.212 81.245 76.915
	Acc: 0.912 OSCR : 69.594 AUROC_max_val (%): 80.469 AUROC_real (%): 73.068

Epoch 48/600
157/157 - 4s - loss: 1.4306 - accuracy: 0.8533 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.9309594631195068
	accuracy: 0.9194999933242798 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    31.400 84.321 76.925 86.016 81.057
	Acc: 0.919 OSCR : 69.216 AUROC_max_val (%): 84.321 AUROC_real (%): 72.475

Epoch 49/600
157/157 - 4s - loss: 1.4360 - accuracy: 0.8509 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):2.0314507484436035
	accuracy: 0.8652499914169312 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    27.525 83.242 76.113 85.330 80.118
	Acc: 0.865 OSCR : 59.077 AUROC_max_val (%): 83.242 AUROC_real (%): 65.856

Epoch 50/600
157/157 - 4s - loss: 1.4293 - accuracy: 0.8497 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.9372876882553101
	accuracy: 0.909250020980835 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    26.075 82.329 75.412 83.940 78.784
	Acc: 0.909 OSCR : 71.303 AUROC_max_val (%): 82.329 AUROC_real (%): 75.100

Epoch 51/600
157/157 - 4s - loss: 1.4185 - accuracy: 0.8518 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):1.0531400442123413
	accuracy: 0.9072499871253967 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    22.100 76.983 70.812 77.109 73.730
	Acc: 0.907 OSCR : 65.814 AUROC_max_val (%): 76.983 AUROC_real (%): 69.375

Epoch 52/600
157/157 - 4s - loss: 1.3774 - accuracy: 0.8558 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.9356936812400818
	accuracy: 0.9190000295639038 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    24.650 82.221 75.838 83.829 78.242
	Acc: 0.919 OSCR : 71.144 AUROC_max_val (%): 82.221 AUROC_real (%): 74.597

Epoch 53/600
157/157 - 4s - loss: 1.3733 - accuracy: 0.8569 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.8588380217552185
	accuracy: 0.9225000143051147 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    29.250 83.943 77.075 85.509 80.414
	Acc: 0.922 OSCR : 71.188 AUROC_max_val (%): 83.943 AUROC_real (%): 74.464

Epoch 54/600
157/157 - 4s - loss: 1.3588 - accuracy: 0.8568 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):1.2177236080169678
	accuracy: 0.9162499904632568 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    30.775 82.893 75.663 83.290 80.384
	Acc: 0.916 OSCR : 62.672 AUROC_max_val (%): 82.893 AUROC_real (%): 66.142

Epoch 55/600
157/157 - 4s - loss: 1.3592 - accuracy: 0.8548 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.9660874605178833
	accuracy: 0.9192500114440918 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.900 86.159 78.750 87.092 83.703
	Acc: 0.919 OSCR : 72.583 AUROC_max_val (%): 86.159 AUROC_real (%): 76.556

Epoch 56/600
157/157 - 4s - loss: 1.3744 - accuracy: 0.8583 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):1.0277225971221924
	accuracy: 0.9077500104904175 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    30.275 84.959 78.062 87.104 81.193
	Acc: 0.908 OSCR : 72.812 AUROC_max_val (%): 84.959 AUROC_real (%): 77.041

Epoch 57/600
157/157 - 4s - loss: 1.3186 - accuracy: 0.8605 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):1.0895479917526245
	accuracy: 0.9077500104904175 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    23.100 80.796 74.288 81.463 77.047
	Acc: 0.908 OSCR : 64.968 AUROC_max_val (%): 80.796 AUROC_real (%): 68.576

Epoch 58/600
157/157 - 4s - loss: 1.3285 - accuracy: 0.8590 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.8147887587547302
	accuracy: 0.9275000095367432 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    26.025 83.137 76.663 84.049 79.175
	Acc: 0.927 OSCR : 72.575 AUROC_max_val (%): 83.137 AUROC_real (%): 75.602

Epoch 59/600
157/157 - 4s - loss: 1.2999 - accuracy: 0.8637 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.9760681390762329
	accuracy: 0.906000018119812 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    20.025 76.958 70.513 77.625 73.760
	Acc: 0.906 OSCR : 66.901 AUROC_max_val (%): 76.958 AUROC_real (%): 70.286

Epoch 60/600
157/157 - 4s - loss: 1.3074 - accuracy: 0.8623 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):1.1839154958724976
	accuracy: 0.8970000147819519 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    20.100 75.441 70.250 73.567 72.778
	Acc: 0.897 OSCR : 64.341 AUROC_max_val (%): 75.441 AUROC_real (%): 68.386

Epoch 61/600
157/157 - 4s - loss: 1.2662 - accuracy: 0.8674 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.9560715556144714
	accuracy: 0.9100000262260437 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    22.125 79.672 73.725 79.195 76.355
	Acc: 0.910 OSCR : 70.964 AUROC_max_val (%): 79.672 AUROC_real (%): 74.540

Epoch 62/600
157/157 - 4s - loss: 1.2765 - accuracy: 0.8648 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.9248164892196655
	accuracy: 0.9132500290870667 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    29.225 82.537 75.737 83.541 79.418
	Acc: 0.913 OSCR : 69.573 AUROC_max_val (%): 82.537 AUROC_real (%): 73.010

Epoch 63/600
157/157 - 4s - loss: 1.2684 - accuracy: 0.8688 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.8459012508392334
	accuracy: 0.9194999933242798 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    23.225 79.216 73.312 78.781 75.937
	Acc: 0.919 OSCR : 71.271 AUROC_max_val (%): 79.216 AUROC_real (%): 74.428

Epoch 64/600
157/157 - 4s - loss: 1.2680 - accuracy: 0.8668 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.9358214735984802
	accuracy: 0.9169999957084656 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    28.325 83.010 76.175 84.047 79.409
	Acc: 0.917 OSCR : 69.260 AUROC_max_val (%): 83.010 AUROC_real (%): 72.719

Epoch 65/600
157/157 - 4s - loss: 1.2564 - accuracy: 0.8666 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.9618000388145447
	accuracy: 0.9112499952316284 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    21.650 76.542 70.538 75.148 74.137
	Acc: 0.911 OSCR : 70.719 AUROC_max_val (%): 76.542 AUROC_real (%): 74.247

Epoch 66/600
157/157 - 4s - loss: 1.2571 - accuracy: 0.8656 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.8263383507728577
	accuracy: 0.9247499704360962 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    29.625 82.751 75.988 83.339 79.805
	Acc: 0.925 OSCR : 70.368 AUROC_max_val (%): 82.751 AUROC_real (%): 73.360

Epoch 67/600
157/157 - 4s - loss: 1.2090 - accuracy: 0.8730 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.9540680646896362
	accuracy: 0.9185000061988831 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    32.175 85.118 78.038 86.895 81.756
	Acc: 0.918 OSCR : 72.971 AUROC_max_val (%): 85.118 AUROC_real (%): 76.753

Epoch 68/600
157/157 - 4s - loss: 1.2390 - accuracy: 0.8701 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):1.0528308153152466
	accuracy: 0.9107499718666077 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    23.525 78.496 72.275 79.228 75.328
	Acc: 0.911 OSCR : 65.491 AUROC_max_val (%): 78.496 AUROC_real (%): 68.993

Epoch 69/600
157/157 - 4s - loss: 1.2208 - accuracy: 0.8711 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.9880880117416382
	accuracy: 0.918749988079071 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    32.350 86.369 79.613 88.452 82.534
	Acc: 0.919 OSCR : 70.542 AUROC_max_val (%): 86.369 AUROC_real (%): 74.139

Epoch 70/600
157/157 - 4s - loss: 1.1986 - accuracy: 0.8742 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.839927613735199
	accuracy: 0.925000011920929 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    31.825 83.915 76.825 85.277 80.975
	Acc: 0.925 OSCR : 74.011 AUROC_max_val (%): 83.915 AUROC_real (%): 77.358

Epoch 71/600
157/157 - 4s - loss: 1.1970 - accuracy: 0.8741 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.9179612398147583
	accuracy: 0.9185000061988831 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    21.375 83.016 76.838 85.068 77.914
	Acc: 0.918 OSCR : 70.698 AUROC_max_val (%): 83.016 AUROC_real (%): 73.866

Epoch 72/600
157/157 - 4s - loss: 1.2282 - accuracy: 0.8727 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.8004913926124573
	accuracy: 0.9257500171661377 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    31.500 84.187 77.213 85.848 80.735
	Acc: 0.926 OSCR : 72.060 AUROC_max_val (%): 84.187 AUROC_real (%): 75.099

Epoch 73/600
157/157 - 4s - loss: 1.1763 - accuracy: 0.8777 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.9359964728355408
	accuracy: 0.9190000295639038 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.075 85.656 78.750 87.352 82.387
	Acc: 0.919 OSCR : 68.453 AUROC_max_val (%): 85.656 AUROC_real (%): 71.968

Epoch 74/600
157/157 - 4s - loss: 1.1885 - accuracy: 0.8742 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.8153101205825806
	accuracy: 0.9240000247955322 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.875 85.297 77.650 86.335 82.633
	Acc: 0.924 OSCR : 73.003 AUROC_max_val (%): 85.297 AUROC_real (%): 76.312

Epoch 75/600
157/157 - 4s - loss: 1.1691 - accuracy: 0.8744 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.756534218788147
	accuracy: 0.9284999966621399 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    25.025 82.467 75.625 84.155 78.955
	Acc: 0.928 OSCR : 72.421 AUROC_max_val (%): 82.467 AUROC_real (%): 75.314

Epoch 76/600
157/157 - 4s - loss: 1.1681 - accuracy: 0.8769 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.850285530090332
	accuracy: 0.9269999861717224 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    27.900 82.576 75.763 84.021 79.653
	Acc: 0.927 OSCR : 68.461 AUROC_max_val (%): 82.576 AUROC_real (%): 71.327

Epoch 77/600
157/157 - 4s - loss: 1.1629 - accuracy: 0.8766 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.7920805215835571
	accuracy: 0.9262499809265137 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    24.575 81.516 75.188 82.550 77.761
	Acc: 0.926 OSCR : 71.849 AUROC_max_val (%): 81.516 AUROC_real (%): 74.779

Epoch 78/600
157/157 - 4s - loss: 1.1745 - accuracy: 0.8781 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.7603541016578674
	accuracy: 0.9247499704360962 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    30.300 82.923 75.875 83.467 79.730
	Acc: 0.925 OSCR : 75.775 AUROC_max_val (%): 82.923 AUROC_real (%): 78.896

Epoch 79/600
157/157 - 4s - loss: 1.1220 - accuracy: 0.8816 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.9629722833633423
	accuracy: 0.9182500243186951 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    32.050 84.463 77.425 85.584 81.595
	Acc: 0.918 OSCR : 69.713 AUROC_max_val (%): 84.463 AUROC_real (%): 73.298

Epoch 80/600
157/157 - 4s - loss: 1.1607 - accuracy: 0.8780 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.888133704662323
	accuracy: 0.9154999852180481 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    19.050 77.801 72.050 78.102 74.071
	Acc: 0.915 OSCR : 68.051 AUROC_max_val (%): 77.801 AUROC_real (%): 71.106

Epoch 81/600
157/157 - 4s - loss: 1.1419 - accuracy: 0.8808 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):1.032632827758789
	accuracy: 0.9137499928474426 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    22.625 80.014 74.438 80.525 76.050
	Acc: 0.914 OSCR : 65.571 AUROC_max_val (%): 80.014 AUROC_real (%): 69.028

Epoch 82/600
157/157 - 4s - loss: 1.1273 - accuracy: 0.8820 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.8240088224411011
	accuracy: 0.9225000143051147 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.375 83.956 77.038 84.282 81.642
	Acc: 0.922 OSCR : 73.309 AUROC_max_val (%): 83.956 AUROC_real (%): 76.577

Epoch 83/600
157/157 - 4s - loss: 1.1359 - accuracy: 0.8794 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.9698260426521301
	accuracy: 0.9067500233650208 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    22.200 79.703 73.675 80.139 75.775
	Acc: 0.907 OSCR : 68.929 AUROC_max_val (%): 79.703 AUROC_real (%): 72.384

Epoch 84/600
157/157 - 4s - loss: 1.1124 - accuracy: 0.8824 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.9141234159469604
	accuracy: 0.9150000214576721 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    23.925 79.597 73.425 79.230 76.099
	Acc: 0.915 OSCR : 66.975 AUROC_max_val (%): 79.597 AUROC_real (%): 69.966

Epoch 85/600
157/157 - 4s - loss: 1.1031 - accuracy: 0.8849 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.8163482546806335
	accuracy: 0.9282500147819519 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    33.050 85.195 78.487 85.824 82.555
	Acc: 0.928 OSCR : 71.885 AUROC_max_val (%): 85.195 AUROC_real (%): 75.021

Epoch 86/600
157/157 - 4s - loss: 1.1033 - accuracy: 0.8841 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6867396831512451
	accuracy: 0.9332500100135803 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    27.075 82.205 75.375 82.655 79.155
	Acc: 0.933 OSCR : 73.691 AUROC_max_val (%): 82.205 AUROC_real (%): 76.237

Epoch 87/600
157/157 - 4s - loss: 1.0792 - accuracy: 0.8855 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.8672196865081787
	accuracy: 0.9254999756813049 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    21.800 78.862 72.713 79.001 75.471
	Acc: 0.925 OSCR : 66.766 AUROC_max_val (%): 78.862 AUROC_real (%): 69.499

Epoch 88/600
157/157 - 4s - loss: 1.0964 - accuracy: 0.8836 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.7953600883483887
	accuracy: 0.9269999861717224 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    24.850 79.401 73.650 78.276 76.612
	Acc: 0.927 OSCR : 71.025 AUROC_max_val (%): 79.401 AUROC_real (%): 73.915

Epoch 89/600
157/157 - 4s - loss: 1.0970 - accuracy: 0.8842 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):1.0524163246154785
	accuracy: 0.9160000085830688 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    16.775 71.543 66.700 69.738 68.835
	Acc: 0.916 OSCR : 61.071 AUROC_max_val (%): 71.543 AUROC_real (%): 63.767

Epoch 90/600
157/157 - 4s - loss: 1.1033 - accuracy: 0.8849 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.741363525390625
	accuracy: 0.9229999780654907 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    26.550 83.657 77.437 84.611 79.690
	Acc: 0.923 OSCR : 76.201 AUROC_max_val (%): 83.657 AUROC_real (%): 79.156

Epoch 91/600
157/157 - 4s - loss: 1.0719 - accuracy: 0.8863 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.8161101937294006
	accuracy: 0.9297500252723694 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    28.600 83.362 77.000 85.432 79.288
	Acc: 0.930 OSCR : 69.409 AUROC_max_val (%): 83.362 AUROC_real (%): 72.220

Epoch 92/600
157/157 - 4s - loss: 1.0721 - accuracy: 0.8859 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.9407547116279602
	accuracy: 0.9202499985694885 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    18.800 75.864 70.562 74.168 72.483
	Acc: 0.920 OSCR : 66.438 AUROC_max_val (%): 75.864 AUROC_real (%): 69.363

Epoch 93/600
157/157 - 4s - loss: 1.0421 - accuracy: 0.8911 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.809562623500824
	accuracy: 0.9327499866485596 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    31.475 85.151 78.650 86.571 81.746
	Acc: 0.933 OSCR : 69.960 AUROC_max_val (%): 85.151 AUROC_real (%): 72.774

Epoch 94/600
157/157 - 4s - loss: 1.0279 - accuracy: 0.8916 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.7665018439292908
	accuracy: 0.9307500123977661 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    31.775 83.421 76.388 84.252 80.811
	Acc: 0.931 OSCR : 71.473 AUROC_max_val (%): 83.421 AUROC_real (%): 74.263

Epoch 95/600
157/157 - 4s - loss: 1.0467 - accuracy: 0.8900 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.7540546655654907
	accuracy: 0.9309999942779541 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    27.700 81.194 74.650 81.755 78.494
	Acc: 0.931 OSCR : 70.859 AUROC_max_val (%): 81.194 AUROC_real (%): 73.494

Epoch 96/600
157/157 - 4s - loss: 1.0175 - accuracy: 0.8934 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.832998514175415
	accuracy: 0.9204999804496765 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    22.875 79.892 74.050 79.697 76.184
	Acc: 0.920 OSCR : 72.234 AUROC_max_val (%): 79.892 AUROC_real (%): 75.350

Epoch 97/600
157/157 - 4s - loss: 1.0166 - accuracy: 0.8964 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.7494466304779053
	accuracy: 0.9362499713897705 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.425 86.474 79.688 88.092 83.059
	Acc: 0.936 OSCR : 74.008 AUROC_max_val (%): 86.474 AUROC_real (%): 76.886

Epoch 98/600
157/157 - 4s - loss: 1.0498 - accuracy: 0.8905 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.8156258463859558
	accuracy: 0.9262499809265137 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    25.575 82.484 76.263 83.685 78.402
	Acc: 0.926 OSCR : 70.804 AUROC_max_val (%): 82.484 AUROC_real (%): 73.590

Epoch 99/600
157/157 - 4s - loss: 1.0283 - accuracy: 0.8917 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.7699299454689026
	accuracy: 0.9279999732971191 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    32.925 86.124 79.275 87.732 82.408
	Acc: 0.928 OSCR : 73.371 AUROC_max_val (%): 86.124 AUROC_real (%): 76.302

Epoch 100/600
157/157 - 4s - loss: 1.0424 - accuracy: 0.8909 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.68138188123703
	accuracy: 0.937250018119812 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    32.050 84.613 78.250 85.392 81.519
	Acc: 0.937 OSCR : 73.987 AUROC_max_val (%): 84.613 AUROC_real (%): 76.673

Epoch 101/600
157/157 - 4s - loss: 1.0132 - accuracy: 0.8924 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6994165778160095
	accuracy: 0.9309999942779541 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    25.200 80.279 73.575 80.961 76.857
	Acc: 0.931 OSCR : 71.656 AUROC_max_val (%): 80.279 AUROC_real (%): 74.104

Epoch 102/600
157/157 - 4s - loss: 0.9904 - accuracy: 0.8964 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.8659195303916931
	accuracy: 0.9337499737739563 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    28.925 84.643 78.350 86.182 80.977
	Acc: 0.934 OSCR : 69.837 AUROC_max_val (%): 84.643 AUROC_real (%): 72.655

Epoch 103/600
157/157 - 4s - loss: 0.9938 - accuracy: 0.8941 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6374548673629761
	accuracy: 0.9369999766349792 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    27.925 81.643 75.575 80.900 79.110
	Acc: 0.937 OSCR : 74.872 AUROC_max_val (%): 81.643 AUROC_real (%): 77.257

Epoch 104/600
157/157 - 4s - loss: 0.9955 - accuracy: 0.8947 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6887104511260986
	accuracy: 0.9355000257492065 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    23.925 80.272 74.150 81.049 76.528
	Acc: 0.935 OSCR : 72.999 AUROC_max_val (%): 80.272 AUROC_real (%): 75.474

Epoch 105/600
157/157 - 4s - loss: 1.0007 - accuracy: 0.8938 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.7590602040290833
	accuracy: 0.925000011920929 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    30.700 84.021 77.538 84.972 80.729
	Acc: 0.925 OSCR : 73.912 AUROC_max_val (%): 84.021 AUROC_real (%): 77.009

Epoch 106/600
157/157 - 4s - loss: 0.9598 - accuracy: 0.9004 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6582010388374329
	accuracy: 0.9382500052452087 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    29.675 82.706 75.450 83.426 80.196
	Acc: 0.938 OSCR : 72.984 AUROC_max_val (%): 82.706 AUROC_real (%): 75.492

Epoch 107/600
157/157 - 4s - loss: 0.9560 - accuracy: 0.8995 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.7560215592384338
	accuracy: 0.9332500100135803 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    27.775 82.776 76.150 82.904 79.728
	Acc: 0.933 OSCR : 70.717 AUROC_max_val (%): 82.776 AUROC_real (%): 73.544

Epoch 108/600
157/157 - 4s - loss: 0.9648 - accuracy: 0.8986 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6089547872543335
	accuracy: 0.940500020980835 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    32.500 84.671 77.638 85.395 81.670
	Acc: 0.941 OSCR : 76.033 AUROC_max_val (%): 84.671 AUROC_real (%): 78.385

Epoch 109/600
157/157 - 4s - loss: 0.9414 - accuracy: 0.9010 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.7273294925689697
	accuracy: 0.9319999814033508 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    30.575 85.262 78.787 86.906 81.313
	Acc: 0.932 OSCR : 75.239 AUROC_max_val (%): 85.262 AUROC_real (%): 78.097

Epoch 110/600
157/157 - 4s - loss: 0.9512 - accuracy: 0.8987 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.7564538717269897
	accuracy: 0.9347500205039978 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    27.875 82.290 75.775 83.038 79.091
	Acc: 0.935 OSCR : 69.953 AUROC_max_val (%): 82.290 AUROC_real (%): 72.647

Epoch 111/600
157/157 - 4s - loss: 0.9510 - accuracy: 0.8977 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.7095999121665955
	accuracy: 0.9362499713897705 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    26.650 81.768 75.763 82.055 78.460
	Acc: 0.936 OSCR : 69.518 AUROC_max_val (%): 81.768 AUROC_real (%): 71.827

Epoch 112/600
157/157 - 4s - loss: 0.9382 - accuracy: 0.9010 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6547162532806396
	accuracy: 0.9394999742507935 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    26.250 79.624 73.800 77.749 77.412
	Acc: 0.940 OSCR : 72.451 AUROC_max_val (%): 79.624 AUROC_real (%): 74.680

Epoch 113/600
157/157 - 4s - loss: 0.9090 - accuracy: 0.9042 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6959408521652222
	accuracy: 0.9387500286102295 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.500 86.762 79.800 87.855 84.270
	Acc: 0.939 OSCR : 72.589 AUROC_max_val (%): 86.762 AUROC_real (%): 75.243

Epoch 114/600
157/157 - 4s - loss: 0.9185 - accuracy: 0.9036 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6951299905776978
	accuracy: 0.9409999847412109 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    30.650 84.274 77.587 85.223 81.358
	Acc: 0.941 OSCR : 72.869 AUROC_max_val (%): 84.274 AUROC_real (%): 75.468

Epoch 115/600
157/157 - 4s - loss: 0.9628 - accuracy: 0.8962 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.831703782081604
	accuracy: 0.9240000247955322 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    31.575 83.634 77.125 83.420 81.032
	Acc: 0.924 OSCR : 72.290 AUROC_max_val (%): 83.634 AUROC_real (%): 75.586

Epoch 116/600
157/157 - 4s - loss: 0.9101 - accuracy: 0.9045 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6735338568687439
	accuracy: 0.9362499713897705 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    30.150 84.357 77.737 85.588 81.037
	Acc: 0.936 OSCR : 73.962 AUROC_max_val (%): 84.357 AUROC_real (%): 76.477

Epoch 117/600
157/157 - 4s - loss: 0.9289 - accuracy: 0.9024 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.7169412970542908
	accuracy: 0.9359999895095825 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    24.075 79.082 73.025 78.748 76.410
	Acc: 0.936 OSCR : 68.132 AUROC_max_val (%): 79.082 AUROC_real (%): 70.402

Epoch 118/600
157/157 - 4s - loss: 0.9066 - accuracy: 0.9047 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.622814416885376
	accuracy: 0.940500020980835 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    33.425 85.491 79.162 86.784 82.158
	Acc: 0.941 OSCR : 74.911 AUROC_max_val (%): 85.491 AUROC_real (%): 77.210

Epoch 119/600
157/157 - 4s - loss: 0.9103 - accuracy: 0.9035 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.7800650596618652
	accuracy: 0.9304999709129333 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    25.275 82.971 76.763 84.658 78.777
	Acc: 0.930 OSCR : 71.182 AUROC_max_val (%): 82.971 AUROC_real (%): 73.929

Epoch 120/600
157/157 - 4s - loss: 0.9027 - accuracy: 0.9048 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6825795769691467
	accuracy: 0.9355000257492065 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    26.850 81.916 75.637 82.866 78.311
	Acc: 0.935 OSCR : 70.760 AUROC_max_val (%): 81.916 AUROC_real (%): 73.089

Epoch 121/600
157/157 - 4s - loss: 0.8973 - accuracy: 0.9040 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.675161600112915
	accuracy: 0.9387500286102295 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    25.575 80.982 74.800 80.271 78.278
	Acc: 0.939 OSCR : 70.965 AUROC_max_val (%): 80.982 AUROC_real (%): 73.163

Epoch 122/600
157/157 - 4s - loss: 0.9121 - accuracy: 0.9018 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.650813639163971
	accuracy: 0.9382500052452087 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    29.800 82.672 76.013 82.474 79.816
	Acc: 0.938 OSCR : 71.906 AUROC_max_val (%): 82.672 AUROC_real (%): 74.141

Epoch 123/600
157/157 - 4s - loss: 0.9009 - accuracy: 0.9033 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5863680243492126
	accuracy: 0.9472500085830688 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    30.825 84.042 77.550 85.011 80.848
	Acc: 0.947 OSCR : 74.673 AUROC_max_val (%): 84.042 AUROC_real (%): 76.765

Epoch 124/600
157/157 - 4s - loss: 0.8820 - accuracy: 0.9071 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5697416067123413
	accuracy: 0.9459999799728394 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.425 86.244 79.212 87.326 83.503
	Acc: 0.946 OSCR : 77.518 AUROC_max_val (%): 86.244 AUROC_real (%): 79.754

Epoch 125/600
157/157 - 4s - loss: 0.8801 - accuracy: 0.9061 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5635772943496704
	accuracy: 0.9462500214576721 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    38.125 86.425 79.000 87.434 83.868
	Acc: 0.946 OSCR : 76.541 AUROC_max_val (%): 86.425 AUROC_real (%): 78.765

Epoch 126/600
157/157 - 4s - loss: 0.8834 - accuracy: 0.9072 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6557335257530212
	accuracy: 0.9397500157356262 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    28.150 81.039 74.362 80.273 79.131
	Acc: 0.940 OSCR : 70.527 AUROC_max_val (%): 81.039 AUROC_real (%): 72.783

Epoch 127/600
157/157 - 4s - loss: 0.8825 - accuracy: 0.9061 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.7040454745292664
	accuracy: 0.940750002861023 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    26.225 77.993 72.737 74.819 76.637
	Acc: 0.941 OSCR : 72.589 AUROC_max_val (%): 77.993 AUROC_real (%): 74.865

Epoch 128/600
157/157 - 4s - loss: 0.8662 - accuracy: 0.9062 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5933650135993958
	accuracy: 0.9434999823570251 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    30.200 83.205 76.788 82.944 80.807
	Acc: 0.944 OSCR : 75.652 AUROC_max_val (%): 83.205 AUROC_real (%): 77.826

Epoch 129/600
157/157 - 4s - loss: 0.8364 - accuracy: 0.9115 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5826383829116821
	accuracy: 0.9472500085830688 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    38.350 84.951 77.812 84.528 83.285
	Acc: 0.947 OSCR : 72.464 AUROC_max_val (%): 84.951 AUROC_real (%): 74.558

Epoch 130/600
157/157 - 4s - loss: 0.8656 - accuracy: 0.9080 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5522162318229675
	accuracy: 0.9465000033378601 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.375 84.569 77.662 85.232 81.998
	Acc: 0.947 OSCR : 76.905 AUROC_max_val (%): 84.569 AUROC_real (%): 79.037

Epoch 131/600
157/157 - 4s - loss: 0.8407 - accuracy: 0.9112 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.778765082359314
	accuracy: 0.9327499866485596 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    31.800 84.143 77.625 85.030 81.177
	Acc: 0.933 OSCR : 70.030 AUROC_max_val (%): 84.143 AUROC_real (%): 72.764

Epoch 132/600
157/157 - 4s - loss: 0.8622 - accuracy: 0.9107 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5971076488494873
	accuracy: 0.9477499723434448 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.950 85.263 78.388 85.464 83.166
	Acc: 0.948 OSCR : 74.527 AUROC_max_val (%): 85.263 AUROC_real (%): 76.703

Epoch 133/600
157/157 - 4s - loss: 0.8465 - accuracy: 0.9100 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5870881676673889
	accuracy: 0.9432500004768372 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    32.175 83.928 77.350 84.527 80.951
	Acc: 0.943 OSCR : 74.766 AUROC_max_val (%): 83.928 AUROC_real (%): 76.993

Epoch 134/600
157/157 - 4s - loss: 0.8438 - accuracy: 0.9081 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5851157903671265
	accuracy: 0.9455000162124634 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    33.025 84.271 77.463 85.191 81.922
	Acc: 0.946 OSCR : 75.813 AUROC_max_val (%): 84.271 AUROC_real (%): 78.043

Epoch 135/600
157/157 - 4s - loss: 0.8404 - accuracy: 0.9113 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6694871783256531
	accuracy: 0.9375 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    29.175 82.514 75.987 83.131 79.992
	Acc: 0.938 OSCR : 73.373 AUROC_max_val (%): 82.514 AUROC_real (%): 75.734

Epoch 136/600
157/157 - 4s - loss: 0.8614 - accuracy: 0.9086 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5857987403869629
	accuracy: 0.9502500295639038 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.700 84.916 78.050 85.310 82.810
	Acc: 0.950 OSCR : 74.778 AUROC_max_val (%): 84.916 AUROC_real (%): 76.895

Epoch 137/600
157/157 - 4s - loss: 0.8394 - accuracy: 0.9093 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5701889991760254
	accuracy: 0.9477499723434448 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.725 85.149 78.250 85.441 83.203
	Acc: 0.948 OSCR : 76.085 AUROC_max_val (%): 85.149 AUROC_real (%): 78.292

Epoch 138/600
157/157 - 4s - loss: 0.8003 - accuracy: 0.9159 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6215205192565918
	accuracy: 0.9437500238418579 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    32.925 84.536 78.050 85.141 81.580
	Acc: 0.944 OSCR : 73.941 AUROC_max_val (%): 84.536 AUROC_real (%): 76.151

Epoch 139/600
157/157 - 4s - loss: 0.8148 - accuracy: 0.9141 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6536341905593872
	accuracy: 0.9402499794960022 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    29.650 82.600 76.500 81.737 80.383
	Acc: 0.940 OSCR : 72.379 AUROC_max_val (%): 82.600 AUROC_real (%): 74.767

Epoch 140/600
157/157 - 4s - loss: 0.8299 - accuracy: 0.9139 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6615886092185974
	accuracy: 0.9390000104904175 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    26.875 79.718 73.875 77.742 77.729
	Acc: 0.939 OSCR : 70.712 AUROC_max_val (%): 79.718 AUROC_real (%): 72.892

Epoch 141/600
157/157 - 4s - loss: 0.7924 - accuracy: 0.9168 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5952988266944885
	accuracy: 0.9462500214576721 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    33.025 83.049 76.287 82.404 81.274
	Acc: 0.946 OSCR : 71.747 AUROC_max_val (%): 83.049 AUROC_real (%): 73.749

Epoch 142/600
157/157 - 4s - loss: 0.8029 - accuracy: 0.9154 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5815907716751099
	accuracy: 0.9474999904632568 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    33.850 83.599 77.325 83.010 81.753
	Acc: 0.948 OSCR : 74.238 AUROC_max_val (%): 83.599 AUROC_real (%): 76.314

Epoch 143/600
157/157 - 4s - loss: 0.8073 - accuracy: 0.9141 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.64846271276474
	accuracy: 0.9449999928474426 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    32.050 82.689 75.850 82.296 80.543
	Acc: 0.945 OSCR : 70.893 AUROC_max_val (%): 82.689 AUROC_real (%): 73.093

Epoch 144/600
157/157 - 4s - loss: 0.7783 - accuracy: 0.9174 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5832561254501343
	accuracy: 0.9459999799728394 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    32.475 83.485 76.900 83.675 81.257
	Acc: 0.946 OSCR : 73.357 AUROC_max_val (%): 83.485 AUROC_real (%): 75.416

Epoch 145/600
157/157 - 4s - loss: 0.7849 - accuracy: 0.9164 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5728142857551575
	accuracy: 0.9467499852180481 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    31.700 83.211 76.800 83.098 81.310
	Acc: 0.947 OSCR : 74.449 AUROC_max_val (%): 83.211 AUROC_real (%): 76.614

Epoch 146/600
157/157 - 4s - loss: 0.7967 - accuracy: 0.9154 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5948805212974548
	accuracy: 0.9419999718666077 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.275 84.508 77.487 85.120 82.094
	Acc: 0.942 OSCR : 74.369 AUROC_max_val (%): 84.508 AUROC_real (%): 76.660

Epoch 147/600
157/157 - 4s - loss: 0.7865 - accuracy: 0.9173 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5592824816703796
	accuracy: 0.9459999799728394 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    32.675 85.020 78.238 85.870 82.406
	Acc: 0.946 OSCR : 75.221 AUROC_max_val (%): 85.020 AUROC_real (%): 77.259

Epoch 148/600
157/157 - 4s - loss: 0.7760 - accuracy: 0.9161 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.584726095199585
	accuracy: 0.9412500262260437 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    33.950 84.259 77.850 83.931 82.142
	Acc: 0.941 OSCR : 74.168 AUROC_max_val (%): 84.259 AUROC_real (%): 76.363

Epoch 149/600
157/157 - 4s - loss: 0.7863 - accuracy: 0.9160 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.541528582572937
	accuracy: 0.949999988079071 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.075 85.472 78.562 85.752 83.443
	Acc: 0.950 OSCR : 75.596 AUROC_max_val (%): 85.472 AUROC_real (%): 77.645

Epoch 150/600
157/157 - 4s - loss: 0.7715 - accuracy: 0.9201 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6223697662353516
	accuracy: 0.9455000162124634 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    31.400 82.439 75.538 82.453 80.246
	Acc: 0.946 OSCR : 72.166 AUROC_max_val (%): 82.439 AUROC_real (%): 74.319

Epoch 151/600
157/157 - 4s - loss: 0.7589 - accuracy: 0.9192 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5345825552940369
	accuracy: 0.9517499804496765 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.350 83.708 76.775 83.195 82.113
	Acc: 0.952 OSCR : 75.866 AUROC_max_val (%): 83.708 AUROC_real (%): 77.816

Epoch 152/600
157/157 - 4s - loss: 0.7823 - accuracy: 0.9160 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5209090113639832
	accuracy: 0.9520000219345093 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.000 83.055 76.425 82.539 80.868
	Acc: 0.952 OSCR : 75.760 AUROC_max_val (%): 83.055 AUROC_real (%): 77.637

Epoch 153/600
157/157 - 4s - loss: 0.7595 - accuracy: 0.9202 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6677365899085999
	accuracy: 0.9392499923706055 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    32.600 84.626 78.125 85.197 82.129
	Acc: 0.939 OSCR : 75.163 AUROC_max_val (%): 84.626 AUROC_real (%): 77.790

Epoch 154/600
157/157 - 4s - loss: 0.7633 - accuracy: 0.9193 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5790581703186035
	accuracy: 0.9480000138282776 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    31.350 82.061 75.838 81.071 80.161
	Acc: 0.948 OSCR : 74.215 AUROC_max_val (%): 82.061 AUROC_real (%): 76.357

Epoch 155/600
157/157 - 4s - loss: 0.7433 - accuracy: 0.9216 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.508284330368042
	accuracy: 0.953249990940094 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.475 84.523 78.025 84.365 82.573
	Acc: 0.953 OSCR : 76.067 AUROC_max_val (%): 84.523 AUROC_real (%): 77.946

Epoch 156/600
157/157 - 4s - loss: 0.7450 - accuracy: 0.9205 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6039026975631714
	accuracy: 0.9465000033378601 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    33.350 83.052 76.362 82.449 81.352
	Acc: 0.947 OSCR : 72.336 AUROC_max_val (%): 83.052 AUROC_real (%): 74.431

Epoch 157/600
157/157 - 4s - loss: 0.7606 - accuracy: 0.9184 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5255043506622314
	accuracy: 0.9495000243186951 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    32.100 82.769 76.637 82.165 80.992
	Acc: 0.950 OSCR : 75.761 AUROC_max_val (%): 82.769 AUROC_real (%): 77.682

Epoch 158/600
157/157 - 4s - loss: 0.7702 - accuracy: 0.9190 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5287302732467651
	accuracy: 0.9507499933242798 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.175 84.578 77.875 84.908 82.143
	Acc: 0.951 OSCR : 76.201 AUROC_max_val (%): 84.578 AUROC_real (%): 78.244

Epoch 159/600
157/157 - 4s - loss: 0.7275 - accuracy: 0.9226 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5668593049049377
	accuracy: 0.9474999904632568 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.200 85.380 78.688 86.193 82.748
	Acc: 0.948 OSCR : 76.276 AUROC_max_val (%): 85.380 AUROC_real (%): 78.411

Epoch 160/600
157/157 - 4s - loss: 0.7449 - accuracy: 0.9198 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5431285500526428
	accuracy: 0.9537500143051147 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.300 84.601 77.688 84.601 82.633
	Acc: 0.954 OSCR : 74.730 AUROC_max_val (%): 84.601 AUROC_real (%): 76.706

Epoch 161/600
157/157 - 4s - loss: 0.7282 - accuracy: 0.9243 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5301836133003235
	accuracy: 0.9517499804496765 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    33.000 84.116 77.162 84.156 81.912
	Acc: 0.952 OSCR : 76.089 AUROC_max_val (%): 84.116 AUROC_real (%): 78.022

Epoch 162/600
157/157 - 4s - loss: 0.7435 - accuracy: 0.9207 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5195956230163574
	accuracy: 0.9497500061988831 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.750 83.921 76.837 83.814 82.216
	Acc: 0.950 OSCR : 75.933 AUROC_max_val (%): 83.921 AUROC_real (%): 77.901

Epoch 163/600
157/157 - 4s - loss: 0.7290 - accuracy: 0.9225 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5268133282661438
	accuracy: 0.9522500038146973 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    40.250 85.699 78.762 85.594 84.236
	Acc: 0.952 OSCR : 76.546 AUROC_max_val (%): 85.699 AUROC_real (%): 78.569

Epoch 164/600
157/157 - 4s - loss: 0.7286 - accuracy: 0.9229 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5526226758956909
	accuracy: 0.9470000267028809 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.675 84.755 78.063 84.637 82.741
	Acc: 0.947 OSCR : 75.694 AUROC_max_val (%): 84.755 AUROC_real (%): 77.779

Epoch 165/600
157/157 - 4s - loss: 0.7296 - accuracy: 0.9220 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.4984198212623596
	accuracy: 0.949999988079071 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.275 84.841 77.988 85.016 82.762
	Acc: 0.950 OSCR : 77.508 AUROC_max_val (%): 84.841 AUROC_real (%): 79.477

Epoch 166/600
157/157 - 4s - loss: 0.7120 - accuracy: 0.9244 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5260726809501648
	accuracy: 0.9507499933242798 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.250 84.539 77.812 84.467 82.640
	Acc: 0.951 OSCR : 75.431 AUROC_max_val (%): 84.539 AUROC_real (%): 77.326

Epoch 167/600
157/157 - 4s - loss: 0.7144 - accuracy: 0.9254 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.517112672328949
	accuracy: 0.952750027179718 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.075 84.907 77.788 85.049 82.952
	Acc: 0.953 OSCR : 75.142 AUROC_max_val (%): 84.907 AUROC_real (%): 77.006

Epoch 168/600
157/157 - 4s - loss: 0.7366 - accuracy: 0.9224 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5352749228477478
	accuracy: 0.9507499933242798 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    38.525 86.046 79.213 86.261 84.206
	Acc: 0.951 OSCR : 75.907 AUROC_max_val (%): 86.046 AUROC_real (%): 77.956

Epoch 169/600
157/157 - 4s - loss: 0.7242 - accuracy: 0.9236 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5290492177009583
	accuracy: 0.9524999856948853 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.050 84.777 77.900 84.862 82.931
	Acc: 0.953 OSCR : 75.475 AUROC_max_val (%): 84.777 AUROC_real (%): 77.429

Epoch 170/600
157/157 - 4s - loss: 0.7050 - accuracy: 0.9253 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5464953780174255
	accuracy: 0.9492499828338623 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.225 84.106 77.425 83.974 82.267
	Acc: 0.949 OSCR : 74.973 AUROC_max_val (%): 84.106 AUROC_real (%): 76.992

Epoch 171/600
157/157 - 4s - loss: 0.7316 - accuracy: 0.9241 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5030781030654907
	accuracy: 0.9537500143051147 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.900 84.568 77.700 84.264 83.127
	Acc: 0.954 OSCR : 75.630 AUROC_max_val (%): 84.568 AUROC_real (%): 77.467

Epoch 172/600
157/157 - 4s - loss: 0.6981 - accuracy: 0.9269 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5209824442863464
	accuracy: 0.9522500038146973 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.875 84.705 77.825 84.775 82.853
	Acc: 0.952 OSCR : 75.499 AUROC_max_val (%): 84.705 AUROC_real (%): 77.429

Epoch 173/600
157/157 - 4s - loss: 0.7119 - accuracy: 0.9262 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4840129017829895
	accuracy: 0.9545000195503235 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    38.625 84.926 78.125 84.869 83.168
	Acc: 0.955 OSCR : 77.047 AUROC_max_val (%): 84.926 AUROC_real (%): 78.910

Epoch 174/600
157/157 - 4s - loss: 0.7083 - accuracy: 0.9251 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5197979807853699
	accuracy: 0.9507499933242798 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.275 83.045 76.487 82.291 81.496
	Acc: 0.951 OSCR : 75.439 AUROC_max_val (%): 83.045 AUROC_real (%): 77.381

Epoch 175/600
157/157 - 4s - loss: 0.7078 - accuracy: 0.9245 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5092130303382874
	accuracy: 0.9537500143051147 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.250 84.051 77.050 84.253 82.213
	Acc: 0.954 OSCR : 76.347 AUROC_max_val (%): 84.051 AUROC_real (%): 78.298

Epoch 176/600
157/157 - 4s - loss: 0.6853 - accuracy: 0.9286 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5208759307861328
	accuracy: 0.952750027179718 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.075 84.230 77.487 84.244 82.516
	Acc: 0.953 OSCR : 74.674 AUROC_max_val (%): 84.230 AUROC_real (%): 76.578

Epoch 177/600
157/157 - 4s - loss: 0.6986 - accuracy: 0.9269 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.4950823187828064
	accuracy: 0.9539999961853027 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.675 84.971 78.000 85.053 83.288
	Acc: 0.954 OSCR : 76.769 AUROC_max_val (%): 84.971 AUROC_real (%): 78.681

Epoch 178/600
157/157 - 4s - loss: 0.6899 - accuracy: 0.9261 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5163358449935913
	accuracy: 0.953499972820282 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.925 84.031 77.275 83.766 82.431
	Acc: 0.954 OSCR : 75.824 AUROC_max_val (%): 84.031 AUROC_real (%): 77.761

Epoch 179/600
157/157 - 4s - loss: 0.6805 - accuracy: 0.9273 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5125832557678223
	accuracy: 0.953499972820282 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.925 84.543 77.488 84.178 83.023
	Acc: 0.954 OSCR : 75.661 AUROC_max_val (%): 84.543 AUROC_real (%): 77.581

Epoch 180/600
157/157 - 4s - loss: 0.6856 - accuracy: 0.9263 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5233264565467834
	accuracy: 0.9517499804496765 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.150 85.555 78.588 85.904 83.612
	Acc: 0.952 OSCR : 76.490 AUROC_max_val (%): 85.555 AUROC_real (%): 78.507

Epoch 181/600
157/157 - 4s - loss: 0.6864 - accuracy: 0.9262 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5180624723434448
	accuracy: 0.953249990940094 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.325 83.132 76.338 82.366 81.531
	Acc: 0.953 OSCR : 75.269 AUROC_max_val (%): 83.132 AUROC_real (%): 77.172

Epoch 182/600
157/157 - 4s - loss: 0.7020 - accuracy: 0.9259 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5078287124633789
	accuracy: 0.9549999833106995 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    32.950 84.451 77.513 84.560 82.480
	Acc: 0.955 OSCR : 75.935 AUROC_max_val (%): 84.451 AUROC_real (%): 77.819

Epoch 183/600
157/157 - 4s - loss: 0.7014 - accuracy: 0.9268 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5046584010124207
	accuracy: 0.9545000195503235 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.525 83.982 77.150 83.685 82.184
	Acc: 0.955 OSCR : 75.283 AUROC_max_val (%): 83.982 AUROC_real (%): 77.128

Epoch 184/600
157/157 - 4s - loss: 0.7010 - accuracy: 0.9259 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.511858344078064
	accuracy: 0.9547500014305115 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.225 83.759 76.862 83.222 82.046
	Acc: 0.955 OSCR : 75.168 AUROC_max_val (%): 83.759 AUROC_real (%): 77.040

Epoch 185/600
157/157 - 4s - loss: 0.6888 - accuracy: 0.9262 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5094476938247681
	accuracy: 0.9542499780654907 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.875 83.797 76.988 83.421 82.066
	Acc: 0.954 OSCR : 75.175 AUROC_max_val (%): 83.797 AUROC_real (%): 77.034

Epoch 186/600
157/157 - 4s - loss: 0.6704 - accuracy: 0.9292 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5122389793395996
	accuracy: 0.953000009059906 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.700 84.081 77.263 83.947 82.318
	Acc: 0.953 OSCR : 75.062 AUROC_max_val (%): 84.081 AUROC_real (%): 76.947

Epoch 187/600
157/157 - 4s - loss: 0.6737 - accuracy: 0.9273 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5145016312599182
	accuracy: 0.953249990940094 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.975 84.333 77.363 84.273 82.495
	Acc: 0.953 OSCR : 75.301 AUROC_max_val (%): 84.333 AUROC_real (%): 77.204

Epoch 188/600
157/157 - 4s - loss: 0.6579 - accuracy: 0.9291 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5134746432304382
	accuracy: 0.9537500143051147 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.525 84.683 77.712 84.638 82.831
	Acc: 0.954 OSCR : 75.543 AUROC_max_val (%): 84.683 AUROC_real (%): 77.431

Epoch 189/600
157/157 - 4s - loss: 0.6812 - accuracy: 0.9278 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5209176540374756
	accuracy: 0.9522500038146973 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.800 84.203 77.213 84.190 82.201
	Acc: 0.952 OSCR : 75.082 AUROC_max_val (%): 84.203 AUROC_real (%): 77.009

Epoch 190/600
157/157 - 4s - loss: 0.6740 - accuracy: 0.9295 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5195770263671875
	accuracy: 0.953249990940094 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.225 84.260 77.400 84.171 82.350
	Acc: 0.953 OSCR : 74.779 AUROC_max_val (%): 84.260 AUROC_real (%): 76.672

Epoch 191/600
157/157 - 4s - loss: 0.6749 - accuracy: 0.9301 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5134391188621521
	accuracy: 0.9537500143051147 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.300 84.037 77.263 83.772 82.217
	Acc: 0.954 OSCR : 75.152 AUROC_max_val (%): 84.037 AUROC_real (%): 77.035

Epoch 192/600
157/157 - 4s - loss: 0.6795 - accuracy: 0.9278 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5102723240852356
	accuracy: 0.953499972820282 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.650 84.162 77.388 83.942 82.406
	Acc: 0.954 OSCR : 75.268 AUROC_max_val (%): 84.162 AUROC_real (%): 77.131

Epoch 193/600
157/157 - 4s - loss: 0.6587 - accuracy: 0.9299 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5067937970161438
	accuracy: 0.9537500143051147 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.450 84.735 77.925 84.655 82.909
	Acc: 0.954 OSCR : 75.729 AUROC_max_val (%): 84.735 AUROC_real (%): 77.607

Epoch 194/600
157/157 - 4s - loss: 0.6819 - accuracy: 0.9290 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5064502358436584
	accuracy: 0.9539999961853027 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.600 84.610 77.875 84.551 82.754
	Acc: 0.954 OSCR : 75.588 AUROC_max_val (%): 84.610 AUROC_real (%): 77.471

Epoch 195/600
157/157 - 4s - loss: 0.6659 - accuracy: 0.9293 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5065329670906067
	accuracy: 0.9545000195503235 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.275 84.304 77.463 84.121 82.541
	Acc: 0.955 OSCR : 75.249 AUROC_max_val (%): 84.304 AUROC_real (%): 77.116

Epoch 196/600
157/157 - 4s - loss: 0.6678 - accuracy: 0.9305 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.50571608543396
	accuracy: 0.9545000195503235 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.775 84.244 77.375 83.993 82.535
	Acc: 0.955 OSCR : 75.369 AUROC_max_val (%): 84.244 AUROC_real (%): 77.234

Epoch 197/600
157/157 - 4s - loss: 0.6765 - accuracy: 0.9266 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5044141411781311
	accuracy: 0.9549999833106995 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.125 84.238 77.362 83.977 82.536
	Acc: 0.955 OSCR : 75.446 AUROC_max_val (%): 84.238 AUROC_real (%): 77.306

Epoch 198/600
157/157 - 4s - loss: 0.6738 - accuracy: 0.9293 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5053530335426331
	accuracy: 0.9545000195503235 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.750 84.254 77.337 83.989 82.564
	Acc: 0.955 OSCR : 75.375 AUROC_max_val (%): 84.254 AUROC_real (%): 77.243

Epoch 199/600
157/157 - 4s - loss: 0.6710 - accuracy: 0.9291 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5058039426803589
	accuracy: 0.9547500014305115 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.625 84.193 77.287 83.917 82.501
	Acc: 0.955 OSCR : 75.349 AUROC_max_val (%): 84.193 AUROC_real (%): 77.217

Epoch 200/600
157/157 - 4s - loss: 0.6723 - accuracy: 0.9282 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5063974857330322
	accuracy: 0.9542499780654907 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.700 84.300 77.338 84.048 82.579
	Acc: 0.954 OSCR : 75.446 AUROC_max_val (%): 84.300 AUROC_real (%): 77.320

Epoch 201/600
157/157 - 4s - loss: 0.6880 - accuracy: 0.9273 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5112561583518982
	accuracy: 0.9539999961853027 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.100 84.137 77.237 83.876 82.399
	Acc: 0.954 OSCR : 75.060 AUROC_max_val (%): 84.137 AUROC_real (%): 76.934

Epoch 202/600
157/157 - 4s - loss: 1.1166 - accuracy: 0.8846 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):1.2167810201644897
	accuracy: 0.9185000061988831 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    20.775 75.848 69.288 76.207 73.184
	Acc: 0.918 OSCR : 57.543 AUROC_max_val (%): 75.848 AUROC_real (%): 60.797

Epoch 203/600
157/157 - 4s - loss: 1.1178 - accuracy: 0.8846 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):1.1844487190246582
	accuracy: 0.9052500128746033 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    28.725 83.361 76.237 85.604 80.292
	Acc: 0.905 OSCR : 68.947 AUROC_max_val (%): 83.361 AUROC_real (%): 73.315

Epoch 204/600
157/157 - 4s - loss: 1.1050 - accuracy: 0.8844 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.7414063811302185
	accuracy: 0.9325000047683716 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    31.400 83.477 76.288 84.204 80.676
	Acc: 0.932 OSCR : 70.998 AUROC_max_val (%): 83.477 AUROC_real (%): 73.712

Epoch 205/600
157/157 - 4s - loss: 1.0951 - accuracy: 0.8860 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):1.27971613407135
	accuracy: 0.9024999737739563 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    15.350 72.743 68.025 71.885 68.969
	Acc: 0.902 OSCR : 60.623 AUROC_max_val (%): 72.743 AUROC_real (%): 64.175

Epoch 206/600
157/157 - 4s - loss: 1.0880 - accuracy: 0.8855 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.9789754152297974
	accuracy: 0.9235000014305115 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    26.925 81.293 75.388 80.973 77.899
	Acc: 0.923 OSCR : 69.365 AUROC_max_val (%): 81.293 AUROC_real (%): 72.586

Epoch 207/600
157/157 - 4s - loss: 1.0756 - accuracy: 0.8860 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6420221924781799
	accuracy: 0.937749981880188 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    39.350 86.476 79.275 87.215 84.747
	Acc: 0.938 OSCR : 78.979 AUROC_max_val (%): 86.476 AUROC_real (%): 81.958

Epoch 208/600
157/157 - 4s - loss: 1.0668 - accuracy: 0.8870 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):1.3474336862564087
	accuracy: 0.9097499847412109 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    28.825 83.518 76.663 85.362 80.075
	Acc: 0.910 OSCR : 64.047 AUROC_max_val (%): 83.518 AUROC_real (%): 68.333

Epoch 209/600
157/157 - 4s - loss: 1.0647 - accuracy: 0.8867 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):1.145727276802063
	accuracy: 0.9075000286102295 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    19.125 70.003 64.987 68.660 68.776
	Acc: 0.907 OSCR : 57.012 AUROC_max_val (%): 70.003 AUROC_real (%): 60.188

Epoch 210/600
157/157 - 4s - loss: 1.0690 - accuracy: 0.8879 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.8133069276809692
	accuracy: 0.9262499809265137 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    32.275 85.339 78.350 86.819 81.950
	Acc: 0.926 OSCR : 71.471 AUROC_max_val (%): 85.339 AUROC_real (%): 74.612

Epoch 211/600
157/157 - 4s - loss: 1.0421 - accuracy: 0.8912 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.7402839064598083
	accuracy: 0.9294999837875366 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    31.050 83.648 76.975 84.428 80.829
	Acc: 0.929 OSCR : 73.968 AUROC_max_val (%): 83.648 AUROC_real (%): 76.919

Epoch 212/600
157/157 - 4s - loss: 1.0718 - accuracy: 0.8874 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.7949902415275574
	accuracy: 0.9257500171661377 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    29.700 83.728 76.750 84.781 80.350
	Acc: 0.926 OSCR : 69.379 AUROC_max_val (%): 83.728 AUROC_real (%): 72.107

Epoch 213/600
157/157 - 4s - loss: 1.0814 - accuracy: 0.8862 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.7705996036529541
	accuracy: 0.934499979019165 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    29.350 82.676 76.150 82.231 80.469
	Acc: 0.934 OSCR : 70.610 AUROC_max_val (%): 82.676 AUROC_real (%): 73.309

Epoch 214/600
157/157 - 4s - loss: 1.0400 - accuracy: 0.8903 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.7159065008163452
	accuracy: 0.9330000281333923 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.425 86.921 79.525 88.600 84.085
	Acc: 0.933 OSCR : 74.867 AUROC_max_val (%): 86.921 AUROC_real (%): 77.734

Epoch 215/600
157/157 - 4s - loss: 1.0302 - accuracy: 0.8925 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.8650902509689331
	accuracy: 0.9229999780654907 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    25.650 82.993 76.600 84.816 79.298
	Acc: 0.923 OSCR : 72.455 AUROC_max_val (%): 82.993 AUROC_real (%): 75.687

Epoch 216/600
157/157 - 4s - loss: 1.0670 - accuracy: 0.8871 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.8455262780189514
	accuracy: 0.9167500138282776 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    24.900 82.312 76.000 84.289 77.944
	Acc: 0.917 OSCR : 73.000 AUROC_max_val (%): 82.312 AUROC_real (%): 76.106

Epoch 217/600
157/157 - 4s - loss: 1.0426 - accuracy: 0.8922 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6486333608627319
	accuracy: 0.9382500052452087 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    33.250 84.817 77.562 85.889 82.408
	Acc: 0.938 OSCR : 77.102 AUROC_max_val (%): 84.817 AUROC_real (%): 79.788

Epoch 218/600
157/157 - 4s - loss: 1.0240 - accuracy: 0.8921 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.7078894972801208
	accuracy: 0.9312499761581421 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    32.075 83.435 77.000 84.205 80.731
	Acc: 0.931 OSCR : 77.230 AUROC_max_val (%): 83.435 AUROC_real (%): 80.209

Epoch 219/600
157/157 - 4s - loss: 1.0014 - accuracy: 0.8944 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):1.1107618808746338
	accuracy: 0.9172499775886536 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    21.625 79.200 73.512 79.701 75.297
	Acc: 0.917 OSCR : 65.434 AUROC_max_val (%): 79.200 AUROC_real (%): 68.969

Epoch 220/600
157/157 - 4s - loss: 0.9928 - accuracy: 0.8964 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.8065564036369324
	accuracy: 0.9330000281333923 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    28.900 82.923 75.775 84.271 79.439
	Acc: 0.933 OSCR : 68.230 AUROC_max_val (%): 82.923 AUROC_real (%): 71.112

Epoch 221/600
157/157 - 4s - loss: 0.9928 - accuracy: 0.8964 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.8012402057647705
	accuracy: 0.922249972820282 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    26.150 81.158 74.612 81.807 78.129
	Acc: 0.922 OSCR : 71.354 AUROC_max_val (%): 81.158 AUROC_real (%): 74.318

Epoch 222/600
157/157 - 4s - loss: 1.0154 - accuracy: 0.8935 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.7612898945808411
	accuracy: 0.9380000233650208 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.325 84.312 77.675 83.375 82.463
	Acc: 0.938 OSCR : 72.615 AUROC_max_val (%): 84.312 AUROC_real (%): 75.559

Epoch 223/600
157/157 - 4s - loss: 1.0104 - accuracy: 0.8942 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.7974070906639099
	accuracy: 0.9287499785423279 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.875 84.949 78.062 85.883 82.747
	Acc: 0.929 OSCR : 72.580 AUROC_max_val (%): 84.949 AUROC_real (%): 75.978

Epoch 224/600
157/157 - 4s - loss: 1.0080 - accuracy: 0.8964 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.9086019992828369
	accuracy: 0.9277499914169312 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    30.025 82.274 74.975 83.756 79.196
	Acc: 0.928 OSCR : 64.286 AUROC_max_val (%): 82.274 AUROC_real (%): 67.292

Epoch 225/600
157/157 - 4s - loss: 0.9940 - accuracy: 0.8951 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.7098065614700317
	accuracy: 0.9337499737739563 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    27.875 82.081 75.550 83.119 79.110
	Acc: 0.934 OSCR : 72.922 AUROC_max_val (%): 82.081 AUROC_real (%): 75.658

Epoch 226/600
157/157 - 4s - loss: 1.0063 - accuracy: 0.8945 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6803184151649475
	accuracy: 0.937250018119812 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    33.475 84.307 77.412 84.769 81.377
	Acc: 0.937 OSCR : 73.135 AUROC_max_val (%): 84.307 AUROC_real (%): 75.724

Epoch 227/600
157/157 - 4s - loss: 0.9519 - accuracy: 0.8989 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.7586843967437744
	accuracy: 0.9292500019073486 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    30.750 83.398 76.375 84.595 80.339
	Acc: 0.929 OSCR : 72.161 AUROC_max_val (%): 83.398 AUROC_real (%): 75.017

Epoch 228/600
157/157 - 4s - loss: 0.9737 - accuracy: 0.8965 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6936883330345154
	accuracy: 0.934249997138977 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.550 85.650 78.338 86.708 83.136
	Acc: 0.934 OSCR : 73.828 AUROC_max_val (%): 85.650 AUROC_real (%): 76.738

Epoch 229/600
157/157 - 4s - loss: 0.9815 - accuracy: 0.8963 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.7090486288070679
	accuracy: 0.937250018119812 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    28.200 79.683 73.963 77.485 78.097
	Acc: 0.937 OSCR : 73.558 AUROC_max_val (%): 79.683 AUROC_real (%): 76.038

Epoch 230/600
157/157 - 4s - loss: 0.9622 - accuracy: 0.8989 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.7113548517227173
	accuracy: 0.9390000104904175 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.300 85.069 77.850 85.679 83.165
	Acc: 0.939 OSCR : 74.375 AUROC_max_val (%): 85.069 AUROC_real (%): 77.152

Epoch 231/600
157/157 - 4s - loss: 0.9596 - accuracy: 0.8992 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.751093864440918
	accuracy: 0.9330000281333923 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.850 86.352 78.625 87.680 84.554
	Acc: 0.933 OSCR : 74.575 AUROC_max_val (%): 86.352 AUROC_real (%): 77.733

Epoch 232/600
157/157 - 4s - loss: 0.9763 - accuracy: 0.8958 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6107497811317444
	accuracy: 0.9412500262260437 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.725 86.851 79.750 87.969 84.381
	Acc: 0.941 OSCR : 76.728 AUROC_max_val (%): 86.851 AUROC_real (%): 79.166

Epoch 233/600
157/157 - 4s - loss: 0.9806 - accuracy: 0.8961 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.7133324146270752
	accuracy: 0.9322500228881836 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.200 84.811 78.000 85.693 82.298
	Acc: 0.932 OSCR : 77.153 AUROC_max_val (%): 84.811 AUROC_real (%): 80.209

Epoch 234/600
157/157 - 4s - loss: 0.9470 - accuracy: 0.8998 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.8565715551376343
	accuracy: 0.9267500042915344 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    32.775 83.257 76.337 83.900 81.172
	Acc: 0.927 OSCR : 71.250 AUROC_max_val (%): 83.257 AUROC_real (%): 74.559

Epoch 235/600
157/157 - 4s - loss: 0.9272 - accuracy: 0.9012 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.7883408665657043
	accuracy: 0.9302499890327454 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    29.850 82.436 76.062 81.659 79.973
	Acc: 0.930 OSCR : 71.810 AUROC_max_val (%): 82.436 AUROC_real (%): 74.841

Epoch 236/600
157/157 - 4s - loss: 0.9721 - accuracy: 0.8971 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6402522921562195
	accuracy: 0.9390000104904175 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    31.600 84.946 77.650 86.617 81.847
	Acc: 0.939 OSCR : 74.775 AUROC_max_val (%): 84.946 AUROC_real (%): 77.170

Epoch 237/600
157/157 - 4s - loss: 0.9507 - accuracy: 0.8990 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.8192221522331238
	accuracy: 0.921750009059906 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    30.375 81.493 74.650 81.278 79.067
	Acc: 0.922 OSCR : 73.086 AUROC_max_val (%): 81.493 AUROC_real (%): 76.392

Epoch 238/600
157/157 - 4s - loss: 0.9312 - accuracy: 0.9015 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6402849555015564
	accuracy: 0.9417499899864197 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    31.600 84.329 78.188 84.909 81.387
	Acc: 0.942 OSCR : 76.509 AUROC_max_val (%): 84.329 AUROC_real (%): 78.932

Epoch 239/600
157/157 - 4s - loss: 0.9432 - accuracy: 0.8998 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6834880113601685
	accuracy: 0.9427499771118164 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    30.875 83.652 76.938 83.897 81.318
	Acc: 0.943 OSCR : 75.208 AUROC_max_val (%): 83.652 AUROC_real (%): 77.733

Epoch 240/600
157/157 - 4s - loss: 0.9547 - accuracy: 0.8997 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.677038311958313
	accuracy: 0.9392499923706055 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    22.325 79.133 73.063 78.876 76.104
	Acc: 0.939 OSCR : 67.750 AUROC_max_val (%): 79.133 AUROC_real (%): 69.913

Epoch 241/600
157/157 - 4s - loss: 0.9376 - accuracy: 0.9021 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.657784104347229
	accuracy: 0.9432500004768372 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.575 86.935 79.938 88.181 84.348
	Acc: 0.943 OSCR : 74.907 AUROC_max_val (%): 86.935 AUROC_real (%): 77.416

Epoch 242/600
157/157 - 4s - loss: 0.9333 - accuracy: 0.9019 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.8270349502563477
	accuracy: 0.9330000281333923 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.050 87.078 79.938 88.796 83.867
	Acc: 0.933 OSCR : 70.136 AUROC_max_val (%): 87.078 AUROC_real (%): 73.106

Epoch 243/600
157/157 - 4s - loss: 0.9298 - accuracy: 0.9018 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6627460718154907
	accuracy: 0.9380000233650208 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.150 84.296 77.562 84.560 82.311
	Acc: 0.938 OSCR : 73.364 AUROC_max_val (%): 84.296 AUROC_real (%): 75.993

Epoch 244/600
157/157 - 4s - loss: 0.8934 - accuracy: 0.9073 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.8102105259895325
	accuracy: 0.937749981880188 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    32.975 82.336 75.113 83.057 80.232
	Acc: 0.938 OSCR : 67.635 AUROC_max_val (%): 82.336 AUROC_real (%): 70.219

Epoch 245/600
157/157 - 4s - loss: 0.9072 - accuracy: 0.9028 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.712644636631012
	accuracy: 0.9399999976158142 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    33.475 84.737 77.650 85.654 82.253
	Acc: 0.940 OSCR : 71.145 AUROC_max_val (%): 84.737 AUROC_real (%): 73.565

Epoch 246/600
157/157 - 4s - loss: 0.9045 - accuracy: 0.9051 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5999975204467773
	accuracy: 0.9427499771118164 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    38.150 86.536 79.613 87.236 84.285
	Acc: 0.943 OSCR : 77.423 AUROC_max_val (%): 86.536 AUROC_real (%): 79.946

Epoch 247/600
157/157 - 4s - loss: 0.9007 - accuracy: 0.9058 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.7052437663078308
	accuracy: 0.9380000233650208 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    29.550 83.805 77.063 84.451 80.809
	Acc: 0.938 OSCR : 72.442 AUROC_max_val (%): 83.805 AUROC_real (%): 74.948

Epoch 248/600
157/157 - 4s - loss: 0.9248 - accuracy: 0.9032 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.727091908454895
	accuracy: 0.9284999966621399 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    31.325 83.624 76.763 84.922 80.786
	Acc: 0.928 OSCR : 75.477 AUROC_max_val (%): 83.624 AUROC_real (%): 78.626

Epoch 249/600
157/157 - 4s - loss: 0.8902 - accuracy: 0.9044 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6101491451263428
	accuracy: 0.9430000185966492 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.550 86.921 80.237 87.625 84.008
	Acc: 0.943 OSCR : 77.672 AUROC_max_val (%): 86.921 AUROC_real (%): 80.234

Epoch 250/600
157/157 - 4s - loss: 0.9103 - accuracy: 0.9049 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.72990882396698
	accuracy: 0.9337499737739563 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    33.625 85.372 78.638 86.159 82.878
	Acc: 0.934 OSCR : 75.264 AUROC_max_val (%): 85.372 AUROC_real (%): 78.126

Epoch 251/600
157/157 - 4s - loss: 0.8610 - accuracy: 0.9103 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6557835936546326
	accuracy: 0.9380000233650208 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    33.075 84.701 77.825 85.554 82.112
	Acc: 0.938 OSCR : 76.303 AUROC_max_val (%): 84.701 AUROC_real (%): 78.853

Epoch 252/600
157/157 - 4s - loss: 0.8843 - accuracy: 0.9068 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6658843159675598
	accuracy: 0.9415000081062317 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.225 85.507 78.188 86.439 83.305
	Acc: 0.942 OSCR : 73.239 AUROC_max_val (%): 85.507 AUROC_real (%): 75.715

Epoch 253/600
157/157 - 4s - loss: 0.8719 - accuracy: 0.9074 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6596599221229553
	accuracy: 0.940500020980835 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    24.150 77.848 71.875 77.003 75.966
	Acc: 0.941 OSCR : 71.815 AUROC_max_val (%): 77.848 AUROC_real (%): 74.052

Epoch 254/600
157/157 - 4s - loss: 0.8783 - accuracy: 0.9088 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.7571700811386108
	accuracy: 0.9294999837875366 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.100 86.593 79.088 88.338 83.618
	Acc: 0.929 OSCR : 73.856 AUROC_max_val (%): 86.593 AUROC_real (%): 76.866

Epoch 255/600
157/157 - 4s - loss: 0.8811 - accuracy: 0.9077 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6506827473640442
	accuracy: 0.9422500133514404 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    32.425 84.591 77.787 86.026 81.647
	Acc: 0.942 OSCR : 70.711 AUROC_max_val (%): 84.591 AUROC_real (%): 72.961

Epoch 256/600
157/157 - 4s - loss: 0.8550 - accuracy: 0.9096 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.7469858527183533
	accuracy: 0.9350000023841858 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    29.625 82.240 75.650 82.749 79.649
	Acc: 0.935 OSCR : 67.919 AUROC_max_val (%): 82.240 AUROC_real (%): 70.441

Epoch 257/600
157/157 - 4s - loss: 0.8871 - accuracy: 0.9068 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.677330493927002
	accuracy: 0.9309999942779541 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.475 85.278 78.150 86.643 82.949
	Acc: 0.931 OSCR : 73.566 AUROC_max_val (%): 85.278 AUROC_real (%): 76.389

Epoch 258/600
157/157 - 4s - loss: 0.8469 - accuracy: 0.9111 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.7335020303726196
	accuracy: 0.9327499866485596 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    27.500 82.022 76.113 81.662 78.895
	Acc: 0.933 OSCR : 72.249 AUROC_max_val (%): 82.022 AUROC_real (%): 75.013

Epoch 259/600
157/157 - 4s - loss: 0.8516 - accuracy: 0.9100 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6559916138648987
	accuracy: 0.9440000057220459 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    30.925 84.941 78.100 86.170 81.598
	Acc: 0.944 OSCR : 69.869 AUROC_max_val (%): 84.941 AUROC_real (%): 72.068

Epoch 260/600
157/157 - 4s - loss: 0.8660 - accuracy: 0.9079 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6668958067893982
	accuracy: 0.9412500262260437 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.750 85.637 78.363 85.945 83.713
	Acc: 0.941 OSCR : 73.131 AUROC_max_val (%): 85.637 AUROC_real (%): 75.753

Epoch 261/600
157/157 - 4s - loss: 0.8257 - accuracy: 0.9127 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6304077506065369
	accuracy: 0.9399999976158142 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.750 83.436 76.487 83.077 81.743
	Acc: 0.940 OSCR : 73.506 AUROC_max_val (%): 83.436 AUROC_real (%): 75.964

Epoch 262/600
157/157 - 4s - loss: 0.8561 - accuracy: 0.9090 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.7530557513237
	accuracy: 0.9437500238418579 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    32.975 84.198 77.312 84.255 82.023
	Acc: 0.944 OSCR : 67.732 AUROC_max_val (%): 84.198 AUROC_real (%): 70.054

Epoch 263/600
157/157 - 4s - loss: 0.8514 - accuracy: 0.9120 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6329664587974548
	accuracy: 0.9417499899864197 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    30.825 82.415 75.388 82.889 80.001
	Acc: 0.942 OSCR : 71.572 AUROC_max_val (%): 82.415 AUROC_real (%): 73.764

Epoch 264/600
157/157 - 4s - loss: 0.8261 - accuracy: 0.9129 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.7553558349609375
	accuracy: 0.937749981880188 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    28.175 79.304 73.325 77.299 77.858
	Acc: 0.938 OSCR : 68.220 AUROC_max_val (%): 79.304 AUROC_real (%): 70.611

Epoch 265/600
157/157 - 4s - loss: 0.8219 - accuracy: 0.9136 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6756873726844788
	accuracy: 0.9365000128746033 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.500 84.599 77.838 85.140 82.218
	Acc: 0.936 OSCR : 74.593 AUROC_max_val (%): 84.599 AUROC_real (%): 77.331

Epoch 266/600
157/157 - 4s - loss: 0.8231 - accuracy: 0.9141 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6630544662475586
	accuracy: 0.940500020980835 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    39.975 85.900 78.700 85.989 84.307
	Acc: 0.941 OSCR : 73.067 AUROC_max_val (%): 85.900 AUROC_real (%): 75.581

Epoch 267/600
157/157 - 4s - loss: 0.8309 - accuracy: 0.9111 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5936142802238464
	accuracy: 0.9442499876022339 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.225 85.483 78.438 86.595 83.373
	Acc: 0.944 OSCR : 75.774 AUROC_max_val (%): 85.483 AUROC_real (%): 78.107

Epoch 268/600
157/157 - 4s - loss: 0.8184 - accuracy: 0.9144 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6528498530387878
	accuracy: 0.9417499899864197 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    33.500 85.453 78.350 85.941 83.186
	Acc: 0.942 OSCR : 74.076 AUROC_max_val (%): 85.453 AUROC_real (%): 76.584

Epoch 269/600
157/157 - 4s - loss: 0.8276 - accuracy: 0.9123 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.8270399570465088
	accuracy: 0.9297500252723694 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    31.850 84.384 77.575 85.193 81.735
	Acc: 0.930 OSCR : 68.808 AUROC_max_val (%): 84.384 AUROC_real (%): 71.704

Epoch 270/600
157/157 - 4s - loss: 0.8193 - accuracy: 0.9133 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.8053001761436462
	accuracy: 0.9422500133514404 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    32.875 85.169 78.412 86.306 82.390
	Acc: 0.942 OSCR : 66.661 AUROC_max_val (%): 85.169 AUROC_real (%): 69.231

Epoch 271/600
157/157 - 4s - loss: 0.8089 - accuracy: 0.9152 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.7435848712921143
	accuracy: 0.9369999766349792 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    32.250 84.290 77.300 85.491 81.457
	Acc: 0.937 OSCR : 70.486 AUROC_max_val (%): 84.290 AUROC_real (%): 73.014

Epoch 272/600
157/157 - 4s - loss: 0.8338 - accuracy: 0.9119 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6558184623718262
	accuracy: 0.9424999952316284 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.675 86.285 79.350 87.446 83.638
	Acc: 0.943 OSCR : 73.125 AUROC_max_val (%): 86.285 AUROC_real (%): 75.645

Epoch 273/600
157/157 - 4s - loss: 0.8023 - accuracy: 0.9165 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6280864477157593
	accuracy: 0.9459999799728394 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    28.700 81.796 75.638 81.360 79.616
	Acc: 0.946 OSCR : 70.327 AUROC_max_val (%): 81.796 AUROC_real (%): 72.463

Epoch 274/600
157/157 - 4s - loss: 0.8030 - accuracy: 0.9153 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5636734366416931
	accuracy: 0.9490000009536743 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.150 84.057 76.688 84.851 82.134
	Acc: 0.949 OSCR : 76.084 AUROC_max_val (%): 84.057 AUROC_real (%): 78.214

Epoch 275/600
157/157 - 4s - loss: 0.8225 - accuracy: 0.9130 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5805321931838989
	accuracy: 0.9509999752044678 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    33.600 82.891 76.087 81.942 81.475
	Acc: 0.951 OSCR : 72.798 AUROC_max_val (%): 82.891 AUROC_real (%): 74.903

Epoch 276/600
157/157 - 4s - loss: 0.8075 - accuracy: 0.9135 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.7009220719337463
	accuracy: 0.9402499794960022 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    33.225 84.077 77.325 84.440 81.750
	Acc: 0.940 OSCR : 72.234 AUROC_max_val (%): 84.077 AUROC_real (%): 74.739

Epoch 277/600
157/157 - 4s - loss: 0.7979 - accuracy: 0.9158 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6557137966156006
	accuracy: 0.9430000185966492 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.950 85.839 78.338 87.108 83.386
	Acc: 0.943 OSCR : 73.327 AUROC_max_val (%): 85.839 AUROC_real (%): 75.787

Epoch 278/600
157/157 - 4s - loss: 0.7940 - accuracy: 0.9156 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5645636320114136
	accuracy: 0.9484999775886536 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    40.200 86.730 79.425 87.607 84.523
	Acc: 0.949 OSCR : 74.394 AUROC_max_val (%): 86.730 AUROC_real (%): 76.569

Epoch 279/600
157/157 - 4s - loss: 0.7760 - accuracy: 0.9177 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.8017261624336243
	accuracy: 0.925000011920929 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    28.000 82.880 76.100 84.151 79.527
	Acc: 0.925 OSCR : 73.734 AUROC_max_val (%): 82.880 AUROC_real (%): 76.882

Epoch 280/600
157/157 - 4s - loss: 0.7896 - accuracy: 0.9173 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6681326031684875
	accuracy: 0.9449999928474426 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    29.850 84.061 77.500 85.217 81.154
	Acc: 0.945 OSCR : 66.958 AUROC_max_val (%): 84.061 AUROC_real (%): 69.138

Epoch 281/600
157/157 - 4s - loss: 0.7539 - accuracy: 0.9201 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6571599841117859
	accuracy: 0.9417499899864197 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    30.775 81.542 75.200 80.257 80.212
	Acc: 0.942 OSCR : 71.772 AUROC_max_val (%): 81.542 AUROC_real (%): 74.098

Epoch 282/600
157/157 - 4s - loss: 0.7712 - accuracy: 0.9183 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6392056941986084
	accuracy: 0.9462500214576721 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.150 86.804 79.963 88.194 84.030
	Acc: 0.946 OSCR : 74.721 AUROC_max_val (%): 86.804 AUROC_real (%): 77.117

Epoch 283/600
157/157 - 4s - loss: 0.7716 - accuracy: 0.9200 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.7296212315559387
	accuracy: 0.9352499842643738 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.400 86.361 79.463 87.669 83.992
	Acc: 0.935 OSCR : 72.873 AUROC_max_val (%): 86.361 AUROC_real (%): 75.887

Epoch 284/600
157/157 - 4s - loss: 0.7556 - accuracy: 0.9198 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6531689167022705
	accuracy: 0.9412500262260437 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.450 85.381 78.300 86.719 82.508
	Acc: 0.941 OSCR : 73.850 AUROC_max_val (%): 85.381 AUROC_real (%): 76.277

Epoch 285/600
157/157 - 4s - loss: 0.7692 - accuracy: 0.9184 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.600813627243042
	accuracy: 0.9472500085830688 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    39.825 88.163 80.888 89.511 85.714
	Acc: 0.947 OSCR : 77.228 AUROC_max_val (%): 88.163 AUROC_real (%): 79.608

Epoch 286/600
157/157 - 4s - loss: 0.7798 - accuracy: 0.9184 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.620222806930542
	accuracy: 0.9467499852180481 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    29.800 82.875 76.237 82.935 80.351
	Acc: 0.947 OSCR : 70.458 AUROC_max_val (%): 82.875 AUROC_real (%): 72.522

Epoch 287/600
157/157 - 4s - loss: 0.7638 - accuracy: 0.9193 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6314516663551331
	accuracy: 0.9474999904632568 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.950 86.129 79.338 87.344 83.606
	Acc: 0.948 OSCR : 73.474 AUROC_max_val (%): 86.129 AUROC_real (%): 75.722

Epoch 288/600
157/157 - 4s - loss: 0.7807 - accuracy: 0.9158 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5788075923919678
	accuracy: 0.9465000033378601 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.300 87.088 79.938 88.558 84.420
	Acc: 0.947 OSCR : 78.408 AUROC_max_val (%): 87.088 AUROC_real (%): 80.723

Epoch 289/600
157/157 - 4s - loss: 0.7530 - accuracy: 0.9201 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5630075931549072
	accuracy: 0.9482499957084656 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.125 85.606 78.600 86.485 83.281
	Acc: 0.948 OSCR : 75.509 AUROC_max_val (%): 85.606 AUROC_real (%): 77.636

Epoch 290/600
157/157 - 4s - loss: 0.7441 - accuracy: 0.9215 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6223225593566895
	accuracy: 0.9415000081062317 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    33.650 83.615 76.587 84.395 81.586
	Acc: 0.942 OSCR : 74.684 AUROC_max_val (%): 83.615 AUROC_real (%): 77.101

Epoch 291/600
157/157 - 4s - loss: 0.7646 - accuracy: 0.9184 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6134244203567505
	accuracy: 0.9394999742507935 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    32.675 84.368 77.650 84.718 81.994
	Acc: 0.940 OSCR : 74.385 AUROC_max_val (%): 84.368 AUROC_real (%): 76.735

Epoch 292/600
157/157 - 4s - loss: 0.7124 - accuracy: 0.9246 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5537963509559631
	accuracy: 0.9487500190734863 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.175 85.647 78.838 86.521 83.246
	Acc: 0.949 OSCR : 76.861 AUROC_max_val (%): 85.647 AUROC_real (%): 78.986

Epoch 293/600
157/157 - 4s - loss: 0.7484 - accuracy: 0.9215 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.7394918203353882
	accuracy: 0.9357500076293945 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    26.075 83.519 76.675 85.041 79.807
	Acc: 0.936 OSCR : 72.259 AUROC_max_val (%): 83.519 AUROC_real (%): 74.998

Epoch 294/600
157/157 - 4s - loss: 0.7283 - accuracy: 0.9226 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5641469955444336
	accuracy: 0.9459999799728394 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    32.500 83.684 76.688 84.005 81.405
	Acc: 0.946 OSCR : 75.081 AUROC_max_val (%): 83.684 AUROC_real (%): 77.267

Epoch 295/600
157/157 - 4s - loss: 0.7465 - accuracy: 0.9208 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6983150243759155
	accuracy: 0.937749981880188 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    27.950 81.022 75.138 81.115 78.589
	Acc: 0.938 OSCR : 73.894 AUROC_max_val (%): 81.022 AUROC_real (%): 76.466

Epoch 296/600
157/157 - 4s - loss: 0.7094 - accuracy: 0.9245 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.4891210198402405
	accuracy: 0.9542499780654907 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.750 86.922 79.950 88.081 84.259
	Acc: 0.954 OSCR : 79.379 AUROC_max_val (%): 86.922 AUROC_real (%): 81.399

Epoch 297/600
157/157 - 4s - loss: 0.7095 - accuracy: 0.9246 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5233842134475708
	accuracy: 0.9547500014305115 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.275 86.113 79.212 87.007 83.719
	Acc: 0.955 OSCR : 75.760 AUROC_max_val (%): 86.113 AUROC_real (%): 77.692

Epoch 298/600
157/157 - 4s - loss: 0.7263 - accuracy: 0.9233 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6029553413391113
	accuracy: 0.9452499747276306 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.950 85.646 78.300 86.737 82.942
	Acc: 0.945 OSCR : 75.919 AUROC_max_val (%): 85.646 AUROC_real (%): 78.291

Epoch 299/600
157/157 - 4s - loss: 0.7325 - accuracy: 0.9226 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.8030479550361633
	accuracy: 0.9340000152587891 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    28.650 82.794 76.138 83.544 80.036
	Acc: 0.934 OSCR : 68.960 AUROC_max_val (%): 82.794 AUROC_real (%): 71.775

Epoch 300/600
157/157 - 4s - loss: 0.7063 - accuracy: 0.9255 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6624903082847595
	accuracy: 0.9437500238418579 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.350 86.222 78.862 87.440 83.751
	Acc: 0.944 OSCR : 72.555 AUROC_max_val (%): 86.222 AUROC_real (%): 75.037

Epoch 301/600
157/157 - 4s - loss: 0.7069 - accuracy: 0.9255 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6271252632141113
	accuracy: 0.9472500085830688 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    33.750 85.558 78.250 86.744 83.204
	Acc: 0.947 OSCR : 73.029 AUROC_max_val (%): 85.558 AUROC_real (%): 75.273

Epoch 302/600
157/157 - 4s - loss: 0.7232 - accuracy: 0.9222 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4876471757888794
	accuracy: 0.9545000195503235 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    40.900 87.357 80.388 87.833 85.604
	Acc: 0.955 OSCR : 78.854 AUROC_max_val (%): 87.357 AUROC_real (%): 80.946

Epoch 303/600
157/157 - 4s - loss: 0.6982 - accuracy: 0.9263 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.506171464920044
	accuracy: 0.9522500038146973 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    38.425 87.458 80.188 88.402 85.394
	Acc: 0.952 OSCR : 77.832 AUROC_max_val (%): 87.458 AUROC_real (%): 79.870

Epoch 304/600
157/157 - 4s - loss: 0.7033 - accuracy: 0.9255 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5797337293624878
	accuracy: 0.9512500166893005 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.950 85.076 78.137 85.071 83.170
	Acc: 0.951 OSCR : 76.635 AUROC_max_val (%): 85.076 AUROC_real (%): 78.985

Epoch 305/600
157/157 - 4s - loss: 0.6911 - accuracy: 0.9296 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6016424894332886
	accuracy: 0.9472500085830688 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    28.425 79.759 74.087 77.433 78.520
	Acc: 0.947 OSCR : 72.118 AUROC_max_val (%): 79.759 AUROC_real (%): 74.233

Epoch 306/600
157/157 - 4s - loss: 0.7000 - accuracy: 0.9273 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6210241913795471
	accuracy: 0.9422500133514404 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.025 85.974 78.738 87.112 83.149
	Acc: 0.942 OSCR : 74.614 AUROC_max_val (%): 85.974 AUROC_real (%): 76.890

Epoch 307/600
157/157 - 4s - loss: 0.6858 - accuracy: 0.9269 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6039915084838867
	accuracy: 0.9449999928474426 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.375 85.662 78.463 86.280 83.485
	Acc: 0.945 OSCR : 76.822 AUROC_max_val (%): 85.662 AUROC_real (%): 79.241

Epoch 308/600
157/157 - 4s - loss: 0.7097 - accuracy: 0.9244 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6085503697395325
	accuracy: 0.9462500214576721 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    29.075 80.760 74.462 80.008 78.656
	Acc: 0.946 OSCR : 73.628 AUROC_max_val (%): 80.760 AUROC_real (%): 75.841

Epoch 309/600
157/157 - 4s - loss: 0.6853 - accuracy: 0.9273 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5813808441162109
	accuracy: 0.9467499852180481 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    33.900 82.988 76.038 82.373 81.516
	Acc: 0.947 OSCR : 75.335 AUROC_max_val (%): 82.988 AUROC_real (%): 77.624

Epoch 310/600
157/157 - 4s - loss: 0.6932 - accuracy: 0.9262 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5441738963127136
	accuracy: 0.9487500190734863 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    32.675 84.058 77.400 84.411 81.729
	Acc: 0.949 OSCR : 75.760 AUROC_max_val (%): 84.058 AUROC_real (%): 77.918

Epoch 311/600
157/157 - 4s - loss: 0.6769 - accuracy: 0.9303 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6059924364089966
	accuracy: 0.9492499828338623 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    38.325 85.793 78.813 86.213 84.033
	Acc: 0.949 OSCR : 74.263 AUROC_max_val (%): 85.793 AUROC_real (%): 76.502

Epoch 312/600
157/157 - 4s - loss: 0.6804 - accuracy: 0.9274 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6048318147659302
	accuracy: 0.9472500085830688 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    27.825 79.641 73.625 78.434 77.754
	Acc: 0.947 OSCR : 70.509 AUROC_max_val (%): 79.641 AUROC_real (%): 72.500

Epoch 313/600
157/157 - 4s - loss: 0.6875 - accuracy: 0.9262 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5827172994613647
	accuracy: 0.9465000033378601 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    32.250 82.851 75.950 82.763 80.875
	Acc: 0.947 OSCR : 73.624 AUROC_max_val (%): 82.851 AUROC_real (%): 75.787

Epoch 314/600
157/157 - 4s - loss: 0.6458 - accuracy: 0.9317 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6216332912445068
	accuracy: 0.9502500295639038 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.375 85.975 79.325 86.405 83.975
	Acc: 0.950 OSCR : 73.455 AUROC_max_val (%): 85.975 AUROC_real (%): 75.745

Epoch 315/600
157/157 - 4s - loss: 0.6752 - accuracy: 0.9294 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5854622721672058
	accuracy: 0.9472500085830688 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    41.525 87.031 79.925 87.159 85.495
	Acc: 0.947 OSCR : 77.829 AUROC_max_val (%): 87.031 AUROC_real (%): 80.279

Epoch 316/600
157/157 - 4s - loss: 0.6688 - accuracy: 0.9293 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5306359529495239
	accuracy: 0.9502500295639038 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    38.350 86.451 79.125 87.378 84.449
	Acc: 0.950 OSCR : 76.544 AUROC_max_val (%): 86.451 AUROC_real (%): 78.667

Epoch 317/600
157/157 - 4s - loss: 0.6468 - accuracy: 0.9300 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5833187699317932
	accuracy: 0.9472500085830688 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    31.500 84.285 77.938 84.569 81.495
	Acc: 0.947 OSCR : 72.855 AUROC_max_val (%): 84.285 AUROC_real (%): 74.927

Epoch 318/600
157/157 - 4s - loss: 0.6377 - accuracy: 0.9323 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6420466899871826
	accuracy: 0.9509999752044678 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    38.450 87.065 80.100 87.761 85.236
	Acc: 0.951 OSCR : 72.300 AUROC_max_val (%): 87.065 AUROC_real (%): 74.457

Epoch 319/600
157/157 - 4s - loss: 0.6565 - accuracy: 0.9304 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6045282483100891
	accuracy: 0.9459999799728394 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    32.100 83.205 76.125 83.469 81.505
	Acc: 0.946 OSCR : 73.533 AUROC_max_val (%): 83.205 AUROC_real (%): 75.813

Epoch 320/600
157/157 - 4s - loss: 0.6359 - accuracy: 0.9319 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5611268877983093
	accuracy: 0.9490000009536743 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    32.375 83.294 76.750 82.915 81.394
	Acc: 0.949 OSCR : 73.564 AUROC_max_val (%): 83.294 AUROC_real (%): 75.652

Epoch 321/600
157/157 - 4s - loss: 0.6340 - accuracy: 0.9337 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6429946422576904
	accuracy: 0.9467499852180481 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.625 86.216 79.475 87.091 84.300
	Acc: 0.947 OSCR : 70.518 AUROC_max_val (%): 86.216 AUROC_real (%): 72.741

Epoch 322/600
157/157 - 4s - loss: 0.6524 - accuracy: 0.9299 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5398995280265808
	accuracy: 0.9509999752044678 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.450 85.712 78.712 85.899 83.675
	Acc: 0.951 OSCR : 75.623 AUROC_max_val (%): 85.712 AUROC_real (%): 77.697

Epoch 323/600
157/157 - 4s - loss: 0.6368 - accuracy: 0.9330 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.528942883014679
	accuracy: 0.9547500014305115 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.000 83.469 76.712 82.751 81.836
	Acc: 0.955 OSCR : 72.739 AUROC_max_val (%): 83.469 AUROC_real (%): 74.602

Epoch 324/600
157/157 - 4s - loss: 0.6470 - accuracy: 0.9318 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6185145974159241
	accuracy: 0.9434999823570251 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.075 84.591 77.650 85.130 82.603
	Acc: 0.944 OSCR : 73.726 AUROC_max_val (%): 84.591 AUROC_real (%): 76.061

Epoch 325/600
157/157 - 4s - loss: 0.6452 - accuracy: 0.9308 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.563326358795166
	accuracy: 0.9507499933242798 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.650 86.169 79.450 86.330 84.457
	Acc: 0.951 OSCR : 76.340 AUROC_max_val (%): 86.169 AUROC_real (%): 78.605

Epoch 326/600
157/157 - 4s - loss: 0.6411 - accuracy: 0.9312 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.48084473609924316
	accuracy: 0.9524999856948853 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    39.800 85.928 78.625 86.211 84.316
	Acc: 0.953 OSCR : 77.740 AUROC_max_val (%): 85.928 AUROC_real (%): 79.734

Epoch 327/600
157/157 - 4s - loss: 0.6245 - accuracy: 0.9348 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.549877941608429
	accuracy: 0.9520000219345093 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.350 84.476 77.638 84.297 82.606
	Acc: 0.952 OSCR : 72.275 AUROC_max_val (%): 84.476 AUROC_real (%): 74.281

Epoch 328/600
157/157 - 4s - loss: 0.6192 - accuracy: 0.9342 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5300309658050537
	accuracy: 0.9517499804496765 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.050 87.093 80.538 88.022 84.510
	Acc: 0.952 OSCR : 74.968 AUROC_max_val (%): 87.093 AUROC_real (%): 76.896

Epoch 329/600
157/157 - 4s - loss: 0.6205 - accuracy: 0.9355 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5423364043235779
	accuracy: 0.9492499828338623 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.950 83.366 76.812 82.658 81.661
	Acc: 0.949 OSCR : 76.086 AUROC_max_val (%): 83.366 AUROC_real (%): 78.179

Epoch 330/600
157/157 - 4s - loss: 0.6283 - accuracy: 0.9345 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5951054692268372
	accuracy: 0.9449999928474426 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.025 85.180 77.987 85.439 83.017
	Acc: 0.945 OSCR : 75.460 AUROC_max_val (%): 85.180 AUROC_real (%): 77.869

Epoch 331/600
157/157 - 4s - loss: 0.6314 - accuracy: 0.9323 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.4750654995441437
	accuracy: 0.9574999809265137 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    40.200 85.940 79.100 86.057 84.548
	Acc: 0.958 OSCR : 76.578 AUROC_max_val (%): 85.940 AUROC_real (%): 78.466

Epoch 332/600
157/157 - 4s - loss: 0.5985 - accuracy: 0.9365 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.47744935750961304
	accuracy: 0.9524999856948853 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    33.150 83.044 76.825 82.677 81.167
	Acc: 0.953 OSCR : 76.043 AUROC_max_val (%): 83.044 AUROC_real (%): 77.911

Epoch 333/600
157/157 - 4s - loss: 0.6071 - accuracy: 0.9372 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.49463531374931335
	accuracy: 0.9539999961853027 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.350 86.096 79.463 86.656 83.996
	Acc: 0.954 OSCR : 77.824 AUROC_max_val (%): 86.096 AUROC_real (%): 79.758

Epoch 334/600
157/157 - 4s - loss: 0.6137 - accuracy: 0.9348 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5293511152267456
	accuracy: 0.9509999752044678 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.450 85.823 79.350 86.407 83.707
	Acc: 0.951 OSCR : 75.334 AUROC_max_val (%): 85.823 AUROC_real (%): 77.342

Epoch 335/600
157/157 - 4s - loss: 0.5961 - accuracy: 0.9374 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5204108357429504
	accuracy: 0.9517499804496765 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.925 85.295 78.638 85.119 83.678
	Acc: 0.952 OSCR : 75.941 AUROC_max_val (%): 85.295 AUROC_real (%): 77.963

Epoch 336/600
157/157 - 4s - loss: 0.5905 - accuracy: 0.9368 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.4866426885128021
	accuracy: 0.9537500143051147 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    33.575 84.195 77.800 84.331 81.868
	Acc: 0.954 OSCR : 75.350 AUROC_max_val (%): 84.195 AUROC_real (%): 77.184

Epoch 337/600
157/157 - 4s - loss: 0.6129 - accuracy: 0.9362 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5229701399803162
	accuracy: 0.9517499804496765 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.300 84.540 77.812 85.058 82.375
	Acc: 0.952 OSCR : 74.671 AUROC_max_val (%): 84.540 AUROC_real (%): 76.557

Epoch 338/600
157/157 - 4s - loss: 0.5846 - accuracy: 0.9388 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.517453134059906
	accuracy: 0.953000009059906 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    38.400 85.899 79.100 86.246 83.910
	Acc: 0.953 OSCR : 77.147 AUROC_max_val (%): 85.899 AUROC_real (%): 79.275

Epoch 339/600
157/157 - 4s - loss: 0.5968 - accuracy: 0.9361 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4897659420967102
	accuracy: 0.956250011920929 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    39.325 86.849 79.838 87.439 84.956
	Acc: 0.956 OSCR : 75.979 AUROC_max_val (%): 86.849 AUROC_real (%): 77.852

Epoch 340/600
157/157 - 4s - loss: 0.5986 - accuracy: 0.9357 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.48573362827301025
	accuracy: 0.9549999833106995 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.050 84.537 77.763 84.364 82.923
	Acc: 0.955 OSCR : 77.536 AUROC_max_val (%): 84.537 AUROC_real (%): 79.449

Epoch 341/600
157/157 - 4s - loss: 0.5910 - accuracy: 0.9377 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5422065258026123
	accuracy: 0.9522500038146973 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    33.800 84.194 77.750 83.902 82.270
	Acc: 0.952 OSCR : 73.959 AUROC_max_val (%): 84.194 AUROC_real (%): 75.934

Epoch 342/600
157/157 - 4s - loss: 0.5952 - accuracy: 0.9359 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5150485634803772
	accuracy: 0.9539999961853027 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    33.975 84.091 77.400 83.960 82.462
	Acc: 0.954 OSCR : 74.820 AUROC_max_val (%): 84.091 AUROC_real (%): 76.836

Epoch 343/600
157/157 - 4s - loss: 0.5965 - accuracy: 0.9372 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.47220703959465027
	accuracy: 0.9572499990463257 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    38.500 85.910 79.300 85.841 83.875
	Acc: 0.957 OSCR : 76.422 AUROC_max_val (%): 85.910 AUROC_real (%): 78.192

Epoch 344/600
157/157 - 4s - loss: 0.5709 - accuracy: 0.9387 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4994133710861206
	accuracy: 0.9555000066757202 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    39.575 85.724 78.838 85.573 84.289
	Acc: 0.956 OSCR : 75.766 AUROC_max_val (%): 85.724 AUROC_real (%): 77.705

Epoch 345/600
157/157 - 4s - loss: 0.5775 - accuracy: 0.9394 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5001671314239502
	accuracy: 0.9539999961853027 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.050 85.816 79.125 85.913 84.442
	Acc: 0.954 OSCR : 76.229 AUROC_max_val (%): 85.816 AUROC_real (%): 78.217

Epoch 346/600
157/157 - 4s - loss: 0.5856 - accuracy: 0.9373 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5003817677497864
	accuracy: 0.952750027179718 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.075 84.097 77.725 83.331 82.567
	Acc: 0.953 OSCR : 76.569 AUROC_max_val (%): 84.097 AUROC_real (%): 78.511

Epoch 347/600
157/157 - 4s - loss: 0.5739 - accuracy: 0.9381 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.47968199849128723
	accuracy: 0.953249990940094 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    38.875 86.682 80.188 87.078 84.870
	Acc: 0.953 OSCR : 78.557 AUROC_max_val (%): 86.682 AUROC_real (%): 80.522

Epoch 348/600
157/157 - 4s - loss: 0.5815 - accuracy: 0.9386 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4790479242801666
	accuracy: 0.9574999809265137 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.150 86.673 80.125 87.208 84.943
	Acc: 0.958 OSCR : 76.996 AUROC_max_val (%): 86.673 AUROC_real (%): 78.867

Epoch 349/600
157/157 - 4s - loss: 0.5949 - accuracy: 0.9368 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.514412522315979
	accuracy: 0.9520000219345093 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    33.675 83.843 77.300 83.272 82.130
	Acc: 0.952 OSCR : 74.834 AUROC_max_val (%): 83.843 AUROC_real (%): 76.755

Epoch 350/600
157/157 - 4s - loss: 0.5502 - accuracy: 0.9425 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.48942074179649353
	accuracy: 0.9559999704360962 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    39.525 86.423 79.550 86.560 84.924
	Acc: 0.956 OSCR : 77.204 AUROC_max_val (%): 86.423 AUROC_real (%): 79.221

Epoch 351/600
157/157 - 4s - loss: 0.5619 - accuracy: 0.9412 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.45475202798843384
	accuracy: 0.9559999704360962 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    40.250 85.707 79.312 85.482 84.349
	Acc: 0.956 OSCR : 77.566 AUROC_max_val (%): 85.707 AUROC_real (%): 79.411

Epoch 352/600
157/157 - 4s - loss: 0.5673 - accuracy: 0.9409 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.470109224319458
	accuracy: 0.9574999809265137 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.650 86.005 79.350 86.120 84.365
	Acc: 0.958 OSCR : 76.513 AUROC_max_val (%): 86.005 AUROC_real (%): 78.311

Epoch 353/600
157/157 - 4s - loss: 0.5508 - accuracy: 0.9417 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.46979424357414246
	accuracy: 0.9570000171661377 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    43.900 87.234 80.175 87.548 85.691
	Acc: 0.957 OSCR : 78.037 AUROC_max_val (%): 87.234 AUROC_real (%): 79.961

Epoch 354/600
157/157 - 4s - loss: 0.5583 - accuracy: 0.9420 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.48214247822761536
	accuracy: 0.9539999961853027 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.250 84.445 77.938 84.153 82.961
	Acc: 0.954 OSCR : 75.867 AUROC_max_val (%): 84.445 AUROC_real (%): 77.736

Epoch 355/600
157/157 - 4s - loss: 0.5562 - accuracy: 0.9404 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.49923139810562134
	accuracy: 0.9514999985694885 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.600 84.801 77.900 84.765 83.428
	Acc: 0.952 OSCR : 76.757 AUROC_max_val (%): 84.801 AUROC_real (%): 78.767

Epoch 356/600
157/157 - 4s - loss: 0.5581 - accuracy: 0.9409 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.46891775727272034
	accuracy: 0.9580000042915344 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    38.600 85.280 78.688 85.367 83.741
	Acc: 0.958 OSCR : 76.710 AUROC_max_val (%): 85.280 AUROC_real (%): 78.511

Epoch 357/600
157/157 - 4s - loss: 0.5692 - accuracy: 0.9390 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.46072569489479065
	accuracy: 0.9585000276565552 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    40.250 86.318 79.500 86.590 84.534
	Acc: 0.959 OSCR : 77.504 AUROC_max_val (%): 86.318 AUROC_real (%): 79.359

Epoch 358/600
157/157 - 4s - loss: 0.5542 - accuracy: 0.9422 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.44677332043647766
	accuracy: 0.9592499732971191 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.925 85.688 78.763 85.861 83.929
	Acc: 0.959 OSCR : 77.660 AUROC_max_val (%): 85.688 AUROC_real (%): 79.436

Epoch 359/600
157/157 - 4s - loss: 0.5353 - accuracy: 0.9415 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.48361125588417053
	accuracy: 0.9552500247955322 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    38.125 85.696 79.037 86.036 83.784
	Acc: 0.955 OSCR : 77.418 AUROC_max_val (%): 85.696 AUROC_real (%): 79.335

Epoch 360/600
157/157 - 4s - loss: 0.5342 - accuracy: 0.9434 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4686035215854645
	accuracy: 0.9564999938011169 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.700 85.627 79.213 85.768 83.460
	Acc: 0.957 OSCR : 77.302 AUROC_max_val (%): 85.627 AUROC_real (%): 79.141

Epoch 361/600
157/157 - 4s - loss: 0.5520 - accuracy: 0.9417 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4684354364871979
	accuracy: 0.9547500014305115 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.675 85.231 78.713 85.251 83.191
	Acc: 0.955 OSCR : 76.540 AUROC_max_val (%): 85.231 AUROC_real (%): 78.344

Epoch 362/600
157/157 - 4s - loss: 0.5319 - accuracy: 0.9446 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4641568958759308
	accuracy: 0.9580000042915344 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    38.100 85.154 78.350 85.059 83.850
	Acc: 0.958 OSCR : 76.596 AUROC_max_val (%): 85.154 AUROC_real (%): 78.426

Epoch 363/600
157/157 - 4s - loss: 0.5494 - accuracy: 0.9422 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4654286503791809
	accuracy: 0.9572499990463257 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.600 85.255 78.775 85.136 83.651
	Acc: 0.957 OSCR : 76.694 AUROC_max_val (%): 85.255 AUROC_real (%): 78.505

Epoch 364/600
157/157 - 4s - loss: 0.5454 - accuracy: 0.9423 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.47797995805740356
	accuracy: 0.9574999809265137 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    39.500 86.104 79.525 85.982 84.675
	Acc: 0.958 OSCR : 76.166 AUROC_max_val (%): 86.104 AUROC_real (%): 78.020

Epoch 365/600
157/157 - 4s - loss: 0.5501 - accuracy: 0.9406 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4421263635158539
	accuracy: 0.9595000147819519 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    39.150 85.896 79.375 85.529 84.536
	Acc: 0.960 OSCR : 77.371 AUROC_max_val (%): 85.896 AUROC_real (%): 79.106

Epoch 366/600
157/157 - 4s - loss: 0.5301 - accuracy: 0.9434 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.44482025504112244
	accuracy: 0.9587500095367432 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    39.600 86.077 79.688 85.995 84.523
	Acc: 0.959 OSCR : 78.169 AUROC_max_val (%): 86.077 AUROC_real (%): 79.932

Epoch 367/600
157/157 - 4s - loss: 0.5304 - accuracy: 0.9445 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.46385031938552856
	accuracy: 0.9585000276565552 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.900 85.351 78.787 85.119 83.865
	Acc: 0.959 OSCR : 76.209 AUROC_max_val (%): 85.351 AUROC_real (%): 77.974

Epoch 368/600
157/157 - 4s - loss: 0.5355 - accuracy: 0.9431 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4545476734638214
	accuracy: 0.9557499885559082 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.475 84.863 78.238 84.567 83.499
	Acc: 0.956 OSCR : 76.858 AUROC_max_val (%): 84.863 AUROC_real (%): 78.642

Epoch 369/600
157/157 - 4s - loss: 0.5204 - accuracy: 0.9440 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.46163156628608704
	accuracy: 0.9564999938011169 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.800 84.854 78.212 84.676 83.274
	Acc: 0.957 OSCR : 76.714 AUROC_max_val (%): 84.854 AUROC_real (%): 78.515

Epoch 370/600
157/157 - 4s - loss: 0.5205 - accuracy: 0.9455 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.46268221735954285
	accuracy: 0.9587500095367432 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    38.250 85.915 79.388 85.790 84.427
	Acc: 0.959 OSCR : 76.592 AUROC_max_val (%): 85.915 AUROC_real (%): 78.398

Epoch 371/600
157/157 - 4s - loss: 0.5308 - accuracy: 0.9431 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.46862539649009705
	accuracy: 0.9585000276565552 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.150 84.809 78.600 84.312 83.408
	Acc: 0.959 OSCR : 75.420 AUROC_max_val (%): 84.809 AUROC_real (%): 77.157

Epoch 372/600
157/157 - 4s - loss: 0.5234 - accuracy: 0.9438 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4577486217021942
	accuracy: 0.9589999914169312 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    38.875 85.678 79.188 85.878 84.085
	Acc: 0.959 OSCR : 76.747 AUROC_max_val (%): 85.678 AUROC_real (%): 78.542

Epoch 373/600
157/157 - 4s - loss: 0.5306 - accuracy: 0.9438 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4721275269985199
	accuracy: 0.9574999809265137 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.725 84.378 77.950 83.917 82.965
	Acc: 0.958 OSCR : 75.541 AUROC_max_val (%): 84.378 AUROC_real (%): 77.332

Epoch 374/600
157/157 - 4s - loss: 0.5287 - accuracy: 0.9445 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4551190137863159
	accuracy: 0.9585000276565552 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    38.575 85.669 79.200 85.789 83.923
	Acc: 0.959 OSCR : 76.667 AUROC_max_val (%): 85.669 AUROC_real (%): 78.423

Epoch 375/600
157/157 - 4s - loss: 0.5200 - accuracy: 0.9444 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4452834129333496
	accuracy: 0.9595000147819519 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    39.900 85.837 79.237 85.758 84.429
	Acc: 0.960 OSCR : 76.808 AUROC_max_val (%): 85.837 AUROC_real (%): 78.555

Epoch 376/600
157/157 - 4s - loss: 0.5296 - accuracy: 0.9441 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.45051634311676025
	accuracy: 0.9599999785423279 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    39.675 85.395 79.013 85.096 84.126
	Acc: 0.960 OSCR : 76.584 AUROC_max_val (%): 85.395 AUROC_real (%): 78.341

Epoch 377/600
157/157 - 4s - loss: 0.5187 - accuracy: 0.9445 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.45712772011756897
	accuracy: 0.9587500095367432 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    39.275 85.847 79.175 85.856 84.375
	Acc: 0.959 OSCR : 76.122 AUROC_max_val (%): 85.847 AUROC_real (%): 77.898

Epoch 378/600
157/157 - 4s - loss: 0.5143 - accuracy: 0.9440 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4481751322746277
	accuracy: 0.9599999785423279 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    39.075 85.826 79.112 85.684 84.423
	Acc: 0.960 OSCR : 76.646 AUROC_max_val (%): 85.826 AUROC_real (%): 78.409

Epoch 379/600
157/157 - 4s - loss: 0.5262 - accuracy: 0.9441 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4682120680809021
	accuracy: 0.9592499732971191 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    38.750 85.910 79.138 85.847 84.473
	Acc: 0.959 OSCR : 75.815 AUROC_max_val (%): 85.910 AUROC_real (%): 77.618

Epoch 380/600
157/157 - 4s - loss: 0.5336 - accuracy: 0.9427 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.45097509026527405
	accuracy: 0.9597499966621399 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    41.325 86.044 79.212 85.964 84.587
	Acc: 0.960 OSCR : 77.247 AUROC_max_val (%): 86.044 AUROC_real (%): 79.048

Epoch 381/600
157/157 - 4s - loss: 0.5155 - accuracy: 0.9464 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4466080963611603
	accuracy: 0.9602500200271606 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    40.925 85.941 79.075 85.771 84.644
	Acc: 0.960 OSCR : 77.287 AUROC_max_val (%): 85.941 AUROC_real (%): 79.080

Epoch 382/600
157/157 - 4s - loss: 0.5145 - accuracy: 0.9446 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.44068509340286255
	accuracy: 0.9617499709129333 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    38.375 85.114 78.513 84.723 83.825
	Acc: 0.962 OSCR : 77.087 AUROC_max_val (%): 85.114 AUROC_real (%): 78.803

Epoch 383/600
157/157 - 4s - loss: 0.5106 - accuracy: 0.9461 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.4486113488674164
	accuracy: 0.9595000147819519 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    39.600 85.424 78.750 85.151 84.083
	Acc: 0.960 OSCR : 76.996 AUROC_max_val (%): 85.424 AUROC_real (%): 78.746

Epoch 384/600
157/157 - 4s - loss: 0.5235 - accuracy: 0.9438 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.4527110457420349
	accuracy: 0.9599999785423279 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    38.400 85.384 78.837 85.015 84.159
	Acc: 0.960 OSCR : 77.153 AUROC_max_val (%): 85.384 AUROC_real (%): 78.955

Epoch 385/600
157/157 - 4s - loss: 0.5224 - accuracy: 0.9442 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.44496068358421326
	accuracy: 0.9605000019073486 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    39.150 85.307 78.713 84.885 84.010
	Acc: 0.961 OSCR : 77.440 AUROC_max_val (%): 85.307 AUROC_real (%): 79.200

Epoch 386/600
157/157 - 4s - loss: 0.5125 - accuracy: 0.9457 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4558602273464203
	accuracy: 0.9595000147819519 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    39.900 85.445 78.837 85.162 84.062
	Acc: 0.960 OSCR : 76.844 AUROC_max_val (%): 85.445 AUROC_real (%): 78.633

Epoch 387/600
157/157 - 4s - loss: 0.5115 - accuracy: 0.9457 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4500749707221985
	accuracy: 0.9607499837875366 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    38.475 85.550 78.800 85.340 84.114
	Acc: 0.961 OSCR : 76.974 AUROC_max_val (%): 85.550 AUROC_real (%): 78.730

Epoch 388/600
157/157 - 4s - loss: 0.5114 - accuracy: 0.9452 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.44651782512664795
	accuracy: 0.9597499966621399 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    39.400 85.740 78.975 85.540 84.357
	Acc: 0.960 OSCR : 77.239 AUROC_max_val (%): 85.740 AUROC_real (%): 79.009

Epoch 389/600
157/157 - 4s - loss: 0.5151 - accuracy: 0.9449 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4513288736343384
	accuracy: 0.9610000252723694 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    39.675 85.914 79.225 85.770 84.528
	Acc: 0.961 OSCR : 76.892 AUROC_max_val (%): 85.914 AUROC_real (%): 78.646

Epoch 390/600
157/157 - 4s - loss: 0.5126 - accuracy: 0.9462 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4530333876609802
	accuracy: 0.9602500200271606 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    39.325 85.761 78.987 85.558 84.369
	Acc: 0.960 OSCR : 76.727 AUROC_max_val (%): 85.761 AUROC_real (%): 78.480

Epoch 391/600
157/157 - 4s - loss: 0.5332 - accuracy: 0.9427 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4521055817604065
	accuracy: 0.9612500071525574 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    39.825 85.663 78.975 85.434 84.318
	Acc: 0.961 OSCR : 76.536 AUROC_max_val (%): 85.663 AUROC_real (%): 78.270

Epoch 392/600
157/157 - 4s - loss: 0.5129 - accuracy: 0.9444 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.44938281178474426
	accuracy: 0.9614999890327454 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    38.700 85.132 78.450 84.731 83.832
	Acc: 0.962 OSCR : 76.367 AUROC_max_val (%): 85.132 AUROC_real (%): 78.074

Epoch 393/600
157/157 - 4s - loss: 0.5113 - accuracy: 0.9451 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4528018534183502
	accuracy: 0.9610000252723694 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.875 85.296 78.550 85.000 83.924
	Acc: 0.961 OSCR : 76.161 AUROC_max_val (%): 85.296 AUROC_real (%): 77.875

Epoch 394/600
157/157 - 4s - loss: 0.5287 - accuracy: 0.9442 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4555966854095459
	accuracy: 0.9605000019073486 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    38.275 85.318 78.663 85.032 83.930
	Acc: 0.961 OSCR : 75.872 AUROC_max_val (%): 85.318 AUROC_real (%): 77.593

Epoch 395/600
157/157 - 4s - loss: 0.5135 - accuracy: 0.9463 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4506535530090332
	accuracy: 0.9602500200271606 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    38.875 85.301 78.575 84.945 83.958
	Acc: 0.960 OSCR : 76.159 AUROC_max_val (%): 85.301 AUROC_real (%): 77.875

Epoch 396/600
157/157 - 4s - loss: 0.5185 - accuracy: 0.9442 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.45009884238243103
	accuracy: 0.9607499837875366 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    38.950 85.382 78.612 85.054 84.038
	Acc: 0.961 OSCR : 76.349 AUROC_max_val (%): 85.382 AUROC_real (%): 78.069

Epoch 397/600
157/157 - 4s - loss: 0.5139 - accuracy: 0.9457 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4480304419994354
	accuracy: 0.9610000252723694 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    38.875 85.354 78.613 85.014 84.039
	Acc: 0.961 OSCR : 76.493 AUROC_max_val (%): 85.354 AUROC_real (%): 78.214

Epoch 398/600
157/157 - 4s - loss: 0.5158 - accuracy: 0.9454 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.44909417629241943
	accuracy: 0.9607499837875366 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    38.625 85.309 78.625 84.953 83.995
	Acc: 0.961 OSCR : 76.417 AUROC_max_val (%): 85.309 AUROC_real (%): 78.142

Epoch 399/600
157/157 - 4s - loss: 0.5109 - accuracy: 0.9451 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4472801685333252
	accuracy: 0.9602500200271606 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    39.100 85.421 78.650 85.117 84.086
	Acc: 0.960 OSCR : 76.492 AUROC_max_val (%): 85.421 AUROC_real (%): 78.212

Epoch 400/600
157/157 - 4s - loss: 0.5138 - accuracy: 0.9458 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4479091465473175
	accuracy: 0.9599999785423279 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    39.000 85.349 78.575 85.023 84.017
	Acc: 0.960 OSCR : 76.482 AUROC_max_val (%): 85.349 AUROC_real (%): 78.208

Epoch 401/600
157/157 - 4s - loss: 0.5178 - accuracy: 0.9462 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4500708281993866
	accuracy: 0.9610000252723694 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    38.525 85.216 78.450 84.855 83.892
	Acc: 0.961 OSCR : 76.236 AUROC_max_val (%): 85.216 AUROC_real (%): 77.951

Epoch 402/600
157/157 - 4s - loss: 0.8165 - accuracy: 0.9143 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.8855500221252441
	accuracy: 0.9357500076293945 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    31.450 84.339 77.825 84.758 81.791
	Acc: 0.936 OSCR : 67.708 AUROC_max_val (%): 84.339 AUROC_real (%): 70.540

Epoch 403/600
157/157 - 4s - loss: 0.8329 - accuracy: 0.9143 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.7674651145935059
	accuracy: 0.9422500133514404 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    30.300 80.175 74.013 78.874 78.537
	Acc: 0.942 OSCR : 66.320 AUROC_max_val (%): 80.175 AUROC_real (%): 68.503

Epoch 404/600
157/157 - 4s - loss: 0.8252 - accuracy: 0.9123 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.7128352522850037
	accuracy: 0.9337499737739563 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    18.825 76.279 71.325 74.288 73.116
	Acc: 0.934 OSCR : 72.243 AUROC_max_val (%): 76.279 AUROC_real (%): 74.865

Epoch 405/600
157/157 - 4s - loss: 0.8355 - accuracy: 0.9122 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.7080436944961548
	accuracy: 0.9312499761581421 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    30.425 83.066 76.775 84.014 79.694
	Acc: 0.931 OSCR : 75.589 AUROC_max_val (%): 83.066 AUROC_real (%): 78.452

Epoch 406/600
157/157 - 4s - loss: 0.8329 - accuracy: 0.9138 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.7003778219223022
	accuracy: 0.937250018119812 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    30.825 81.826 75.275 80.794 80.280
	Acc: 0.937 OSCR : 74.112 AUROC_max_val (%): 81.826 AUROC_real (%): 76.909

Epoch 407/600
157/157 - 4s - loss: 0.8211 - accuracy: 0.9153 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.604885995388031
	accuracy: 0.9467499852180481 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.925 85.153 77.837 85.770 83.071
	Acc: 0.947 OSCR : 74.722 AUROC_max_val (%): 85.153 AUROC_real (%): 77.023

Epoch 408/600
157/157 - 4s - loss: 0.8292 - accuracy: 0.9128 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.8177413940429688
	accuracy: 0.9322500228881836 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.325 85.196 78.287 86.024 82.586
	Acc: 0.932 OSCR : 68.870 AUROC_max_val (%): 85.196 AUROC_real (%): 71.776

Epoch 409/600
157/157 - 4s - loss: 0.8303 - accuracy: 0.9121 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.8499683737754822
	accuracy: 0.9327499866485596 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    24.500 78.020 71.975 77.888 75.891
	Acc: 0.933 OSCR : 64.597 AUROC_max_val (%): 78.020 AUROC_real (%): 67.107

Epoch 410/600
157/157 - 4s - loss: 0.8334 - accuracy: 0.9117 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.7218704223632812
	accuracy: 0.9459999799728394 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    38.725 85.952 78.663 86.933 83.752
	Acc: 0.946 OSCR : 69.780 AUROC_max_val (%): 85.952 AUROC_real (%): 72.193

Epoch 411/600
157/157 - 4s - loss: 0.8080 - accuracy: 0.9150 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.7193368077278137
	accuracy: 0.9350000023841858 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    30.850 81.877 75.550 81.305 79.649
	Acc: 0.935 OSCR : 70.346 AUROC_max_val (%): 81.877 AUROC_real (%): 72.834

Epoch 412/600
157/157 - 4s - loss: 0.8170 - accuracy: 0.9147 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.625143826007843
	accuracy: 0.9442499876022339 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.050 84.809 77.388 85.391 82.400
	Acc: 0.944 OSCR : 75.948 AUROC_max_val (%): 84.809 AUROC_real (%): 78.467

Epoch 413/600
157/157 - 4s - loss: 0.8051 - accuracy: 0.9162 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):1.0438088178634644
	accuracy: 0.9194999933242798 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    30.725 81.221 74.438 81.185 79.138
	Acc: 0.919 OSCR : 65.237 AUROC_max_val (%): 81.221 AUROC_real (%): 68.717

Epoch 414/600
157/157 - 4s - loss: 0.8203 - accuracy: 0.9118 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.779456615447998
	accuracy: 0.9347500205039978 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    23.050 79.235 72.175 81.060 75.698
	Acc: 0.935 OSCR : 70.117 AUROC_max_val (%): 79.235 AUROC_real (%): 73.014

Epoch 415/600
157/157 - 4s - loss: 0.8296 - accuracy: 0.9131 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5689681768417358
	accuracy: 0.9459999799728394 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.600 83.738 77.325 82.422 82.430
	Acc: 0.946 OSCR : 78.891 AUROC_max_val (%): 83.738 AUROC_real (%): 81.366

Epoch 416/600
157/157 - 4s - loss: 0.7970 - accuracy: 0.9161 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.8772968053817749
	accuracy: 0.9172499775886536 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.375 85.797 78.362 86.941 83.516
	Acc: 0.917 OSCR : 76.115 AUROC_max_val (%): 85.797 AUROC_real (%): 80.296

Epoch 417/600
157/157 - 4s - loss: 0.8012 - accuracy: 0.9155 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.727945864200592
	accuracy: 0.9457499980926514 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.675 85.038 78.025 84.856 83.431
	Acc: 0.946 OSCR : 70.756 AUROC_max_val (%): 85.038 AUROC_real (%): 73.131

Epoch 418/600
157/157 - 4s - loss: 0.8162 - accuracy: 0.9144 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.8077744841575623
	accuracy: 0.9357500076293945 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.925 85.349 78.275 86.003 83.026
	Acc: 0.936 OSCR : 71.323 AUROC_max_val (%): 85.349 AUROC_real (%): 74.201

Epoch 419/600
157/157 - 4s - loss: 0.7972 - accuracy: 0.9162 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.8537657856941223
	accuracy: 0.9292500019073486 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    25.550 79.957 73.263 80.584 77.160
	Acc: 0.929 OSCR : 64.139 AUROC_max_val (%): 79.957 AUROC_real (%): 66.836

Epoch 420/600
157/157 - 4s - loss: 0.7787 - accuracy: 0.9185 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6888665556907654
	accuracy: 0.9437500238418579 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    27.375 79.466 73.162 79.468 77.007
	Acc: 0.944 OSCR : 70.635 AUROC_max_val (%): 79.466 AUROC_real (%): 72.916

Epoch 421/600
157/157 - 4s - loss: 0.8083 - accuracy: 0.9145 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6537230610847473
	accuracy: 0.9430000185966492 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    33.000 85.182 78.062 86.416 82.478
	Acc: 0.943 OSCR : 69.160 AUROC_max_val (%): 85.182 AUROC_real (%): 71.368

Epoch 422/600
157/157 - 4s - loss: 0.7855 - accuracy: 0.9155 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5882476568222046
	accuracy: 0.9457499980926514 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.300 84.999 78.600 84.619 83.259
	Acc: 0.946 OSCR : 75.480 AUROC_max_val (%): 84.999 AUROC_real (%): 77.759

Epoch 423/600
157/157 - 4s - loss: 0.8090 - accuracy: 0.9146 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6328567266464233
	accuracy: 0.9430000185966492 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.000 85.957 79.362 86.727 83.347
	Acc: 0.943 OSCR : 73.633 AUROC_max_val (%): 85.957 AUROC_real (%): 76.084

Epoch 424/600
157/157 - 4s - loss: 0.8038 - accuracy: 0.9146 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6995757222175598
	accuracy: 0.9362499713897705 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    23.475 80.087 73.812 80.524 76.830
	Acc: 0.936 OSCR : 72.802 AUROC_max_val (%): 80.087 AUROC_real (%): 75.174

Epoch 425/600
157/157 - 4s - loss: 0.7714 - accuracy: 0.9191 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6926963329315186
	accuracy: 0.9347500205039978 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    27.775 82.089 75.963 81.647 79.627
	Acc: 0.935 OSCR : 75.469 AUROC_max_val (%): 82.089 AUROC_real (%): 78.169

Epoch 426/600
157/157 - 4s - loss: 0.7728 - accuracy: 0.9176 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.7913432121276855
	accuracy: 0.9399999976158142 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    32.300 83.174 76.275 82.898 81.600
	Acc: 0.940 OSCR : 68.269 AUROC_max_val (%): 83.174 AUROC_real (%): 70.834

Epoch 427/600
157/157 - 4s - loss: 0.7678 - accuracy: 0.9201 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5678894519805908
	accuracy: 0.9522500038146973 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    33.375 83.468 76.638 83.090 81.835
	Acc: 0.952 OSCR : 71.892 AUROC_max_val (%): 83.468 AUROC_real (%): 73.868

Epoch 428/600
157/157 - 4s - loss: 0.7770 - accuracy: 0.9190 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6366972923278809
	accuracy: 0.9470000267028809 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    32.850 83.922 77.212 83.789 81.763
	Acc: 0.947 OSCR : 74.792 AUROC_max_val (%): 83.922 AUROC_real (%): 77.134

Epoch 429/600
157/157 - 4s - loss: 0.7680 - accuracy: 0.9183 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.7198633551597595
	accuracy: 0.9369999766349792 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    23.950 79.497 73.550 78.394 77.214
	Acc: 0.937 OSCR : 70.890 AUROC_max_val (%): 79.497 AUROC_real (%): 73.282

Epoch 430/600
157/157 - 4s - loss: 0.7891 - accuracy: 0.9176 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6312788724899292
	accuracy: 0.9387500286102295 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    30.800 82.385 75.888 82.001 80.384
	Acc: 0.939 OSCR : 74.774 AUROC_max_val (%): 82.385 AUROC_real (%): 77.266

Epoch 431/600
157/157 - 4s - loss: 0.7630 - accuracy: 0.9201 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.7059628367424011
	accuracy: 0.9415000081062317 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    24.500 78.837 72.938 77.312 76.633
	Acc: 0.942 OSCR : 65.536 AUROC_max_val (%): 78.837 AUROC_real (%): 67.690

Epoch 432/600
157/157 - 4s - loss: 0.7835 - accuracy: 0.9181 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6833105683326721
	accuracy: 0.934499979019165 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    26.750 81.895 75.400 82.751 78.526
	Acc: 0.934 OSCR : 74.777 AUROC_max_val (%): 81.895 AUROC_real (%): 77.273

Epoch 433/600
157/157 - 4s - loss: 0.7652 - accuracy: 0.9187 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6685118675231934
	accuracy: 0.9387500286102295 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    39.100 87.183 79.850 88.305 84.275
	Acc: 0.939 OSCR : 76.185 AUROC_max_val (%): 87.183 AUROC_real (%): 78.842

Epoch 434/600
157/157 - 4s - loss: 0.7784 - accuracy: 0.9200 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6910914778709412
	accuracy: 0.940750002861023 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    32.825 83.687 76.950 84.292 81.473
	Acc: 0.941 OSCR : 70.020 AUROC_max_val (%): 83.687 AUROC_real (%): 72.484

Epoch 435/600
157/157 - 4s - loss: 0.7699 - accuracy: 0.9194 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.7962122559547424
	accuracy: 0.9307500123977661 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    18.875 71.890 66.938 69.289 70.250
	Acc: 0.931 OSCR : 67.907 AUROC_max_val (%): 71.890 AUROC_real (%): 70.642

Epoch 436/600
157/157 - 4s - loss: 0.7686 - accuracy: 0.9180 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.7789420485496521
	accuracy: 0.9362499713897705 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    26.700 79.218 73.425 77.050 77.065
	Acc: 0.936 OSCR : 66.228 AUROC_max_val (%): 79.218 AUROC_real (%): 68.671

Epoch 437/600
157/157 - 4s - loss: 0.7453 - accuracy: 0.9222 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5474095344543457
	accuracy: 0.953000009059906 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    38.075 85.174 78.075 85.352 83.168
	Acc: 0.953 OSCR : 77.755 AUROC_max_val (%): 85.174 AUROC_real (%): 79.778

Epoch 438/600
157/157 - 4s - loss: 0.7521 - accuracy: 0.9215 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.7684687972068787
	accuracy: 0.9492499828338623 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    32.725 82.215 75.562 81.839 80.335
	Acc: 0.949 OSCR : 68.430 AUROC_max_val (%): 82.215 AUROC_real (%): 70.474

Epoch 439/600
157/157 - 4s - loss: 0.7531 - accuracy: 0.9210 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5943745374679565
	accuracy: 0.9467499852180481 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    29.025 81.405 75.675 80.167 79.335
	Acc: 0.947 OSCR : 73.155 AUROC_max_val (%): 81.405 AUROC_real (%): 75.310

Epoch 440/600
157/157 - 4s - loss: 0.7460 - accuracy: 0.9214 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.7189174890518188
	accuracy: 0.9415000081062317 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    25.400 79.190 73.200 78.909 76.549
	Acc: 0.942 OSCR : 65.877 AUROC_max_val (%): 79.190 AUROC_real (%): 67.888

Epoch 441/600
157/157 - 4s - loss: 0.7536 - accuracy: 0.9208 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.7954899668693542
	accuracy: 0.9267500042915344 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    27.000 80.061 74.063 79.158 77.370
	Acc: 0.927 OSCR : 71.394 AUROC_max_val (%): 80.061 AUROC_real (%): 74.347

Epoch 442/600
157/157 - 4s - loss: 0.7535 - accuracy: 0.9189 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.548608660697937
	accuracy: 0.9465000033378601 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    31.500 83.383 77.125 83.373 81.185
	Acc: 0.947 OSCR : 73.804 AUROC_max_val (%): 83.383 AUROC_real (%): 75.835

Epoch 443/600
157/157 - 4s - loss: 0.7333 - accuracy: 0.9215 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6018392443656921
	accuracy: 0.9440000057220459 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    31.600 84.367 77.487 85.058 81.996
	Acc: 0.944 OSCR : 74.323 AUROC_max_val (%): 84.367 AUROC_real (%): 76.504

Epoch 444/600
157/157 - 4s - loss: 0.7478 - accuracy: 0.9214 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5632544159889221
	accuracy: 0.9512500166893005 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    39.950 86.657 79.675 87.224 84.722
	Acc: 0.951 OSCR : 76.316 AUROC_max_val (%): 86.657 AUROC_real (%): 78.521

Epoch 445/600
157/157 - 4s - loss: 0.7573 - accuracy: 0.9196 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6723489761352539
	accuracy: 0.9365000128746033 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    31.025 84.563 78.188 85.952 81.369
	Acc: 0.936 OSCR : 76.253 AUROC_max_val (%): 84.563 AUROC_real (%): 78.844

Epoch 446/600
157/157 - 4s - loss: 0.7331 - accuracy: 0.9220 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6480211019515991
	accuracy: 0.9432500004768372 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    28.025 82.117 75.400 82.953 79.229
	Acc: 0.943 OSCR : 71.282 AUROC_max_val (%): 82.117 AUROC_real (%): 73.440

Epoch 447/600
157/157 - 4s - loss: 0.7244 - accuracy: 0.9248 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5985771417617798
	accuracy: 0.9495000243186951 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    29.600 80.956 75.150 78.447 79.582
	Acc: 0.950 OSCR : 74.261 AUROC_max_val (%): 80.956 AUROC_real (%): 76.494

Epoch 448/600
157/157 - 4s - loss: 0.7372 - accuracy: 0.9222 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6071674227714539
	accuracy: 0.9434999823570251 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.725 86.827 79.675 87.748 84.445
	Acc: 0.944 OSCR : 76.784 AUROC_max_val (%): 86.827 AUROC_real (%): 79.361

Epoch 449/600
157/157 - 4s - loss: 0.7223 - accuracy: 0.9238 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.7161012887954712
	accuracy: 0.9304999709129333 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    29.175 82.246 75.963 82.748 80.028
	Acc: 0.930 OSCR : 72.211 AUROC_max_val (%): 82.246 AUROC_real (%): 75.045

Epoch 450/600
157/157 - 4s - loss: 0.7195 - accuracy: 0.9245 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5587986707687378
	accuracy: 0.9467499852180481 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.325 85.611 78.875 85.756 84.029
	Acc: 0.947 OSCR : 78.706 AUROC_max_val (%): 85.611 AUROC_real (%): 81.034

Epoch 451/600
157/157 - 4s - loss: 0.7368 - accuracy: 0.9222 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5892614126205444
	accuracy: 0.9457499980926514 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.050 85.171 78.787 85.020 82.875
	Acc: 0.946 OSCR : 74.758 AUROC_max_val (%): 85.171 AUROC_real (%): 77.042

Epoch 452/600
157/157 - 4s - loss: 0.7185 - accuracy: 0.9245 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.7499314546585083
	accuracy: 0.9375 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.725 85.667 78.650 86.298 84.206
	Acc: 0.938 OSCR : 70.706 AUROC_max_val (%): 85.667 AUROC_real (%): 73.436

Epoch 453/600
157/157 - 4s - loss: 0.7270 - accuracy: 0.9234 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5243039131164551
	accuracy: 0.9477499723434448 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.600 85.244 78.413 85.507 83.318
	Acc: 0.948 OSCR : 78.861 AUROC_max_val (%): 85.244 AUROC_real (%): 81.083

Epoch 454/600
157/157 - 4s - loss: 0.7350 - accuracy: 0.9230 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5536906719207764
	accuracy: 0.9517499804496765 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    32.675 83.391 76.662 82.930 81.640
	Acc: 0.952 OSCR : 73.006 AUROC_max_val (%): 83.391 AUROC_real (%): 74.970

Epoch 455/600
157/157 - 4s - loss: 0.7042 - accuracy: 0.9244 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5838533639907837
	accuracy: 0.9434999823570251 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    33.000 83.874 77.300 84.114 81.287
	Acc: 0.944 OSCR : 76.625 AUROC_max_val (%): 83.874 AUROC_real (%): 78.846

Epoch 456/600
157/157 - 4s - loss: 0.7250 - accuracy: 0.9232 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6402187347412109
	accuracy: 0.9430000185966492 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    32.125 83.554 76.725 83.316 81.776
	Acc: 0.943 OSCR : 70.335 AUROC_max_val (%): 83.554 AUROC_real (%): 72.615

Epoch 457/600
157/157 - 4s - loss: 0.7043 - accuracy: 0.9258 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5641730427742004
	accuracy: 0.9492499828338623 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    32.800 84.235 77.838 83.923 82.064
	Acc: 0.949 OSCR : 75.723 AUROC_max_val (%): 84.235 AUROC_real (%): 77.890

Epoch 458/600
157/157 - 4s - loss: 0.7054 - accuracy: 0.9250 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6324875354766846
	accuracy: 0.9390000104904175 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    33.225 85.087 78.300 86.187 82.638
	Acc: 0.939 OSCR : 77.029 AUROC_max_val (%): 85.087 AUROC_real (%): 79.749

Epoch 459/600
157/157 - 4s - loss: 0.7123 - accuracy: 0.9252 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6007459759712219
	accuracy: 0.940500020980835 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    30.550 83.486 77.200 83.775 80.701
	Acc: 0.941 OSCR : 75.448 AUROC_max_val (%): 83.486 AUROC_real (%): 77.685

Epoch 460/600
157/157 - 4s - loss: 0.6968 - accuracy: 0.9271 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5734177231788635
	accuracy: 0.9477499723434448 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.675 86.100 78.938 87.032 83.722
	Acc: 0.948 OSCR : 75.341 AUROC_max_val (%): 86.100 AUROC_real (%): 77.618

Epoch 461/600
157/157 - 4s - loss: 0.6801 - accuracy: 0.9280 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.7229881882667542
	accuracy: 0.937749981880188 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    26.525 78.940 72.638 77.672 77.101
	Acc: 0.938 OSCR : 66.663 AUROC_max_val (%): 78.940 AUROC_real (%): 68.937

Epoch 462/600
157/157 - 4s - loss: 0.7084 - accuracy: 0.9251 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6229583024978638
	accuracy: 0.9447500109672546 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    32.800 86.090 79.075 87.469 83.116
	Acc: 0.945 OSCR : 73.571 AUROC_max_val (%): 86.090 AUROC_real (%): 75.833

Epoch 463/600
157/157 - 4s - loss: 0.6981 - accuracy: 0.9274 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5344616174697876
	accuracy: 0.9502500295639038 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    41.825 87.269 79.750 87.863 85.846
	Acc: 0.950 OSCR : 76.447 AUROC_max_val (%): 87.269 AUROC_real (%): 78.590

Epoch 464/600
157/157 - 4s - loss: 0.6884 - accuracy: 0.9279 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.620650589466095
	accuracy: 0.9495000243186951 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    33.450 84.015 77.212 84.178 82.017
	Acc: 0.950 OSCR : 70.182 AUROC_max_val (%): 84.015 AUROC_real (%): 72.186

Epoch 465/600
157/157 - 4s - loss: 0.6954 - accuracy: 0.9269 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.7781721353530884
	accuracy: 0.9369999766349792 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    32.200 85.148 78.175 87.014 81.627
	Acc: 0.937 OSCR : 67.120 AUROC_max_val (%): 85.148 AUROC_real (%): 69.694

Epoch 466/600
157/157 - 4s - loss: 0.6741 - accuracy: 0.9288 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6166005730628967
	accuracy: 0.9512500166893005 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    26.775 80.680 74.237 80.512 77.960
	Acc: 0.951 OSCR : 69.636 AUROC_max_val (%): 80.680 AUROC_real (%): 71.617

Epoch 467/600
157/157 - 4s - loss: 0.6851 - accuracy: 0.9276 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.655149519443512
	accuracy: 0.9465000033378601 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    39.950 87.115 80.200 87.627 85.058
	Acc: 0.947 OSCR : 71.391 AUROC_max_val (%): 87.115 AUROC_real (%): 73.654

Epoch 468/600
157/157 - 4s - loss: 0.6697 - accuracy: 0.9317 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6458756923675537
	accuracy: 0.9455000162124634 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.325 85.667 78.513 86.965 83.072
	Acc: 0.946 OSCR : 71.502 AUROC_max_val (%): 85.667 AUROC_real (%): 73.747

Epoch 469/600
157/157 - 4s - loss: 0.6748 - accuracy: 0.9278 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6355761885643005
	accuracy: 0.9424999952316284 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    22.900 76.450 70.925 75.033 74.942
	Acc: 0.943 OSCR : 67.716 AUROC_max_val (%): 76.450 AUROC_real (%): 69.784

Epoch 470/600
157/157 - 4s - loss: 0.6658 - accuracy: 0.9302 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6293730735778809
	accuracy: 0.9502500295639038 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.650 83.910 77.000 83.091 82.615
	Acc: 0.950 OSCR : 70.057 AUROC_max_val (%): 83.910 AUROC_real (%): 72.151

Epoch 471/600
157/157 - 4s - loss: 0.6818 - accuracy: 0.9275 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.66224604845047
	accuracy: 0.9470000267028809 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    38.950 86.781 79.713 87.255 84.649
	Acc: 0.947 OSCR : 73.056 AUROC_max_val (%): 86.781 AUROC_real (%): 75.244

Epoch 472/600
157/157 - 4s - loss: 0.6695 - accuracy: 0.9306 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5913100242614746
	accuracy: 0.9492499828338623 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    29.750 82.477 75.763 82.707 80.145
	Acc: 0.949 OSCR : 69.680 AUROC_max_val (%): 82.477 AUROC_real (%): 71.590

Epoch 473/600
157/157 - 4s - loss: 0.6780 - accuracy: 0.9290 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5414935350418091
	accuracy: 0.9514999985694885 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    38.825 86.400 79.600 86.739 84.404
	Acc: 0.952 OSCR : 73.796 AUROC_max_val (%): 86.400 AUROC_real (%): 75.763

Epoch 474/600
157/157 - 4s - loss: 0.6741 - accuracy: 0.9301 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.606902539730072
	accuracy: 0.9470000267028809 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    40.775 87.125 80.125 87.567 85.206
	Acc: 0.947 OSCR : 74.386 AUROC_max_val (%): 87.125 AUROC_real (%): 76.779

Epoch 475/600
157/157 - 4s - loss: 0.6667 - accuracy: 0.9316 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6210523247718811
	accuracy: 0.9482499957084656 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    31.875 83.713 77.450 83.779 81.325
	Acc: 0.948 OSCR : 73.401 AUROC_max_val (%): 83.713 AUROC_real (%): 75.622

Epoch 476/600
157/157 - 4s - loss: 0.6591 - accuracy: 0.9308 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5302246809005737
	accuracy: 0.952750027179718 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    29.475 82.212 75.338 82.626 79.728
	Acc: 0.953 OSCR : 72.719 AUROC_max_val (%): 82.212 AUROC_real (%): 74.554

Epoch 477/600
157/157 - 4s - loss: 0.6625 - accuracy: 0.9296 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5096086263656616
	accuracy: 0.9522500038146973 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.900 85.860 79.238 86.064 84.066
	Acc: 0.952 OSCR : 75.852 AUROC_max_val (%): 85.860 AUROC_real (%): 77.890

Epoch 478/600
157/157 - 4s - loss: 0.6544 - accuracy: 0.9296 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5106557607650757
	accuracy: 0.9570000171661377 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    42.875 87.243 80.225 87.306 85.604
	Acc: 0.957 OSCR : 75.351 AUROC_max_val (%): 87.243 AUROC_real (%): 77.227

Epoch 479/600
157/157 - 4s - loss: 0.6689 - accuracy: 0.9292 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5458223819732666
	accuracy: 0.9495000243186951 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    38.500 85.728 78.562 85.983 83.929
	Acc: 0.950 OSCR : 74.012 AUROC_max_val (%): 85.728 AUROC_real (%): 75.986

Epoch 480/600
157/157 - 4s - loss: 0.6570 - accuracy: 0.9291 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5453298687934875
	accuracy: 0.9480000138282776 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    33.400 84.322 77.425 84.325 82.310
	Acc: 0.948 OSCR : 74.542 AUROC_max_val (%): 84.322 AUROC_real (%): 76.582

Epoch 481/600
157/157 - 4s - loss: 0.6367 - accuracy: 0.9334 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6021634340286255
	accuracy: 0.9507499933242798 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.775 83.716 77.513 82.585 81.944
	Acc: 0.951 OSCR : 72.540 AUROC_max_val (%): 83.716 AUROC_real (%): 74.558

Epoch 482/600
157/157 - 4s - loss: 0.6419 - accuracy: 0.9319 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5425946712493896
	accuracy: 0.9517499804496765 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    33.325 83.984 77.725 83.375 82.008
	Acc: 0.952 OSCR : 76.294 AUROC_max_val (%): 83.984 AUROC_real (%): 78.404

Epoch 483/600
157/157 - 4s - loss: 0.6187 - accuracy: 0.9347 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.482688307762146
	accuracy: 0.9582499861717224 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    30.175 81.212 74.725 79.841 79.372
	Acc: 0.958 OSCR : 72.554 AUROC_max_val (%): 81.212 AUROC_real (%): 74.111

Epoch 484/600
157/157 - 4s - loss: 0.6407 - accuracy: 0.9327 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5522098541259766
	accuracy: 0.9502500295639038 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.175 86.346 79.438 86.798 84.136
	Acc: 0.950 OSCR : 75.841 AUROC_max_val (%): 86.346 AUROC_real (%): 77.970

Epoch 485/600
157/157 - 4s - loss: 0.6175 - accuracy: 0.9336 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6307374238967896
	accuracy: 0.9505000114440918 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    31.700 83.159 76.475 83.113 81.366
	Acc: 0.951 OSCR : 68.120 AUROC_max_val (%): 83.159 AUROC_real (%): 70.000

Epoch 486/600
157/157 - 4s - loss: 0.6530 - accuracy: 0.9304 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.49305498600006104
	accuracy: 0.9512500166893005 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.325 84.842 78.287 84.249 83.423
	Acc: 0.951 OSCR : 78.624 AUROC_max_val (%): 84.842 AUROC_real (%): 80.619

Epoch 487/600
157/157 - 4s - loss: 0.6392 - accuracy: 0.9329 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5333585143089294
	accuracy: 0.9495000243186951 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    38.025 85.552 78.638 85.300 83.612
	Acc: 0.950 OSCR : 77.655 AUROC_max_val (%): 85.552 AUROC_real (%): 79.808

Epoch 488/600
157/157 - 4s - loss: 0.6255 - accuracy: 0.9340 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6453452706336975
	accuracy: 0.9447500109672546 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    32.925 84.347 77.525 84.844 81.839
	Acc: 0.945 OSCR : 73.351 AUROC_max_val (%): 84.347 AUROC_real (%): 75.743

Epoch 489/600
157/157 - 4s - loss: 0.6409 - accuracy: 0.9319 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5395543575286865
	accuracy: 0.9477499723434448 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    33.600 85.473 78.463 86.335 83.037
	Acc: 0.948 OSCR : 76.709 AUROC_max_val (%): 85.473 AUROC_real (%): 78.909

Epoch 490/600
157/157 - 4s - loss: 0.6122 - accuracy: 0.9345 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5991160273551941
	accuracy: 0.9484999775886536 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    40.075 86.997 80.163 87.462 85.112
	Acc: 0.949 OSCR : 74.904 AUROC_max_val (%): 86.997 AUROC_real (%): 77.153

Epoch 491/600
157/157 - 4s - loss: 0.6212 - accuracy: 0.9352 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.621666431427002
	accuracy: 0.9447500109672546 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.425 84.410 77.912 84.511 82.293
	Acc: 0.945 OSCR : 73.316 AUROC_max_val (%): 84.410 AUROC_real (%): 75.576

Epoch 492/600
157/157 - 4s - loss: 0.6356 - accuracy: 0.9324 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5234466195106506
	accuracy: 0.9507499933242798 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    40.925 86.768 79.638 87.024 85.009
	Acc: 0.951 OSCR : 77.881 AUROC_max_val (%): 86.768 AUROC_real (%): 80.081

Epoch 493/600
157/157 - 4s - loss: 0.6049 - accuracy: 0.9370 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5502408742904663
	accuracy: 0.953499972820282 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    32.200 83.261 76.487 82.748 81.325
	Acc: 0.954 OSCR : 74.308 AUROC_max_val (%): 83.261 AUROC_real (%): 76.281

Epoch 494/600
157/157 - 4s - loss: 0.6004 - accuracy: 0.9371 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6235136389732361
	accuracy: 0.953249990940094 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.800 82.977 76.225 81.940 81.303
	Acc: 0.953 OSCR : 70.282 AUROC_max_val (%): 82.977 AUROC_real (%): 72.221

Epoch 495/600
157/157 - 4s - loss: 0.6242 - accuracy: 0.9355 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6878806948661804
	accuracy: 0.9492499828338623 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    29.700 82.097 75.438 82.368 79.195
	Acc: 0.949 OSCR : 65.947 AUROC_max_val (%): 82.097 AUROC_real (%): 67.825

Epoch 496/600
157/157 - 4s - loss: 0.6215 - accuracy: 0.9354 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5258577466011047
	accuracy: 0.9542499780654907 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    40.325 86.391 79.175 86.284 85.247
	Acc: 0.954 OSCR : 75.808 AUROC_max_val (%): 86.391 AUROC_real (%): 77.829

Epoch 497/600
157/157 - 4s - loss: 0.5995 - accuracy: 0.9364 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.506618082523346
	accuracy: 0.9585000276565552 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    42.025 86.987 79.625 87.201 85.646
	Acc: 0.959 OSCR : 72.625 AUROC_max_val (%): 86.987 AUROC_real (%): 74.392

Epoch 498/600
157/157 - 4s - loss: 0.6004 - accuracy: 0.9379 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.502909243106842
	accuracy: 0.9549999833106995 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.525 85.109 77.812 85.094 83.600
	Acc: 0.955 OSCR : 74.416 AUROC_max_val (%): 85.109 AUROC_real (%): 76.358

Epoch 499/600
157/157 - 4s - loss: 0.6017 - accuracy: 0.9370 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5943251848220825
	accuracy: 0.9520000219345093 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    26.775 79.256 73.812 77.049 78.008
	Acc: 0.952 OSCR : 69.821 AUROC_max_val (%): 79.256 AUROC_real (%): 71.685

Epoch 500/600
157/157 - 4s - loss: 0.5950 - accuracy: 0.9365 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.51512610912323
	accuracy: 0.9507499933242798 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.050 86.066 78.887 86.747 83.897
	Acc: 0.951 OSCR : 75.680 AUROC_max_val (%): 86.066 AUROC_real (%): 77.768

Epoch 501/600
157/157 - 4s - loss: 0.6003 - accuracy: 0.9358 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.46092358231544495
	accuracy: 0.9574999809265137 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.200 84.201 77.263 83.881 82.396
	Acc: 0.958 OSCR : 77.786 AUROC_max_val (%): 84.201 AUROC_real (%): 79.540

Epoch 502/600
157/157 - 4s - loss: 0.5988 - accuracy: 0.9382 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5198125243186951
	accuracy: 0.9520000219345093 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    31.825 81.519 75.175 79.899 80.148
	Acc: 0.952 OSCR : 74.385 AUROC_max_val (%): 81.519 AUROC_real (%): 76.295

Epoch 503/600
157/157 - 4s - loss: 0.6004 - accuracy: 0.9352 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.565316379070282
	accuracy: 0.9482499957084656 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.825 82.827 75.775 82.221 81.520
	Acc: 0.948 OSCR : 75.065 AUROC_max_val (%): 82.827 AUROC_real (%): 77.256

Epoch 504/600
157/157 - 4s - loss: 0.5984 - accuracy: 0.9370 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5291951298713684
	accuracy: 0.9542499780654907 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    42.425 86.556 79.337 86.300 85.106
	Acc: 0.954 OSCR : 77.587 AUROC_max_val (%): 86.556 AUROC_real (%): 79.763

Epoch 505/600
157/157 - 4s - loss: 0.5944 - accuracy: 0.9381 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.4786575436592102
	accuracy: 0.9595000147819519 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.100 83.778 77.737 82.649 82.367
	Acc: 0.960 OSCR : 76.464 AUROC_max_val (%): 83.778 AUROC_real (%): 78.249

Epoch 506/600
157/157 - 4s - loss: 0.5821 - accuracy: 0.9392 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5110588669776917
	accuracy: 0.9577500224113464 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.600 85.478 78.625 85.347 83.751
	Acc: 0.958 OSCR : 74.469 AUROC_max_val (%): 85.478 AUROC_real (%): 76.455

Epoch 507/600
157/157 - 4s - loss: 0.5734 - accuracy: 0.9388 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5024495124816895
	accuracy: 0.9577500224113464 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.525 84.937 77.850 85.302 83.121
	Acc: 0.958 OSCR : 71.861 AUROC_max_val (%): 84.937 AUROC_real (%): 73.613

Epoch 508/600
157/157 - 4s - loss: 0.5897 - accuracy: 0.9372 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5276978015899658
	accuracy: 0.9517499804496765 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    42.800 87.437 80.325 87.420 85.750
	Acc: 0.952 OSCR : 74.537 AUROC_max_val (%): 87.437 AUROC_real (%): 76.488

Epoch 509/600
157/157 - 4s - loss: 0.5759 - accuracy: 0.9377 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.45632973313331604
	accuracy: 0.9585000276565552 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    42.450 87.179 79.700 87.361 85.478
	Acc: 0.959 OSCR : 79.833 AUROC_max_val (%): 87.179 AUROC_real (%): 81.700

Epoch 510/600
157/157 - 4s - loss: 0.5716 - accuracy: 0.9394 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5474035143852234
	accuracy: 0.952750027179718 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.525 83.262 76.375 82.104 81.812
	Acc: 0.953 OSCR : 72.650 AUROC_max_val (%): 83.262 AUROC_real (%): 74.661

Epoch 511/600
157/157 - 4s - loss: 0.5698 - accuracy: 0.9395 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5112936496734619
	accuracy: 0.9559999704360962 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    39.675 85.900 79.063 85.759 84.321
	Acc: 0.956 OSCR : 74.478 AUROC_max_val (%): 85.900 AUROC_real (%): 76.343

Epoch 512/600
157/157 - 4s - loss: 0.5627 - accuracy: 0.9409 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5148800611495972
	accuracy: 0.9555000066757202 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.650 87.265 80.200 88.271 85.008
	Acc: 0.956 OSCR : 74.144 AUROC_max_val (%): 87.265 AUROC_real (%): 76.020

Epoch 513/600
157/157 - 4s - loss: 0.5718 - accuracy: 0.9398 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5134234428405762
	accuracy: 0.9557499885559082 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    41.775 87.487 80.350 88.069 85.696
	Acc: 0.956 OSCR : 74.639 AUROC_max_val (%): 87.487 AUROC_real (%): 76.552

Epoch 514/600
157/157 - 4s - loss: 0.5619 - accuracy: 0.9400 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5002145171165466
	accuracy: 0.9572499990463257 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.200 86.008 79.263 86.313 83.848
	Acc: 0.957 OSCR : 72.679 AUROC_max_val (%): 86.008 AUROC_real (%): 74.469

Epoch 515/600
157/157 - 4s - loss: 0.5694 - accuracy: 0.9392 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.49787023663520813
	accuracy: 0.9549999833106995 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    38.925 85.466 78.463 85.095 83.837
	Acc: 0.955 OSCR : 74.109 AUROC_max_val (%): 85.466 AUROC_real (%): 76.013

Epoch 516/600
157/157 - 4s - loss: 0.5531 - accuracy: 0.9419 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4771491289138794
	accuracy: 0.9542499780654907 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    40.000 86.582 79.700 86.516 84.784
	Acc: 0.954 OSCR : 75.856 AUROC_max_val (%): 86.582 AUROC_real (%): 77.686

Epoch 517/600
157/157 - 4s - loss: 0.5497 - accuracy: 0.9429 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5565959811210632
	accuracy: 0.9509999752044678 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.800 84.725 77.725 84.969 82.629
	Acc: 0.951 OSCR : 69.345 AUROC_max_val (%): 84.725 AUROC_real (%): 71.239

Epoch 518/600
157/157 - 4s - loss: 0.5418 - accuracy: 0.9431 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.4821469783782959
	accuracy: 0.9582499861717224 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.125 84.002 77.812 81.951 83.045
	Acc: 0.958 OSCR : 75.611 AUROC_max_val (%): 84.002 AUROC_real (%): 77.400

Epoch 519/600
157/157 - 4s - loss: 0.5596 - accuracy: 0.9394 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5257107019424438
	accuracy: 0.9520000219345093 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    33.525 83.987 77.475 83.545 82.047
	Acc: 0.952 OSCR : 75.626 AUROC_max_val (%): 83.987 AUROC_real (%): 77.616

Epoch 520/600
157/157 - 4s - loss: 0.5559 - accuracy: 0.9414 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4869901239871979
	accuracy: 0.9547500014305115 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.075 83.262 76.600 82.452 81.845
	Acc: 0.955 OSCR : 74.921 AUROC_max_val (%): 83.262 AUROC_real (%): 76.790

Epoch 521/600
157/157 - 4s - loss: 0.5510 - accuracy: 0.9425 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.48498573899269104
	accuracy: 0.9545000195503235 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.700 85.778 78.963 85.810 83.893
	Acc: 0.955 OSCR : 76.921 AUROC_max_val (%): 85.778 AUROC_real (%): 78.865

Epoch 522/600
157/157 - 4s - loss: 0.5424 - accuracy: 0.9427 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5179890990257263
	accuracy: 0.9542499780654907 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.900 85.973 78.900 86.028 84.291
	Acc: 0.954 OSCR : 76.074 AUROC_max_val (%): 85.973 AUROC_real (%): 78.097

Epoch 523/600
157/157 - 4s - loss: 0.5611 - accuracy: 0.9394 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.530515193939209
	accuracy: 0.9484999775886536 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.800 84.220 77.362 83.925 82.395
	Acc: 0.949 OSCR : 75.057 AUROC_max_val (%): 84.220 AUROC_real (%): 77.132

Epoch 524/600
157/157 - 4s - loss: 0.5526 - accuracy: 0.9423 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5315559506416321
	accuracy: 0.953499972820282 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    41.650 87.089 79.813 86.807 85.673
	Acc: 0.954 OSCR : 76.590 AUROC_max_val (%): 87.089 AUROC_real (%): 78.726

Epoch 525/600
157/157 - 4s - loss: 0.5519 - accuracy: 0.9407 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.49924129247665405
	accuracy: 0.9542499780654907 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.050 84.212 77.287 83.711 82.754
	Acc: 0.954 OSCR : 74.639 AUROC_max_val (%): 84.212 AUROC_real (%): 76.478

Epoch 526/600
157/157 - 4s - loss: 0.5434 - accuracy: 0.9442 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.47347912192344666
	accuracy: 0.9572499990463257 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    38.975 85.489 78.825 85.134 84.035
	Acc: 0.957 OSCR : 77.512 AUROC_max_val (%): 85.489 AUROC_real (%): 79.383

Epoch 527/600
157/157 - 4s - loss: 0.5544 - accuracy: 0.9420 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5039249062538147
	accuracy: 0.9552500247955322 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    38.375 84.961 78.212 84.058 83.486
	Acc: 0.955 OSCR : 77.081 AUROC_max_val (%): 84.961 AUROC_real (%): 79.036

Epoch 528/600
157/157 - 4s - loss: 0.5338 - accuracy: 0.9441 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5162383913993835
	accuracy: 0.9552500247955322 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    30.750 80.555 75.025 77.750 79.747
	Acc: 0.955 OSCR : 72.851 AUROC_max_val (%): 80.555 AUROC_real (%): 74.582

Epoch 529/600
157/157 - 4s - loss: 0.5365 - accuracy: 0.9451 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5284389853477478
	accuracy: 0.953000009059906 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.950 83.061 76.938 81.658 81.528
	Acc: 0.953 OSCR : 74.424 AUROC_max_val (%): 83.061 AUROC_real (%): 76.346

Epoch 530/600
157/157 - 4s - loss: 0.5214 - accuracy: 0.9452 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.49593523144721985
	accuracy: 0.9559999704360962 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    40.775 86.995 79.850 87.023 85.299
	Acc: 0.956 OSCR : 76.267 AUROC_max_val (%): 86.995 AUROC_real (%): 78.171

Epoch 531/600
157/157 - 4s - loss: 0.5245 - accuracy: 0.9445 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.514342725276947
	accuracy: 0.9517499804496765 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    39.850 86.166 79.038 86.607 83.941
	Acc: 0.952 OSCR : 76.324 AUROC_max_val (%): 86.166 AUROC_real (%): 78.312

Epoch 532/600
157/157 - 4s - loss: 0.5225 - accuracy: 0.9442 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.46414318680763245
	accuracy: 0.9597499966621399 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    42.025 87.454 80.487 87.697 85.860
	Acc: 0.960 OSCR : 76.797 AUROC_max_val (%): 87.454 AUROC_real (%): 78.579

Epoch 533/600
157/157 - 4s - loss: 0.5229 - accuracy: 0.9438 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.47869181632995605
	accuracy: 0.9570000171661377 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.450 85.993 79.037 86.205 83.986
	Acc: 0.957 OSCR : 74.952 AUROC_max_val (%): 85.993 AUROC_real (%): 76.752

Epoch 534/600
157/157 - 4s - loss: 0.5181 - accuracy: 0.9454 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4868410527706146
	accuracy: 0.9605000019073486 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    40.875 85.777 78.725 85.379 84.526
	Acc: 0.961 OSCR : 73.101 AUROC_max_val (%): 85.777 AUROC_real (%): 74.847

Epoch 535/600
157/157 - 4s - loss: 0.5145 - accuracy: 0.9452 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.443878710269928
	accuracy: 0.9585000276565552 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    43.300 86.295 79.200 86.058 85.137
	Acc: 0.959 OSCR : 77.512 AUROC_max_val (%): 86.295 AUROC_real (%): 79.282

Epoch 536/600
157/157 - 4s - loss: 0.5092 - accuracy: 0.9460 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.43384575843811035
	accuracy: 0.9602500200271606 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    41.625 86.906 80.175 86.449 85.568
	Acc: 0.960 OSCR : 78.152 AUROC_max_val (%): 86.906 AUROC_real (%): 79.855

Epoch 537/600
157/157 - 4s - loss: 0.5019 - accuracy: 0.9466 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5136185884475708
	accuracy: 0.9524999856948853 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    38.850 85.775 78.888 85.291 84.120
	Acc: 0.953 OSCR : 75.480 AUROC_max_val (%): 85.775 AUROC_real (%): 77.395

Epoch 538/600
157/157 - 4s - loss: 0.5044 - accuracy: 0.9462 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.43293577432632446
	accuracy: 0.9607499837875366 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    41.200 86.416 79.500 85.993 85.156
	Acc: 0.961 OSCR : 76.884 AUROC_max_val (%): 86.416 AUROC_real (%): 78.523

Epoch 539/600
157/157 - 4s - loss: 0.5085 - accuracy: 0.9459 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.44389066100120544
	accuracy: 0.9602500200271606 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    40.250 85.592 78.650 84.803 84.202
	Acc: 0.960 OSCR : 76.642 AUROC_max_val (%): 85.592 AUROC_real (%): 78.291

Epoch 540/600
157/157 - 4s - loss: 0.5110 - accuracy: 0.9462 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4629407525062561
	accuracy: 0.9592499732971191 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    40.600 86.003 79.025 85.481 84.927
	Acc: 0.959 OSCR : 75.398 AUROC_max_val (%): 86.003 AUROC_real (%): 77.176

Epoch 541/600
157/157 - 4s - loss: 0.4888 - accuracy: 0.9471 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.47474151849746704
	accuracy: 0.9559999704360962 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    40.175 86.692 79.812 86.895 85.146
	Acc: 0.956 OSCR : 75.129 AUROC_max_val (%): 86.692 AUROC_real (%): 76.927

Epoch 542/600
157/157 - 4s - loss: 0.4896 - accuracy: 0.9487 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.44951799511909485
	accuracy: 0.9589999914169312 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    39.775 85.559 78.825 84.354 84.747
	Acc: 0.959 OSCR : 77.005 AUROC_max_val (%): 85.559 AUROC_real (%): 78.776

Epoch 543/600
157/157 - 4s - loss: 0.5188 - accuracy: 0.9452 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4573136568069458
	accuracy: 0.9587500095367432 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    42.800 86.757 79.750 86.265 85.330
	Acc: 0.959 OSCR : 77.582 AUROC_max_val (%): 86.757 AUROC_real (%): 79.387

Epoch 544/600
157/157 - 4s - loss: 0.4935 - accuracy: 0.9471 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.4284543991088867
	accuracy: 0.9624999761581421 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    40.450 85.191 78.525 83.925 84.534
	Acc: 0.963 OSCR : 76.439 AUROC_max_val (%): 85.191 AUROC_real (%): 78.108

Epoch 545/600
157/157 - 4s - loss: 0.4930 - accuracy: 0.9480 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4689495265483856
	accuracy: 0.9595000147819519 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    43.200 87.307 80.150 87.370 85.995
	Acc: 0.960 OSCR : 75.260 AUROC_max_val (%): 87.307 AUROC_real (%): 77.057

Epoch 546/600
157/157 - 4s - loss: 0.5012 - accuracy: 0.9469 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4341141879558563
	accuracy: 0.9620000123977661 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    43.750 86.394 79.362 85.979 85.109
	Acc: 0.962 OSCR : 77.551 AUROC_max_val (%): 86.394 AUROC_real (%): 79.302

Epoch 547/600
157/157 - 4s - loss: 0.4948 - accuracy: 0.9477 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4508343040943146
	accuracy: 0.9607499837875366 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    42.725 86.588 79.425 87.049 84.857
	Acc: 0.961 OSCR : 74.303 AUROC_max_val (%): 86.588 AUROC_real (%): 75.993

Epoch 548/600
157/157 - 4s - loss: 0.4990 - accuracy: 0.9455 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.45662444829940796
	accuracy: 0.9589999914169312 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    41.425 86.998 79.750 87.254 85.561
	Acc: 0.959 OSCR : 74.488 AUROC_max_val (%): 86.998 AUROC_real (%): 76.196

Epoch 549/600
157/157 - 4s - loss: 0.4970 - accuracy: 0.9473 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4755874574184418
	accuracy: 0.9570000171661377 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    43.200 87.506 80.700 87.710 85.745
	Acc: 0.957 OSCR : 76.007 AUROC_max_val (%): 87.506 AUROC_real (%): 77.913

Epoch 550/600
157/157 - 4s - loss: 0.4914 - accuracy: 0.9481 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4343370497226715
	accuracy: 0.9610000252723694 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    45.800 88.656 81.638 88.992 87.253
	Acc: 0.961 OSCR : 76.063 AUROC_max_val (%): 88.656 AUROC_real (%): 77.778

Epoch 551/600
157/157 - 4s - loss: 0.4657 - accuracy: 0.9505 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.445119708776474
	accuracy: 0.9629999995231628 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    41.875 87.885 80.650 88.357 86.273
	Acc: 0.963 OSCR : 76.588 AUROC_max_val (%): 87.885 AUROC_real (%): 78.311

Epoch 552/600
157/157 - 4s - loss: 0.4826 - accuracy: 0.9493 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.44743242859840393
	accuracy: 0.9597499966621399 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    40.500 85.570 78.713 84.647 84.813
	Acc: 0.960 OSCR : 76.832 AUROC_max_val (%): 85.570 AUROC_real (%): 78.645

Epoch 553/600
157/157 - 4s - loss: 0.4825 - accuracy: 0.9481 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4389788806438446
	accuracy: 0.9605000019073486 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    38.650 84.738 78.062 83.350 84.150
	Acc: 0.961 OSCR : 76.553 AUROC_max_val (%): 84.738 AUROC_real (%): 78.283

Epoch 554/600
157/157 - 4s - loss: 0.4848 - accuracy: 0.9477 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.42774346470832825
	accuracy: 0.9620000123977661 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    42.050 86.276 79.588 85.416 85.549
	Acc: 0.962 OSCR : 75.869 AUROC_max_val (%): 86.276 AUROC_real (%): 77.560

Epoch 555/600
157/157 - 4s - loss: 0.4811 - accuracy: 0.9482 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4673789441585541
	accuracy: 0.9602500200271606 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    43.500 87.086 79.963 87.220 85.782
	Acc: 0.960 OSCR : 74.864 AUROC_max_val (%): 87.086 AUROC_real (%): 76.645

Epoch 556/600
157/157 - 4s - loss: 0.4748 - accuracy: 0.9499 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.47364097833633423
	accuracy: 0.9572499990463257 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    40.250 85.849 78.862 85.125 84.661
	Acc: 0.957 OSCR : 75.104 AUROC_max_val (%): 85.849 AUROC_real (%): 76.915

Epoch 557/600
157/157 - 4s - loss: 0.4744 - accuracy: 0.9492 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.42777296900749207
	accuracy: 0.9622499942779541 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    40.975 85.997 79.187 85.075 85.531
	Acc: 0.962 OSCR : 77.074 AUROC_max_val (%): 85.997 AUROC_real (%): 78.805

Epoch 558/600
157/157 - 4s - loss: 0.4626 - accuracy: 0.9509 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.45053204894065857
	accuracy: 0.9599999785423279 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    40.125 86.237 78.975 86.404 84.932
	Acc: 0.960 OSCR : 73.894 AUROC_max_val (%): 86.237 AUROC_real (%): 75.585

Epoch 559/600
157/157 - 4s - loss: 0.4939 - accuracy: 0.9480 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.43690401315689087
	accuracy: 0.9602500200271606 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    41.250 85.907 79.050 85.263 84.755
	Acc: 0.960 OSCR : 75.762 AUROC_max_val (%): 85.907 AUROC_real (%): 77.479

Epoch 560/600
157/157 - 4s - loss: 0.4703 - accuracy: 0.9493 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.437107652425766
	accuracy: 0.9624999761581421 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    41.725 86.389 79.575 85.611 85.449
	Acc: 0.963 OSCR : 77.157 AUROC_max_val (%): 86.389 AUROC_real (%): 78.896

Epoch 561/600
157/157 - 4s - loss: 0.4843 - accuracy: 0.9487 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4446142911911011
	accuracy: 0.9620000123977661 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    42.675 85.830 79.213 84.648 85.078
	Acc: 0.962 OSCR : 75.244 AUROC_max_val (%): 85.830 AUROC_real (%): 76.947

Epoch 562/600
157/157 - 4s - loss: 0.4840 - accuracy: 0.9480 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.426979124546051
	accuracy: 0.9629999995231628 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    42.925 87.317 80.588 86.955 86.111
	Acc: 0.963 OSCR : 76.996 AUROC_max_val (%): 87.317 AUROC_real (%): 78.664

Epoch 563/600
157/157 - 4s - loss: 0.4621 - accuracy: 0.9514 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.43850424885749817
	accuracy: 0.9610000252723694 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    42.150 86.630 79.500 86.083 85.548
	Acc: 0.961 OSCR : 76.124 AUROC_max_val (%): 86.630 AUROC_real (%): 77.840

Epoch 564/600
157/157 - 4s - loss: 0.4667 - accuracy: 0.9496 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.442734032869339
	accuracy: 0.9614999890327454 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    40.325 85.475 78.825 84.414 84.757
	Acc: 0.962 OSCR : 74.407 AUROC_max_val (%): 85.475 AUROC_real (%): 76.103

Epoch 565/600
157/157 - 4s - loss: 0.4668 - accuracy: 0.9499 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.4375908672809601
	accuracy: 0.9610000252723694 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    40.925 85.728 78.712 84.986 84.815
	Acc: 0.961 OSCR : 76.229 AUROC_max_val (%): 85.728 AUROC_real (%): 77.928

Epoch 566/600
157/157 - 4s - loss: 0.4506 - accuracy: 0.9517 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.41992974281311035
	accuracy: 0.9614999890327454 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    39.325 86.113 79.250 85.636 85.056
	Acc: 0.962 OSCR : 76.931 AUROC_max_val (%): 86.113 AUROC_real (%): 78.584

Epoch 567/600
157/157 - 4s - loss: 0.4650 - accuracy: 0.9506 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.42828845977783203
	accuracy: 0.9612500071525574 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    40.975 86.631 79.675 86.406 85.282
	Acc: 0.961 OSCR : 77.588 AUROC_max_val (%): 86.631 AUROC_real (%): 79.307

Epoch 568/600
157/157 - 4s - loss: 0.4611 - accuracy: 0.9501 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4282699525356293
	accuracy: 0.9599999785423279 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    42.800 86.946 80.150 86.596 85.809
	Acc: 0.960 OSCR : 77.813 AUROC_max_val (%): 86.946 AUROC_real (%): 79.532

Epoch 569/600
157/157 - 4s - loss: 0.4562 - accuracy: 0.9503 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.43772077560424805
	accuracy: 0.9599999785423279 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.925 84.308 77.900 82.781 83.643
	Acc: 0.960 OSCR : 76.146 AUROC_max_val (%): 84.308 AUROC_real (%): 77.826

Epoch 570/600
157/157 - 4s - loss: 0.4654 - accuracy: 0.9506 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.44497138261795044
	accuracy: 0.9617499709129333 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    40.850 85.717 78.963 84.865 84.728
	Acc: 0.962 OSCR : 75.796 AUROC_max_val (%): 85.717 AUROC_real (%): 77.445

Epoch 571/600
157/157 - 4s - loss: 0.4613 - accuracy: 0.9509 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.43237000703811646
	accuracy: 0.9607499837875366 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    38.475 85.234 78.600 84.367 84.284
	Acc: 0.961 OSCR : 75.493 AUROC_max_val (%): 85.234 AUROC_real (%): 77.127

Epoch 572/600
157/157 - 4s - loss: 0.4690 - accuracy: 0.9510 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.41968080401420593
	accuracy: 0.9637500047683716 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    41.525 86.320 79.275 85.672 85.345
	Acc: 0.964 OSCR : 76.867 AUROC_max_val (%): 86.320 AUROC_real (%): 78.498

Epoch 573/600
157/157 - 4s - loss: 0.4698 - accuracy: 0.9505 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4222600758075714
	accuracy: 0.9632499814033508 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    42.475 87.011 79.925 86.603 85.919
	Acc: 0.963 OSCR : 77.709 AUROC_max_val (%): 87.011 AUROC_real (%): 79.387

Epoch 574/600
157/157 - 4s - loss: 0.4646 - accuracy: 0.9503 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4296035170555115
	accuracy: 0.9617499709129333 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    42.200 86.616 79.588 86.004 85.849
	Acc: 0.962 OSCR : 77.046 AUROC_max_val (%): 86.616 AUROC_real (%): 78.760

Epoch 575/600
157/157 - 4s - loss: 0.4587 - accuracy: 0.9510 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4340389370918274
	accuracy: 0.9614999890327454 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    43.300 86.892 80.050 86.478 86.015
	Acc: 0.962 OSCR : 76.152 AUROC_max_val (%): 86.892 AUROC_real (%): 77.834

Epoch 576/600
157/157 - 4s - loss: 0.4690 - accuracy: 0.9494 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4430091381072998
	accuracy: 0.9599999785423279 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    42.075 86.310 79.388 85.700 85.348
	Acc: 0.960 OSCR : 76.336 AUROC_max_val (%): 86.310 AUROC_real (%): 78.065

Epoch 577/600
157/157 - 4s - loss: 0.4445 - accuracy: 0.9537 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.43302541971206665
	accuracy: 0.9620000123977661 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    43.550 86.821 79.738 86.346 86.010
	Acc: 0.962 OSCR : 76.814 AUROC_max_val (%): 86.821 AUROC_real (%): 78.527

Epoch 578/600
157/157 - 4s - loss: 0.4515 - accuracy: 0.9521 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.42753085494041443
	accuracy: 0.9632499814033508 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    43.825 86.883 79.875 86.480 85.995
	Acc: 0.963 OSCR : 76.551 AUROC_max_val (%): 86.883 AUROC_real (%): 78.226

Epoch 579/600
157/157 - 4s - loss: 0.4570 - accuracy: 0.9511 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4270751178264618
	accuracy: 0.9629999995231628 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    43.900 86.598 79.587 86.041 85.875
	Acc: 0.963 OSCR : 76.001 AUROC_max_val (%): 86.598 AUROC_real (%): 77.668

Epoch 580/600
157/157 - 4s - loss: 0.4507 - accuracy: 0.9520 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4179697632789612
	accuracy: 0.9627500176429749 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    42.275 86.085 79.188 85.165 85.378
	Acc: 0.963 OSCR : 77.196 AUROC_max_val (%): 86.085 AUROC_real (%): 78.849

Epoch 581/600
157/157 - 4s - loss: 0.4608 - accuracy: 0.9510 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.41852065920829773
	accuracy: 0.9617499709129333 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    42.150 85.491 78.738 84.214 85.063
	Acc: 0.962 OSCR : 76.453 AUROC_max_val (%): 85.491 AUROC_real (%): 78.091

Epoch 582/600
157/157 - 4s - loss: 0.4446 - accuracy: 0.9534 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.42200198769569397
	accuracy: 0.9627500176429749 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    41.775 85.913 78.988 85.022 85.265
	Acc: 0.963 OSCR : 76.626 AUROC_max_val (%): 85.913 AUROC_real (%): 78.283

Epoch 583/600
157/157 - 4s - loss: 0.4558 - accuracy: 0.9517 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.42307132482528687
	accuracy: 0.9624999761581421 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    41.900 85.628 78.663 84.622 84.988
	Acc: 0.963 OSCR : 76.803 AUROC_max_val (%): 85.628 AUROC_real (%): 78.481

Epoch 584/600
157/157 - 4s - loss: 0.4295 - accuracy: 0.9560 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.41887304186820984
	accuracy: 0.9622499942779541 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    42.175 86.110 79.150 85.333 85.340
	Acc: 0.962 OSCR : 77.100 AUROC_max_val (%): 86.110 AUROC_real (%): 78.768

Epoch 585/600
157/157 - 4s - loss: 0.4415 - accuracy: 0.9524 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4218702018260956
	accuracy: 0.9620000123977661 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    42.875 86.118 79.088 85.366 85.347
	Acc: 0.962 OSCR : 76.903 AUROC_max_val (%): 86.118 AUROC_real (%): 78.573

Epoch 586/600
157/157 - 4s - loss: 0.4516 - accuracy: 0.9524 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.42144209146499634
	accuracy: 0.9612500071525574 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    42.250 86.317 79.350 85.685 85.483
	Acc: 0.961 OSCR : 77.176 AUROC_max_val (%): 86.317 AUROC_real (%): 78.857

Epoch 587/600
157/157 - 4s - loss: 0.4403 - accuracy: 0.9531 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4136708378791809
	accuracy: 0.9635000228881836 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    43.100 86.412 79.425 85.731 85.711
	Acc: 0.964 OSCR : 77.465 AUROC_max_val (%): 86.412 AUROC_real (%): 79.129

Epoch 588/600
157/157 - 4s - loss: 0.4560 - accuracy: 0.9516 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.41166752576828003
	accuracy: 0.9629999995231628 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    42.600 86.238 79.375 85.417 85.555
	Acc: 0.963 OSCR : 77.566 AUROC_max_val (%): 86.238 AUROC_real (%): 79.223

Epoch 589/600
157/157 - 4s - loss: 0.4508 - accuracy: 0.9525 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4191024601459503
	accuracy: 0.9637500047683716 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    41.925 86.094 79.175 85.215 85.407
	Acc: 0.964 OSCR : 77.058 AUROC_max_val (%): 86.094 AUROC_real (%): 78.723

Epoch 590/600
157/157 - 4s - loss: 0.4533 - accuracy: 0.9519 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.41469502449035645
	accuracy: 0.9637500047683716 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    41.925 86.147 79.188 85.334 85.459
	Acc: 0.964 OSCR : 77.184 AUROC_max_val (%): 86.147 AUROC_real (%): 78.837

Epoch 591/600
157/157 - 4s - loss: 0.4612 - accuracy: 0.9510 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.41587236523628235
	accuracy: 0.9639999866485596 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    41.975 86.017 79.100 85.143 85.295
	Acc: 0.964 OSCR : 77.109 AUROC_max_val (%): 86.017 AUROC_real (%): 78.756

Epoch 592/600
157/157 - 4s - loss: 0.4526 - accuracy: 0.9518 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4114605486392975
	accuracy: 0.9639999866485596 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    43.025 86.285 79.438 85.463 85.584
	Acc: 0.964 OSCR : 77.384 AUROC_max_val (%): 86.285 AUROC_real (%): 79.026

Epoch 593/600
157/157 - 4s - loss: 0.4435 - accuracy: 0.9535 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.40953585505485535
	accuracy: 0.9635000228881836 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    43.175 86.223 79.300 85.386 85.507
	Acc: 0.964 OSCR : 77.715 AUROC_max_val (%): 86.223 AUROC_real (%): 79.367

Epoch 594/600
157/157 - 4s - loss: 0.4364 - accuracy: 0.9542 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.41222092509269714
	accuracy: 0.9645000100135803 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    43.400 86.143 79.163 85.258 85.454
	Acc: 0.965 OSCR : 77.375 AUROC_max_val (%): 86.143 AUROC_real (%): 79.019

Epoch 595/600
157/157 - 4s - loss: 0.4341 - accuracy: 0.9550 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4105849266052246
	accuracy: 0.9637500047683716 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    42.725 86.314 79.413 85.507 85.615
	Acc: 0.964 OSCR : 77.588 AUROC_max_val (%): 86.314 AUROC_real (%): 79.243

Epoch 596/600
157/157 - 4s - loss: 0.4444 - accuracy: 0.9524 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4096328616142273
	accuracy: 0.9639999866485596 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    43.450 86.319 79.388 85.502 85.622
	Acc: 0.964 OSCR : 77.742 AUROC_max_val (%): 86.319 AUROC_real (%): 79.398

Epoch 597/600
157/157 - 4s - loss: 0.4417 - accuracy: 0.9515 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.41489964723587036
	accuracy: 0.9632499814033508 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    43.225 86.238 79.288 85.421 85.499
	Acc: 0.963 OSCR : 77.321 AUROC_max_val (%): 86.238 AUROC_real (%): 78.978

Epoch 598/600
157/157 - 4s - loss: 0.4277 - accuracy: 0.9551 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.41484391689300537
	accuracy: 0.9632499814033508 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    43.100 86.273 79.438 85.445 85.560
	Acc: 0.963 OSCR : 77.397 AUROC_max_val (%): 86.273 AUROC_real (%): 79.061

Epoch 599/600
157/157 - 4s - loss: 0.4472 - accuracy: 0.9517 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4135057330131531
	accuracy: 0.9627500176429749 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    42.975 86.317 79.413 85.502 85.601
	Acc: 0.963 OSCR : 77.632 AUROC_max_val (%): 86.317 AUROC_real (%): 79.306

Epoch 600/600
157/157 - 4s - loss: 0.4469 - accuracy: 0.9512 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.41479435563087463
	accuracy: 0.9635000228881836 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    42.475 86.251 79.362 85.406 85.548
	Acc: 0.964 OSCR : 77.285 AUROC_max_val (%): 86.251 AUROC_real (%): 78.942

--- Execution time : 0:50:16.504258 ---
Closed set loss: 0.41479436
Closed set metrics:
accuracy: 0.9635000228881836 

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32/32 [==============================] - 0s 5ms/step
W0905 09:47:30.196384 22446957774528 legend.py:1323] No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.
I0905 09:47:30.197144 22446957774528 utils.py:108] Saving model in results/benchmark_osr//standard_vgg32/dist/cifar+50//split-0/nb_f-5/anchor_mul-10/max_d-12.649/model.save
WARNING:tensorflow:Compiled the loaded model, but the compiled metrics have yet to be built. `model.compile_metrics` will be empty until you train or evaluate the model.
W0905 09:47:30.197277 22446957774528 saving_utils.py:359] Compiled the loaded model, but the compiled metrics have yet to be built. `model.compile_metrics` will be empty until you train or evaluate the model.
W0905 09:47:31.903429 22446957774528 save.py:274] Found untraced functions such as _jit_compiled_convolution_op, _jit_compiled_convolution_op, _jit_compiled_convolution_op, _jit_compiled_convolution_op, _jit_compiled_convolution_op while saving (showing 5 of 10). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: results/benchmark_osr//standard_vgg32/dist/cifar+50//split-0/nb_f-5/anchor_mul-10/max_d-12.649/model.save/assets
I0905 09:47:32.429499 22446957774528 builder_impl.py:797] Assets written to: results/benchmark_osr//standard_vgg32/dist/cifar+50//split-0/nb_f-5/anchor_mul-10/max_d-12.649/model.save/assets
I0905 09:47:32.492974 22446957774528 utils.py:112] Saving history in results/benchmark_osr//standard_vgg32/dist/cifar+50//split-0/nb_f-5/anchor_mul-10/max_d-12.649/history.pkl
AUROC score: 0.7894206874999998
