I0905 08:57:02.213206 23233477727936 utils.py:90] Saving flags in results/benchmark_osr//standard_vgg32/dist/cifar+50//split-1/nb_f-5/anchor_mul-10/max_d-12.649/flags.txt
I0905 08:57:02.221895 23233477727936 dataset_info.py:578] Load dataset info from /home2020/home/icube/qchristo/tensorflow_datasets/cifar10/3.0.2
I0905 08:57:02.229564 23233477727936 dataset_builder.py:528] Reusing dataset cifar10 (/home2020/home/icube/qchristo/tensorflow_datasets/cifar10/3.0.2)
I0905 08:57:03.539271 23233477727936 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 08:57:03.541589 23233477727936 dataset_info.py:578] Load dataset info from /home2020/home/icube/qchristo/tensorflow_datasets/cifar100/3.0.2
I0905 08:57:03.546467 23233477727936 dataset_builder.py:528] Reusing dataset cifar100 (/home2020/home/icube/qchristo/tensorflow_datasets/cifar100/3.0.2)
I0905 08:57:03.577993 23233477727936 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: [65, 97, 86, 24, 45, 67, 2, 3, 91, 98, 79, 29, 62, 82, 33, 76, 0, 35, 5, 16, 54, 11, 99, 52, 85, 1, 25, 66, 28, 84, 23, 56, 75, 46, 21, 72, 55, 68, 8, 69, 41, 9, 49, 40, 73, 60, 48, 30, 95, 71]
--- Data preprocessing time : 0:00:08.134728 ---
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 08:57:13.058765: 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 08:57:21.011379: 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: 8.8580 - accuracy: 0.2627 - 11s/epoch - 70ms/step
Test results :
	Loss (on known):8.760703086853027
	accuracy: 0.2827500104904175 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas     7.725 58.198 56.450 56.878 56.514
	Acc: 0.283 OSCR : 16.242 AUROC_max_val (%): 58.198 AUROC_real (%): 53.860

Epoch  2/600
157/157 - 4s - loss: 5.5769 - accuracy: 0.4309 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):6.412018299102783
	accuracy: 0.5042499899864197 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas     5.300 47.897 50.300 47.516 48.996
	Acc: 0.504 OSCR : 26.931 AUROC_max_val (%): 47.897 AUROC_real (%): 48.687

Epoch  3/600
157/157 - 4s - loss: 4.6025 - accuracy: 0.5317 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):5.626478672027588
	accuracy: 0.550000011920929 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas     8.000 53.933 54.188 51.362 54.302
	Acc: 0.550 OSCR : 28.507 AUROC_max_val (%): 53.933 AUROC_real (%): 47.725

Epoch  4/600
157/157 - 4s - loss: 4.0516 - accuracy: 0.5856 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):3.9690134525299072
	accuracy: 0.6940000057220459 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    11.775 66.014 62.125 67.790 63.486
	Acc: 0.694 OSCR : 39.623 AUROC_max_val (%): 66.014 AUROC_real (%): 52.351

Epoch  5/600
157/157 - 4s - loss: 3.6756 - accuracy: 0.6250 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):5.036529064178467
	accuracy: 0.6225000023841858 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas     9.075 63.646 60.625 63.845 60.299
	Acc: 0.623 OSCR : 35.052 AUROC_max_val (%): 63.646 AUROC_real (%): 51.811

Epoch  6/600
157/157 - 4s - loss: 3.3763 - accuracy: 0.6534 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):5.527359962463379
	accuracy: 0.6577500104904175 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    12.450 69.809 65.688 71.216 65.744
	Acc: 0.658 OSCR : 33.248 AUROC_max_val (%): 69.809 AUROC_real (%): 47.943

Epoch  7/600
157/157 - 4s - loss: 3.0833 - accuracy: 0.6852 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):4.165926933288574
	accuracy: 0.703000009059906 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    13.300 67.626 62.938 70.073 64.117
	Acc: 0.703 OSCR : 36.956 AUROC_max_val (%): 67.626 AUROC_real (%): 49.656

Epoch  8/600
157/157 - 4s - loss: 2.9199 - accuracy: 0.7048 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):3.3510963916778564
	accuracy: 0.746749997138977 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    14.075 70.576 66.050 71.732 66.337
	Acc: 0.747 OSCR : 44.862 AUROC_max_val (%): 70.576 AUROC_real (%): 55.301

Epoch  9/600
157/157 - 4s - loss: 2.7945 - accuracy: 0.7157 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):4.616685390472412
	accuracy: 0.7132499814033508 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    14.075 67.176 62.138 68.657 64.598
	Acc: 0.713 OSCR : 34.565 AUROC_max_val (%): 67.176 AUROC_real (%): 46.749

Epoch 10/600
157/157 - 4s - loss: 2.6665 - accuracy: 0.7269 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):2.026562452316284
	accuracy: 0.8165000081062317 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    22.025 78.001 71.338 79.775 74.590
	Acc: 0.817 OSCR : 60.989 AUROC_max_val (%): 78.001 AUROC_real (%): 69.746

Epoch 11/600
157/157 - 4s - loss: 2.5753 - accuracy: 0.7377 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):2.388761520385742
	accuracy: 0.8037499785423279 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    21.000 79.271 72.750 81.707 75.526
	Acc: 0.804 OSCR : 57.750 AUROC_max_val (%): 79.271 AUROC_real (%): 66.689

Epoch 12/600
157/157 - 4s - loss: 2.4506 - accuracy: 0.7509 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):1.5234463214874268
	accuracy: 0.8567500114440918 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    22.425 78.183 71.838 79.676 74.815
	Acc: 0.857 OSCR : 66.837 AUROC_max_val (%): 78.183 AUROC_real (%): 73.406

Epoch 13/600
157/157 - 4s - loss: 2.3046 - accuracy: 0.7661 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):2.084282159805298
	accuracy: 0.8159999847412109 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    22.475 79.622 72.525 81.358 76.394
	Acc: 0.816 OSCR : 60.226 AUROC_max_val (%): 79.622 AUROC_real (%): 69.077

Epoch 14/600
157/157 - 4s - loss: 2.2482 - accuracy: 0.7721 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):1.837029218673706
	accuracy: 0.8612499833106995 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    26.100 81.029 73.775 82.857 78.095
	Acc: 0.861 OSCR : 58.503 AUROC_max_val (%): 81.029 AUROC_real (%): 64.467

Epoch 15/600
157/157 - 4s - loss: 2.2293 - accuracy: 0.7709 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):1.8324042558670044
	accuracy: 0.8610000014305115 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    26.100 80.915 73.775 82.277 77.628
	Acc: 0.861 OSCR : 61.466 AUROC_max_val (%): 80.915 AUROC_real (%): 67.928

Epoch 16/600
157/157 - 4s - loss: 2.1658 - accuracy: 0.7743 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):1.355618953704834
	accuracy: 0.8687499761581421 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    22.900 79.430 73.050 80.692 75.839
	Acc: 0.869 OSCR : 68.332 AUROC_max_val (%): 79.430 AUROC_real (%): 73.985

Epoch 17/600
157/157 - 4s - loss: 2.0985 - accuracy: 0.7819 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):1.4562017917633057
	accuracy: 0.8709999918937683 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    25.550 79.699 72.475 81.008 76.615
	Acc: 0.871 OSCR : 64.038 AUROC_max_val (%): 79.699 AUROC_real (%): 69.529

Epoch 18/600
157/157 - 4s - loss: 2.0545 - accuracy: 0.7884 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):1.6613547801971436
	accuracy: 0.8539999723434448 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    22.150 79.103 72.088 80.693 75.808
	Acc: 0.854 OSCR : 64.667 AUROC_max_val (%): 79.103 AUROC_real (%): 71.393

Epoch 19/600
157/157 - 4s - loss: 2.0355 - accuracy: 0.7895 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):1.885450839996338
	accuracy: 0.847000002861023 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    20.900 77.697 70.900 79.615 74.220
	Acc: 0.847 OSCR : 57.238 AUROC_max_val (%): 77.697 AUROC_real (%): 64.042

Epoch 20/600
157/157 - 4s - loss: 1.9683 - accuracy: 0.7991 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):1.7439038753509521
	accuracy: 0.8687499761581421 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    18.675 74.886 68.500 75.945 71.785
	Acc: 0.869 OSCR : 56.011 AUROC_max_val (%): 74.886 AUROC_real (%): 61.309

Epoch 21/600
157/157 - 4s - loss: 1.9159 - accuracy: 0.8023 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):2.0779683589935303
	accuracy: 0.8475000262260437 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    18.775 76.095 70.088 78.353 72.594
	Acc: 0.848 OSCR : 55.198 AUROC_max_val (%): 76.095 AUROC_real (%): 61.926

Epoch 22/600
157/157 - 4s - loss: 1.8963 - accuracy: 0.8057 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):1.975846529006958
	accuracy: 0.8242499828338623 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas     9.100 68.445 64.237 72.273 62.979
	Acc: 0.824 OSCR : 52.264 AUROC_max_val (%): 68.445 AUROC_real (%): 58.241

Epoch 23/600
157/157 - 4s - loss: 1.9113 - accuracy: 0.8035 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):1.6475530862808228
	accuracy: 0.8759999871253967 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    23.275 81.503 74.725 83.845 77.360
	Acc: 0.876 OSCR : 63.876 AUROC_max_val (%): 81.503 AUROC_real (%): 69.494

Epoch 24/600
157/157 - 4s - loss: 1.8408 - accuracy: 0.8087 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):1.6457270383834839
	accuracy: 0.8725000023841858 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    19.100 77.705 70.938 79.851 73.642
	Acc: 0.873 OSCR : 63.279 AUROC_max_val (%): 77.705 AUROC_real (%): 68.954

Epoch 25/600
157/157 - 4s - loss: 1.8152 - accuracy: 0.8127 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):1.5680112838745117
	accuracy: 0.8762500286102295 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    25.825 81.720 74.925 83.742 78.281
	Acc: 0.876 OSCR : 66.418 AUROC_max_val (%): 81.720 AUROC_real (%): 72.562

Epoch 26/600
157/157 - 4s - loss: 1.7937 - accuracy: 0.8141 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):1.4768317937850952
	accuracy: 0.8629999756813049 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    22.500 79.040 72.062 80.541 75.693
	Acc: 0.863 OSCR : 65.413 AUROC_max_val (%): 79.040 AUROC_real (%): 71.608

Epoch 27/600
157/157 - 4s - loss: 1.7914 - accuracy: 0.8122 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):1.1749110221862793
	accuracy: 0.8880000114440918 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    30.275 82.846 75.562 84.247 80.129
	Acc: 0.888 OSCR : 69.715 AUROC_max_val (%): 82.846 AUROC_real (%): 74.757

Epoch 28/600
157/157 - 4s - loss: 1.7490 - accuracy: 0.8183 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):1.3356326818466187
	accuracy: 0.871999979019165 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    21.550 77.253 70.850 77.988 74.052
	Acc: 0.872 OSCR : 66.882 AUROC_max_val (%): 77.253 AUROC_real (%): 72.354

Epoch 29/600
157/157 - 4s - loss: 1.7190 - accuracy: 0.8227 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):1.2916265726089478
	accuracy: 0.890500009059906 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    24.950 79.439 73.025 79.415 76.628
	Acc: 0.890 OSCR : 67.078 AUROC_max_val (%): 79.439 AUROC_real (%): 71.675

Epoch 30/600
157/157 - 4s - loss: 1.6975 - accuracy: 0.8238 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):1.4211963415145874
	accuracy: 0.8762500286102295 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    26.875 81.078 74.025 82.992 78.158
	Acc: 0.876 OSCR : 65.468 AUROC_max_val (%): 81.078 AUROC_real (%): 71.262

Epoch 31/600
157/157 - 4s - loss: 1.6747 - accuracy: 0.8259 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):1.0910977125167847
	accuracy: 0.9024999737739563 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    18.550 76.288 70.363 77.383 72.533
	Acc: 0.902 OSCR : 66.852 AUROC_max_val (%): 76.288 AUROC_real (%): 70.531

Epoch 32/600
157/157 - 4s - loss: 1.6648 - accuracy: 0.8284 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):1.251631259918213
	accuracy: 0.8857499957084656 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    26.300 81.758 75.250 83.879 78.514
	Acc: 0.886 OSCR : 69.585 AUROC_max_val (%): 81.758 AUROC_real (%): 74.778

Epoch 33/600
157/157 - 4s - loss: 1.6683 - accuracy: 0.8261 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):1.0205985307693481
	accuracy: 0.906000018119812 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    22.350 77.967 71.950 77.889 74.678
	Acc: 0.906 OSCR : 70.762 AUROC_max_val (%): 77.967 AUROC_real (%): 74.666

Epoch 34/600
157/157 - 4s - loss: 1.6156 - accuracy: 0.8318 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):1.1759703159332275
	accuracy: 0.8922500014305115 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    23.850 79.494 72.913 79.710 76.299
	Acc: 0.892 OSCR : 66.622 AUROC_max_val (%): 79.494 AUROC_real (%): 71.154

Epoch 35/600
157/157 - 4s - loss: 1.6409 - accuracy: 0.8296 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):1.032554030418396
	accuracy: 0.8997499942779541 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    24.475 78.925 72.425 79.039 76.433
	Acc: 0.900 OSCR : 69.185 AUROC_max_val (%): 78.925 AUROC_real (%): 73.225

Epoch 36/600
157/157 - 4s - loss: 1.5947 - accuracy: 0.8332 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):1.1269429922103882
	accuracy: 0.8989999890327454 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    24.800 78.882 72.738 77.618 76.601
	Acc: 0.899 OSCR : 65.475 AUROC_max_val (%): 78.882 AUROC_real (%): 69.305

Epoch 37/600
157/157 - 4s - loss: 1.5406 - accuracy: 0.8404 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):1.468109130859375
	accuracy: 0.8809999823570251 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    22.325 74.304 68.200 73.418 72.501
	Acc: 0.881 OSCR : 58.754 AUROC_max_val (%): 74.304 AUROC_real (%): 63.332

Epoch 38/600
157/157 - 4s - loss: 1.5318 - accuracy: 0.8396 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):1.1216658353805542
	accuracy: 0.8999999761581421 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    18.975 75.159 69.213 76.051 71.370
	Acc: 0.900 OSCR : 62.406 AUROC_max_val (%): 75.159 AUROC_real (%): 65.959

Epoch 39/600
157/157 - 4s - loss: 1.5017 - accuracy: 0.8472 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):1.2128181457519531
	accuracy: 0.9010000228881836 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    27.625 81.890 75.175 83.416 78.629
	Acc: 0.901 OSCR : 66.009 AUROC_max_val (%): 81.890 AUROC_real (%): 70.209

Epoch 40/600
157/157 - 4s - loss: 1.5295 - accuracy: 0.8386 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):1.2721322774887085
	accuracy: 0.8805000185966492 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    23.525 80.287 73.200 81.760 76.718
	Acc: 0.880 OSCR : 68.687 AUROC_max_val (%): 80.287 AUROC_real (%): 73.900

Epoch 41/600
157/157 - 4s - loss: 1.5154 - accuracy: 0.8421 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):1.1471742391586304
	accuracy: 0.9120000004768372 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    38.375 87.074 79.438 88.694 84.621
	Acc: 0.912 OSCR : 69.128 AUROC_max_val (%): 87.074 AUROC_real (%): 73.244

Epoch 42/600
157/157 - 4s - loss: 1.4605 - accuracy: 0.8479 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):1.0017145872116089
	accuracy: 0.9042500257492065 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    29.125 82.093 75.037 82.533 79.686
	Acc: 0.904 OSCR : 71.227 AUROC_max_val (%): 82.093 AUROC_real (%): 75.250

Epoch 43/600
157/157 - 4s - loss: 1.4586 - accuracy: 0.8493 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.9821752309799194
	accuracy: 0.9100000262260437 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.600 85.212 77.950 86.143 82.772
	Acc: 0.910 OSCR : 71.938 AUROC_max_val (%): 85.212 AUROC_real (%): 76.144

Epoch 44/600
157/157 - 4s - loss: 1.4349 - accuracy: 0.8506 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):1.2229645252227783
	accuracy: 0.8917499780654907 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    27.325 84.041 77.287 86.574 80.507
	Acc: 0.892 OSCR : 69.384 AUROC_max_val (%): 84.041 AUROC_real (%): 74.455

Epoch 45/600
157/157 - 4s - loss: 1.4373 - accuracy: 0.8494 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):1.0244945287704468
	accuracy: 0.9114999771118164 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    25.800 80.856 74.438 81.808 77.474
	Acc: 0.911 OSCR : 68.657 AUROC_max_val (%): 80.856 AUROC_real (%): 72.194

Epoch 46/600
157/157 - 4s - loss: 1.4522 - accuracy: 0.8472 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.953519344329834
	accuracy: 0.9035000205039978 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    28.625 82.654 75.675 83.976 79.486
	Acc: 0.903 OSCR : 73.046 AUROC_max_val (%): 82.654 AUROC_real (%): 77.045

Epoch 47/600
157/157 - 4s - loss: 1.4164 - accuracy: 0.8528 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):1.020508050918579
	accuracy: 0.9020000100135803 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    19.400 78.591 72.125 80.220 74.422
	Acc: 0.902 OSCR : 65.357 AUROC_max_val (%): 78.591 AUROC_real (%): 68.822

Epoch 48/600
157/157 - 4s - loss: 1.4306 - accuracy: 0.8519 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.9441583156585693
	accuracy: 0.9167500138282776 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.300 85.698 78.400 87.494 82.612
	Acc: 0.917 OSCR : 70.511 AUROC_max_val (%): 85.698 AUROC_real (%): 74.136

Epoch 49/600
157/157 - 4s - loss: 1.3871 - accuracy: 0.8559 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):1.524605393409729
	accuracy: 0.8820000290870667 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    26.200 79.826 72.375 82.201 77.043
	Acc: 0.882 OSCR : 60.604 AUROC_max_val (%): 79.826 AUROC_real (%): 66.007

Epoch 50/600
157/157 - 4s - loss: 1.4047 - accuracy: 0.8543 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.8784024119377136
	accuracy: 0.9169999957084656 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    30.175 82.615 75.425 84.048 79.484
	Acc: 0.917 OSCR : 71.817 AUROC_max_val (%): 82.615 AUROC_real (%): 75.271

Epoch 51/600
157/157 - 4s - loss: 1.3765 - accuracy: 0.8573 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.9356327652931213
	accuracy: 0.9075000286102295 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    20.375 76.547 71.250 75.472 73.444
	Acc: 0.907 OSCR : 69.381 AUROC_max_val (%): 76.547 AUROC_real (%): 72.667

Epoch 52/600
157/157 - 4s - loss: 1.3752 - accuracy: 0.8567 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.8913233876228333
	accuracy: 0.9147499799728394 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    29.050 82.787 75.850 84.283 79.752
	Acc: 0.915 OSCR : 72.221 AUROC_max_val (%): 82.787 AUROC_real (%): 76.007

Epoch 53/600
157/157 - 4s - loss: 1.3385 - accuracy: 0.8611 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.7925395965576172
	accuracy: 0.9192500114440918 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    30.800 84.946 78.188 86.823 81.597
	Acc: 0.919 OSCR : 76.728 AUROC_max_val (%): 84.946 AUROC_real (%): 80.212

Epoch 54/600
157/157 - 4s - loss: 1.3057 - accuracy: 0.8634 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.7873647809028625
	accuracy: 0.921750009059906 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.475 85.507 78.038 86.628 83.083
	Acc: 0.922 OSCR : 77.160 AUROC_max_val (%): 85.507 AUROC_real (%): 80.643

Epoch 55/600
157/157 - 4s - loss: 1.3373 - accuracy: 0.8579 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.9688283801078796
	accuracy: 0.9164999723434448 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.725 85.497 78.037 86.706 83.165
	Acc: 0.916 OSCR : 69.809 AUROC_max_val (%): 85.497 AUROC_real (%): 73.484

Epoch 56/600
157/157 - 4s - loss: 1.3344 - accuracy: 0.8609 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):1.0920857191085815
	accuracy: 0.9017500281333923 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    31.200 83.499 76.338 85.480 80.266
	Acc: 0.902 OSCR : 70.157 AUROC_max_val (%): 83.499 AUROC_real (%): 74.757

Epoch 57/600
157/157 - 4s - loss: 1.3143 - accuracy: 0.8624 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):1.142486572265625
	accuracy: 0.8934999704360962 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    25.825 78.812 71.725 80.357 76.071
	Acc: 0.893 OSCR : 63.543 AUROC_max_val (%): 78.812 AUROC_real (%): 67.590

Epoch 58/600
157/157 - 4s - loss: 1.3311 - accuracy: 0.8618 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.8634023666381836
	accuracy: 0.9192500114440918 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    25.925 81.943 75.112 83.137 78.316
	Acc: 0.919 OSCR : 70.770 AUROC_max_val (%): 81.943 AUROC_real (%): 73.965

Epoch 59/600
157/157 - 4s - loss: 1.2863 - accuracy: 0.8658 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):1.3949838876724243
	accuracy: 0.8812500238418579 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    10.150 61.864 58.013 62.391 59.581
	Acc: 0.881 OSCR : 51.941 AUROC_max_val (%): 61.864 AUROC_real (%): 55.461

Epoch 60/600
157/157 - 4s - loss: 1.2731 - accuracy: 0.8668 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):1.3815667629241943
	accuracy: 0.893750011920929 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    17.600 71.905 66.738 71.350 69.228
	Acc: 0.894 OSCR : 57.910 AUROC_max_val (%): 71.905 AUROC_real (%): 61.761

Epoch 61/600
157/157 - 4s - loss: 1.2459 - accuracy: 0.8692 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):1.0072166919708252
	accuracy: 0.8989999890327454 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    25.850 81.231 74.200 82.321 78.052
	Acc: 0.899 OSCR : 72.652 AUROC_max_val (%): 81.231 AUROC_real (%): 77.030

Epoch 62/600
157/157 - 4s - loss: 1.2548 - accuracy: 0.8678 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.8788167238235474
	accuracy: 0.9252499938011169 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    30.775 82.854 76.125 82.801 80.081
	Acc: 0.925 OSCR : 67.936 AUROC_max_val (%): 82.854 AUROC_real (%): 70.840

Epoch 63/600
157/157 - 4s - loss: 1.2594 - accuracy: 0.8701 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.8311333656311035
	accuracy: 0.921999990940094 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    28.700 81.955 75.150 82.456 79.103
	Acc: 0.922 OSCR : 72.490 AUROC_max_val (%): 81.955 AUROC_real (%): 75.623

Epoch 64/600
157/157 - 4s - loss: 1.2612 - accuracy: 0.8680 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):1.0074536800384521
	accuracy: 0.906499981880188 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    28.075 83.820 76.763 85.956 80.063
	Acc: 0.906 OSCR : 70.913 AUROC_max_val (%): 83.820 AUROC_real (%): 75.069

Epoch 65/600
157/157 - 4s - loss: 1.2344 - accuracy: 0.8717 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):1.070870280265808
	accuracy: 0.9100000262260437 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    16.825 73.547 68.062 74.600 69.756
	Acc: 0.910 OSCR : 63.387 AUROC_max_val (%): 73.547 AUROC_real (%): 66.519

Epoch 66/600
157/157 - 4s - loss: 1.2297 - accuracy: 0.8716 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.9381812810897827
	accuracy: 0.9290000200271606 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    28.500 81.024 74.238 80.843 78.742
	Acc: 0.929 OSCR : 63.713 AUROC_max_val (%): 81.024 AUROC_real (%): 66.317

Epoch 67/600
157/157 - 4s - loss: 1.2170 - accuracy: 0.8688 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.9970000982284546
	accuracy: 0.9117500185966492 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    32.800 85.090 77.550 86.804 82.339
	Acc: 0.912 OSCR : 68.910 AUROC_max_val (%): 85.090 AUROC_real (%): 72.819

Epoch 68/600
157/157 - 4s - loss: 1.1961 - accuracy: 0.8719 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.9033727645874023
	accuracy: 0.9267500042915344 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    26.775 80.078 73.688 80.475 77.267
	Acc: 0.927 OSCR : 65.753 AUROC_max_val (%): 80.078 AUROC_real (%): 68.675

Epoch 69/600
157/157 - 4s - loss: 1.1899 - accuracy: 0.8760 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):1.0228586196899414
	accuracy: 0.9142500162124634 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    26.700 83.327 76.737 85.016 79.748
	Acc: 0.914 OSCR : 67.228 AUROC_max_val (%): 83.327 AUROC_real (%): 70.746

Epoch 70/600
157/157 - 4s - loss: 1.1703 - accuracy: 0.8764 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.714610755443573
	accuracy: 0.9337499737739563 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    30.500 83.683 76.888 84.048 81.080
	Acc: 0.934 OSCR : 75.773 AUROC_max_val (%): 83.683 AUROC_real (%): 78.741

Epoch 71/600
157/157 - 4s - loss: 1.1859 - accuracy: 0.8735 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):1.031103253364563
	accuracy: 0.9110000133514404 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    23.075 79.380 72.838 80.414 75.963
	Acc: 0.911 OSCR : 68.105 AUROC_max_val (%): 79.380 AUROC_real (%): 71.463

Epoch 72/600
157/157 - 4s - loss: 1.2024 - accuracy: 0.8748 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.8313298225402832
	accuracy: 0.921500027179718 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    25.575 81.620 75.250 82.856 78.405
	Acc: 0.921 OSCR : 71.641 AUROC_max_val (%): 81.620 AUROC_real (%): 74.973

Epoch 73/600
157/157 - 4s - loss: 1.1897 - accuracy: 0.8738 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.897044837474823
	accuracy: 0.9265000224113464 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    29.750 83.901 76.862 85.244 80.750
	Acc: 0.926 OSCR : 66.258 AUROC_max_val (%): 83.901 AUROC_real (%): 69.104

Epoch 74/600
157/157 - 4s - loss: 1.1786 - accuracy: 0.8773 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.7546608448028564
	accuracy: 0.9265000224113464 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.200 85.059 77.938 86.250 82.413
	Acc: 0.926 OSCR : 75.554 AUROC_max_val (%): 85.059 AUROC_real (%): 78.880

Epoch 75/600
157/157 - 4s - loss: 1.1742 - accuracy: 0.8761 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.7670485973358154
	accuracy: 0.9292500019073486 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    28.650 83.777 77.050 85.248 80.841
	Acc: 0.929 OSCR : 72.444 AUROC_max_val (%): 83.777 AUROC_real (%): 75.184

Epoch 76/600
157/157 - 4s - loss: 1.1806 - accuracy: 0.8741 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.795615017414093
	accuracy: 0.9237499833106995 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    28.950 84.003 76.775 85.955 80.748
	Acc: 0.924 OSCR : 72.846 AUROC_max_val (%): 84.003 AUROC_real (%): 76.064

Epoch 77/600
157/157 - 4s - loss: 1.1278 - accuracy: 0.8810 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.7946618795394897
	accuracy: 0.9284999966621399 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    27.800 83.695 76.862 85.481 80.129
	Acc: 0.928 OSCR : 71.378 AUROC_max_val (%): 83.695 AUROC_real (%): 74.197

Epoch 78/600
157/157 - 4s - loss: 1.1509 - accuracy: 0.8787 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.8916729688644409
	accuracy: 0.9325000047683716 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    32.475 86.059 79.200 88.004 82.284
	Acc: 0.932 OSCR : 70.778 AUROC_max_val (%): 86.059 AUROC_real (%): 73.678

Epoch 79/600
157/157 - 4s - loss: 1.1202 - accuracy: 0.8839 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.8763960599899292
	accuracy: 0.9272500276565552 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.950 87.075 79.800 89.043 84.214
	Acc: 0.927 OSCR : 69.886 AUROC_max_val (%): 87.075 AUROC_real (%): 73.006

Epoch 80/600
157/157 - 4s - loss: 1.1297 - accuracy: 0.8813 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.7233887910842896
	accuracy: 0.9312499761581421 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    28.225 82.695 75.975 83.638 79.451
	Acc: 0.931 OSCR : 73.793 AUROC_max_val (%): 82.695 AUROC_real (%): 76.515

Epoch 81/600
157/157 - 4s - loss: 1.1173 - accuracy: 0.8813 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):1.0638467073440552
	accuracy: 0.9182500243186951 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    22.450 79.810 73.763 80.903 76.345
	Acc: 0.918 OSCR : 64.466 AUROC_max_val (%): 79.810 AUROC_real (%): 67.519

Epoch 82/600
157/157 - 4s - loss: 1.1195 - accuracy: 0.8820 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.647499680519104
	accuracy: 0.9357500076293945 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.150 87.191 80.200 88.884 84.072
	Acc: 0.936 OSCR : 78.004 AUROC_max_val (%): 87.191 AUROC_real (%): 80.789

Epoch 83/600
157/157 - 4s - loss: 1.1061 - accuracy: 0.8809 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.8231883645057678
	accuracy: 0.9225000143051147 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    28.125 83.260 76.625 84.892 79.870
	Acc: 0.922 OSCR : 72.677 AUROC_max_val (%): 83.260 AUROC_real (%): 75.904

Epoch 84/600
157/157 - 4s - loss: 1.0856 - accuracy: 0.8861 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.7619051337242126
	accuracy: 0.9362499713897705 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    33.600 84.269 77.388 84.749 81.927
	Acc: 0.936 OSCR : 70.863 AUROC_max_val (%): 84.269 AUROC_real (%): 73.458

Epoch 85/600
157/157 - 4s - loss: 1.0953 - accuracy: 0.8846 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.7446915507316589
	accuracy: 0.9322500228881836 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.400 86.834 79.712 88.515 83.828
	Acc: 0.932 OSCR : 75.157 AUROC_max_val (%): 86.834 AUROC_real (%): 78.163

Epoch 86/600
157/157 - 4s - loss: 1.0842 - accuracy: 0.8863 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.7473997473716736
	accuracy: 0.9309999942779541 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    38.950 87.438 79.975 89.135 84.763
	Acc: 0.931 OSCR : 73.354 AUROC_max_val (%): 87.438 AUROC_real (%): 76.341

Epoch 87/600
157/157 - 4s - loss: 1.0636 - accuracy: 0.8892 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.9319533705711365
	accuracy: 0.9257500171661377 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    22.550 79.602 73.312 81.038 76.048
	Acc: 0.926 OSCR : 61.960 AUROC_max_val (%): 79.602 AUROC_real (%): 64.642

Epoch 88/600
157/157 - 4s - loss: 1.0716 - accuracy: 0.8870 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.7736204266548157
	accuracy: 0.9282500147819519 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    24.450 79.717 73.513 79.928 76.074
	Acc: 0.928 OSCR : 72.076 AUROC_max_val (%): 79.717 AUROC_real (%): 74.961

Epoch 89/600
157/157 - 4s - loss: 1.0791 - accuracy: 0.8860 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.8869460821151733
	accuracy: 0.9207500219345093 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    27.550 83.015 76.525 84.541 79.552
	Acc: 0.921 OSCR : 71.927 AUROC_max_val (%): 83.015 AUROC_real (%): 75.244

Epoch 90/600
157/157 - 4s - loss: 1.0913 - accuracy: 0.8863 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.7301824688911438
	accuracy: 0.9347500205039978 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    29.750 84.571 77.725 86.445 81.365
	Acc: 0.935 OSCR : 73.190 AUROC_max_val (%): 84.571 AUROC_real (%): 76.088

Epoch 91/600
157/157 - 4s - loss: 1.0518 - accuracy: 0.8877 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.866129457950592
	accuracy: 0.9284999966621399 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    31.350 84.942 78.038 86.731 82.089
	Acc: 0.928 OSCR : 68.985 AUROC_max_val (%): 84.942 AUROC_real (%): 72.025

Epoch 92/600
157/157 - 4s - loss: 1.0569 - accuracy: 0.8867 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.8022637367248535
	accuracy: 0.9237499833106995 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    20.375 74.755 69.350 73.397 72.019
	Acc: 0.924 OSCR : 68.300 AUROC_max_val (%): 74.755 AUROC_real (%): 70.851

Epoch 93/600
157/157 - 4s - loss: 1.0364 - accuracy: 0.8904 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.8198665976524353
	accuracy: 0.9254999756813049 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    26.475 81.635 75.212 82.417 78.939
	Acc: 0.925 OSCR : 71.874 AUROC_max_val (%): 81.635 AUROC_real (%): 74.840

Epoch 94/600
157/157 - 4s - loss: 1.0399 - accuracy: 0.8899 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6433654427528381
	accuracy: 0.9417499899864197 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    32.050 85.365 78.188 86.849 82.466
	Acc: 0.942 OSCR : 75.145 AUROC_max_val (%): 85.365 AUROC_real (%): 77.478

Epoch 95/600
157/157 - 4s - loss: 1.0294 - accuracy: 0.8903 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.7418311834335327
	accuracy: 0.9322500228881836 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    26.675 81.774 74.963 82.708 78.771
	Acc: 0.932 OSCR : 72.467 AUROC_max_val (%): 81.774 AUROC_real (%): 75.170

Epoch 96/600
157/157 - 4s - loss: 0.9834 - accuracy: 0.8963 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.8366034626960754
	accuracy: 0.9242500066757202 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    21.400 79.881 73.413 81.863 75.859
	Acc: 0.924 OSCR : 67.215 AUROC_max_val (%): 79.881 AUROC_real (%): 70.031

Epoch 97/600
157/157 - 4s - loss: 1.0160 - accuracy: 0.8935 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6134214997291565
	accuracy: 0.9415000081062317 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.000 85.534 78.638 86.943 82.598
	Acc: 0.942 OSCR : 75.717 AUROC_max_val (%): 85.534 AUROC_real (%): 78.118

Epoch 98/600
157/157 - 4s - loss: 1.0237 - accuracy: 0.8916 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.8570728898048401
	accuracy: 0.918749988079071 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    29.625 85.067 78.312 87.318 81.292
	Acc: 0.919 OSCR : 71.215 AUROC_max_val (%): 85.067 AUROC_real (%): 74.548

Epoch 99/600
157/157 - 4s - loss: 1.0218 - accuracy: 0.8926 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.7346301674842834
	accuracy: 0.9399999976158142 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    33.875 84.839 77.588 85.561 82.769
	Acc: 0.940 OSCR : 72.090 AUROC_max_val (%): 84.839 AUROC_real (%): 74.724

Epoch 100/600
157/157 - 4s - loss: 1.0078 - accuracy: 0.8937 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.7542543411254883
	accuracy: 0.9304999709129333 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    32.075 85.443 78.275 87.333 82.023
	Acc: 0.930 OSCR : 73.420 AUROC_max_val (%): 85.443 AUROC_real (%): 76.440

Epoch 101/600
157/157 - 4s - loss: 0.9964 - accuracy: 0.8924 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6977131366729736
	accuracy: 0.937749981880188 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    28.675 83.197 76.062 84.871 79.705
	Acc: 0.938 OSCR : 69.664 AUROC_max_val (%): 83.197 AUROC_real (%): 71.936

Epoch 102/600
157/157 - 4s - loss: 0.9992 - accuracy: 0.8937 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6938936114311218
	accuracy: 0.9394999742507935 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.050 86.199 79.050 87.872 83.528
	Acc: 0.940 OSCR : 72.314 AUROC_max_val (%): 86.199 AUROC_real (%): 74.852

Epoch 103/600
157/157 - 4s - loss: 0.9871 - accuracy: 0.8947 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.7292349934577942
	accuracy: 0.9307500123977661 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    24.575 77.290 71.275 76.206 75.054
	Acc: 0.931 OSCR : 66.430 AUROC_max_val (%): 77.290 AUROC_real (%): 68.857

Epoch 104/600
157/157 - 4s - loss: 0.9753 - accuracy: 0.8967 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6188968420028687
	accuracy: 0.9399999976158142 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    31.350 85.016 78.050 86.342 82.102
	Acc: 0.940 OSCR : 75.966 AUROC_max_val (%): 85.016 AUROC_real (%): 78.340

Epoch 105/600
157/157 - 4s - loss: 0.9881 - accuracy: 0.8960 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6738042235374451
	accuracy: 0.9387500286102295 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.650 87.409 80.213 88.729 85.133
	Acc: 0.939 OSCR : 74.787 AUROC_max_val (%): 87.409 AUROC_real (%): 77.496

Epoch 106/600
157/157 - 4s - loss: 0.9442 - accuracy: 0.8995 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6691197752952576
	accuracy: 0.9384999871253967 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    32.075 84.664 77.700 86.235 81.545
	Acc: 0.939 OSCR : 74.848 AUROC_max_val (%): 84.664 AUROC_real (%): 77.481

Epoch 107/600
157/157 - 4s - loss: 0.9594 - accuracy: 0.8984 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.7874400019645691
	accuracy: 0.9322500228881836 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    28.700 82.691 75.863 83.781 80.041
	Acc: 0.932 OSCR : 69.670 AUROC_max_val (%): 82.691 AUROC_real (%): 72.414

Epoch 108/600
157/157 - 4s - loss: 0.9406 - accuracy: 0.8990 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6410871148109436
	accuracy: 0.9369999766349792 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    29.900 83.017 76.312 84.053 80.285
	Acc: 0.937 OSCR : 73.462 AUROC_max_val (%): 83.017 AUROC_real (%): 75.867

Epoch 109/600
157/157 - 4s - loss: 0.9341 - accuracy: 0.9014 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.9955726265907288
	accuracy: 0.9144999980926514 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    23.675 81.049 74.550 82.695 77.083
	Acc: 0.914 OSCR : 68.027 AUROC_max_val (%): 81.049 AUROC_real (%): 71.543

Epoch 110/600
157/157 - 4s - loss: 0.9550 - accuracy: 0.8987 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.7837131023406982
	accuracy: 0.9390000104904175 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.125 85.342 77.875 86.695 82.621
	Acc: 0.939 OSCR : 68.313 AUROC_max_val (%): 85.342 AUROC_real (%): 70.958

Epoch 111/600
157/157 - 4s - loss: 0.9280 - accuracy: 0.9017 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.7596797943115234
	accuracy: 0.9347500205039978 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    27.450 79.668 73.412 79.268 77.205
	Acc: 0.935 OSCR : 68.748 AUROC_max_val (%): 79.668 AUROC_real (%): 71.128

Epoch 112/600
157/157 - 4s - loss: 0.9326 - accuracy: 0.9004 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6752501130104065
	accuracy: 0.9412500262260437 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    27.675 81.775 75.362 82.089 79.186
	Acc: 0.941 OSCR : 73.070 AUROC_max_val (%): 81.775 AUROC_real (%): 75.430

Epoch 113/600
157/157 - 4s - loss: 0.9143 - accuracy: 0.9040 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.709196150302887
	accuracy: 0.9375 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.950 87.032 79.575 88.672 84.068
	Acc: 0.938 OSCR : 75.515 AUROC_max_val (%): 87.032 AUROC_real (%): 78.403

Epoch 114/600
157/157 - 4s - loss: 0.9250 - accuracy: 0.9020 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6916049718856812
	accuracy: 0.9380000233650208 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    29.150 82.964 76.175 83.572 80.060
	Acc: 0.938 OSCR : 71.152 AUROC_max_val (%): 82.964 AUROC_real (%): 73.585

Epoch 115/600
157/157 - 4s - loss: 0.9299 - accuracy: 0.8997 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6374849081039429
	accuracy: 0.9387500286102295 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    33.775 83.999 76.737 84.243 81.804
	Acc: 0.939 OSCR : 72.172 AUROC_max_val (%): 83.999 AUROC_real (%): 74.554

Epoch 116/600
157/157 - 4s - loss: 0.9231 - accuracy: 0.9020 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6076563596725464
	accuracy: 0.9424999952316284 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.625 85.848 78.675 87.188 82.976
	Acc: 0.943 OSCR : 73.688 AUROC_max_val (%): 85.848 AUROC_real (%): 75.988

Epoch 117/600
157/157 - 4s - loss: 0.9204 - accuracy: 0.9028 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.8300149440765381
	accuracy: 0.9322500228881836 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    17.200 70.559 65.888 68.177 68.715
	Acc: 0.932 OSCR : 60.445 AUROC_max_val (%): 70.559 AUROC_real (%): 62.652

Epoch 118/600
157/157 - 4s - loss: 0.8992 - accuracy: 0.9031 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6331988573074341
	accuracy: 0.9440000057220459 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.500 85.843 78.525 87.019 82.744
	Acc: 0.944 OSCR : 74.757 AUROC_max_val (%): 85.843 AUROC_real (%): 77.116

Epoch 119/600
157/157 - 4s - loss: 0.8902 - accuracy: 0.9052 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6267800331115723
	accuracy: 0.9417499899864197 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    30.375 85.196 78.450 86.897 81.678
	Acc: 0.942 OSCR : 74.158 AUROC_max_val (%): 85.196 AUROC_real (%): 76.452

Epoch 120/600
157/157 - 4s - loss: 0.8925 - accuracy: 0.9057 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6853957176208496
	accuracy: 0.9359999895095825 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    31.800 84.104 77.162 84.944 81.014
	Acc: 0.936 OSCR : 74.555 AUROC_max_val (%): 84.104 AUROC_real (%): 77.172

Epoch 121/600
157/157 - 4s - loss: 0.9047 - accuracy: 0.9042 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.7357915043830872
	accuracy: 0.9417499899864197 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    30.525 81.597 75.125 81.041 80.018
	Acc: 0.942 OSCR : 70.214 AUROC_max_val (%): 81.597 AUROC_real (%): 72.563

Epoch 122/600
157/157 - 4s - loss: 0.8926 - accuracy: 0.9062 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6321913003921509
	accuracy: 0.9449999928474426 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    28.000 82.848 76.188 83.766 79.764
	Acc: 0.945 OSCR : 71.985 AUROC_max_val (%): 82.848 AUROC_real (%): 74.074

Epoch 123/600
157/157 - 4s - loss: 0.8714 - accuracy: 0.9063 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6455284357070923
	accuracy: 0.9390000104904175 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    26.500 80.278 73.850 80.079 78.145
	Acc: 0.939 OSCR : 73.520 AUROC_max_val (%): 80.278 AUROC_real (%): 75.815

Epoch 124/600
157/157 - 4s - loss: 0.8650 - accuracy: 0.9090 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6354164481163025
	accuracy: 0.9402499794960022 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    33.250 85.205 78.300 86.281 82.159
	Acc: 0.940 OSCR : 74.162 AUROC_max_val (%): 85.205 AUROC_real (%): 76.540

Epoch 125/600
157/157 - 4s - loss: 0.8723 - accuracy: 0.9068 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6271162629127502
	accuracy: 0.9447500109672546 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    31.625 83.732 76.737 84.042 81.103
	Acc: 0.945 OSCR : 71.447 AUROC_max_val (%): 83.732 AUROC_real (%): 73.634

Epoch 126/600
157/157 - 4s - loss: 0.8687 - accuracy: 0.9087 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6626262664794922
	accuracy: 0.9459999799728394 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    24.275 77.839 71.887 76.108 75.689
	Acc: 0.946 OSCR : 67.573 AUROC_max_val (%): 77.839 AUROC_real (%): 69.503

Epoch 127/600
157/157 - 4s - loss: 0.8766 - accuracy: 0.9068 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6538103818893433
	accuracy: 0.9459999799728394 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    26.625 79.440 73.250 77.856 77.670
	Acc: 0.946 OSCR : 69.626 AUROC_max_val (%): 79.440 AUROC_real (%): 71.724

Epoch 128/600
157/157 - 4s - loss: 0.8649 - accuracy: 0.9075 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6072596907615662
	accuracy: 0.9440000057220459 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    28.100 81.751 75.063 81.404 79.210
	Acc: 0.944 OSCR : 71.945 AUROC_max_val (%): 81.751 AUROC_real (%): 74.005

Epoch 129/600
157/157 - 4s - loss: 0.8473 - accuracy: 0.9095 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6691446304321289
	accuracy: 0.9412500262260437 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.675 86.648 79.263 87.842 84.327
	Acc: 0.941 OSCR : 72.901 AUROC_max_val (%): 86.648 AUROC_real (%): 75.418

Epoch 130/600
157/157 - 4s - loss: 0.8421 - accuracy: 0.9115 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6334801912307739
	accuracy: 0.9442499876022339 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.600 86.706 79.637 87.674 84.578
	Acc: 0.944 OSCR : 74.407 AUROC_max_val (%): 86.706 AUROC_real (%): 76.800

Epoch 131/600
157/157 - 4s - loss: 0.8316 - accuracy: 0.9118 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5537199378013611
	accuracy: 0.9484999775886536 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.375 85.678 78.425 86.645 83.823
	Acc: 0.949 OSCR : 76.949 AUROC_max_val (%): 85.678 AUROC_real (%): 79.207

Epoch 132/600
157/157 - 4s - loss: 0.8468 - accuracy: 0.9099 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6544865965843201
	accuracy: 0.9440000057220459 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    31.025 82.785 76.063 82.951 80.328
	Acc: 0.944 OSCR : 72.343 AUROC_max_val (%): 82.785 AUROC_real (%): 74.527

Epoch 133/600
157/157 - 4s - loss: 0.8341 - accuracy: 0.9115 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5707974433898926
	accuracy: 0.9484999775886536 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    30.825 81.409 74.625 80.399 79.698
	Acc: 0.949 OSCR : 71.327 AUROC_max_val (%): 81.409 AUROC_real (%): 73.256

Epoch 134/600
157/157 - 4s - loss: 0.8354 - accuracy: 0.9106 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5706697106361389
	accuracy: 0.9487500190734863 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.050 84.803 77.063 86.130 82.755
	Acc: 0.949 OSCR : 75.490 AUROC_max_val (%): 84.803 AUROC_real (%): 77.653

Epoch 135/600
157/157 - 4s - loss: 0.8473 - accuracy: 0.9108 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.7134163975715637
	accuracy: 0.9369999766349792 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    29.225 83.037 76.113 84.322 79.894
	Acc: 0.937 OSCR : 72.481 AUROC_max_val (%): 83.037 AUROC_real (%): 75.086

Epoch 136/600
157/157 - 4s - loss: 0.8273 - accuracy: 0.9099 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5679266452789307
	accuracy: 0.9474999904632568 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.500 85.440 77.963 86.375 83.134
	Acc: 0.948 OSCR : 75.342 AUROC_max_val (%): 85.440 AUROC_real (%): 77.593

Epoch 137/600
157/157 - 4s - loss: 0.8221 - accuracy: 0.9139 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5042316913604736
	accuracy: 0.9484999775886536 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    40.475 87.455 80.088 88.456 85.493
	Acc: 0.949 OSCR : 78.654 AUROC_max_val (%): 87.455 AUROC_real (%): 80.772

Epoch 138/600
157/157 - 4s - loss: 0.8039 - accuracy: 0.9164 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5745271444320679
	accuracy: 0.9457499980926514 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    33.800 84.108 77.225 84.254 81.846
	Acc: 0.946 OSCR : 75.725 AUROC_max_val (%): 84.108 AUROC_real (%): 77.938

Epoch 139/600
157/157 - 4s - loss: 0.7938 - accuracy: 0.9157 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6625317931175232
	accuracy: 0.9434999823570251 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.475 86.067 79.112 87.370 83.529
	Acc: 0.944 OSCR : 72.542 AUROC_max_val (%): 86.067 AUROC_real (%): 74.993

Epoch 140/600
157/157 - 4s - loss: 0.8141 - accuracy: 0.9135 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5987842679023743
	accuracy: 0.9480000138282776 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.450 85.696 78.938 86.147 83.655
	Acc: 0.948 OSCR : 73.497 AUROC_max_val (%): 85.696 AUROC_real (%): 75.709

Epoch 141/600
157/157 - 4s - loss: 0.7959 - accuracy: 0.9150 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6031246781349182
	accuracy: 0.9465000033378601 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.200 85.363 78.212 86.293 83.155
	Acc: 0.947 OSCR : 71.730 AUROC_max_val (%): 85.363 AUROC_real (%): 73.952

Epoch 142/600
157/157 - 4s - loss: 0.8129 - accuracy: 0.9130 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5212963223457336
	accuracy: 0.9520000219345093 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.675 86.130 79.075 86.863 84.002
	Acc: 0.952 OSCR : 76.637 AUROC_max_val (%): 86.130 AUROC_real (%): 78.630

Epoch 143/600
157/157 - 4s - loss: 0.7821 - accuracy: 0.9172 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5771652460098267
	accuracy: 0.9459999799728394 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    38.075 86.201 79.013 86.985 84.115
	Acc: 0.946 OSCR : 75.702 AUROC_max_val (%): 86.201 AUROC_real (%): 78.028

Epoch 144/600
157/157 - 4s - loss: 0.7862 - accuracy: 0.9178 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.518458902835846
	accuracy: 0.949999988079071 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.450 84.547 77.425 84.790 82.357
	Acc: 0.950 OSCR : 75.198 AUROC_max_val (%): 84.547 AUROC_real (%): 77.172

Epoch 145/600
157/157 - 4s - loss: 0.7778 - accuracy: 0.9179 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5522249341011047
	accuracy: 0.9495000243186951 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.275 85.462 78.425 85.965 83.308
	Acc: 0.950 OSCR : 75.510 AUROC_max_val (%): 85.462 AUROC_real (%): 77.614

Epoch 146/600
157/157 - 4s - loss: 0.7837 - accuracy: 0.9168 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.518808901309967
	accuracy: 0.9520000219345093 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    40.675 86.639 79.325 86.981 84.955
	Acc: 0.952 OSCR : 76.307 AUROC_max_val (%): 86.639 AUROC_real (%): 78.393

Epoch 147/600
157/157 - 4s - loss: 0.7818 - accuracy: 0.9171 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5613769292831421
	accuracy: 0.9470000267028809 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.125 86.961 79.875 88.014 84.520
	Acc: 0.947 OSCR : 75.584 AUROC_max_val (%): 86.961 AUROC_real (%): 77.759

Epoch 148/600
157/157 - 4s - loss: 0.7832 - accuracy: 0.9159 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5723104476928711
	accuracy: 0.9472500085830688 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.425 84.759 77.638 84.944 82.872
	Acc: 0.947 OSCR : 72.920 AUROC_max_val (%): 84.759 AUROC_real (%): 75.059

Epoch 149/600
157/157 - 4s - loss: 0.7780 - accuracy: 0.9186 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5782176852226257
	accuracy: 0.9490000009536743 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.800 85.190 78.013 85.954 82.594
	Acc: 0.949 OSCR : 72.179 AUROC_max_val (%): 85.190 AUROC_real (%): 74.253

Epoch 150/600
157/157 - 4s - loss: 0.7713 - accuracy: 0.9183 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5417274236679077
	accuracy: 0.9490000009536743 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    33.250 84.153 77.213 84.460 81.734
	Acc: 0.949 OSCR : 74.414 AUROC_max_val (%): 84.153 AUROC_real (%): 76.347

Epoch 151/600
157/157 - 4s - loss: 0.7582 - accuracy: 0.9202 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5236760973930359
	accuracy: 0.9517499804496765 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    40.475 87.065 79.575 87.982 84.962
	Acc: 0.952 OSCR : 75.813 AUROC_max_val (%): 87.065 AUROC_real (%): 77.743

Epoch 152/600
157/157 - 4s - loss: 0.7658 - accuracy: 0.9188 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5072095990180969
	accuracy: 0.953249990940094 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.650 85.209 78.050 85.531 83.049
	Acc: 0.953 OSCR : 76.983 AUROC_max_val (%): 85.209 AUROC_real (%): 78.904

Epoch 153/600
157/157 - 4s - loss: 0.7580 - accuracy: 0.9194 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5963772535324097
	accuracy: 0.9477499723434448 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.500 85.637 78.125 86.781 83.276
	Acc: 0.948 OSCR : 74.338 AUROC_max_val (%): 85.637 AUROC_real (%): 76.600

Epoch 154/600
157/157 - 4s - loss: 0.7693 - accuracy: 0.9183 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5870176553726196
	accuracy: 0.9440000057220459 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.050 85.091 77.962 85.776 82.666
	Acc: 0.944 OSCR : 75.541 AUROC_max_val (%): 85.091 AUROC_real (%): 77.808

Epoch 155/600
157/157 - 4s - loss: 0.7590 - accuracy: 0.9186 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5284366011619568
	accuracy: 0.9514999985694885 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.150 83.616 76.600 82.712 82.063
	Acc: 0.952 OSCR : 74.345 AUROC_max_val (%): 83.616 AUROC_real (%): 76.259

Epoch 156/600
157/157 - 4s - loss: 0.7406 - accuracy: 0.9229 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.549405574798584
	accuracy: 0.9512500166893005 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.275 84.494 77.225 84.223 82.649
	Acc: 0.951 OSCR : 73.446 AUROC_max_val (%): 84.494 AUROC_real (%): 75.398

Epoch 157/600
157/157 - 4s - loss: 0.7487 - accuracy: 0.9197 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.542005181312561
	accuracy: 0.9537500143051147 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    38.725 86.169 78.500 87.060 84.001
	Acc: 0.954 OSCR : 75.321 AUROC_max_val (%): 86.169 AUROC_real (%): 77.307

Epoch 158/600
157/157 - 4s - loss: 0.7566 - accuracy: 0.9190 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5791452527046204
	accuracy: 0.9492499828338623 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.225 85.170 77.838 85.713 82.800
	Acc: 0.949 OSCR : 73.519 AUROC_max_val (%): 85.170 AUROC_real (%): 75.618

Epoch 159/600
157/157 - 4s - loss: 0.7145 - accuracy: 0.9237 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5672932863235474
	accuracy: 0.9480000138282776 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.700 84.953 77.888 85.663 82.380
	Acc: 0.948 OSCR : 74.050 AUROC_max_val (%): 84.953 AUROC_real (%): 76.095

Epoch 160/600
157/157 - 4s - loss: 0.7323 - accuracy: 0.9223 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5352799892425537
	accuracy: 0.9507499933242798 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.375 84.450 77.463 84.792 82.255
	Acc: 0.951 OSCR : 74.422 AUROC_max_val (%): 84.450 AUROC_real (%): 76.356

Epoch 161/600
157/157 - 4s - loss: 0.7284 - accuracy: 0.9220 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5860316753387451
	accuracy: 0.9505000114440918 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.400 85.338 77.988 85.830 83.029
	Acc: 0.951 OSCR : 73.227 AUROC_max_val (%): 85.338 AUROC_real (%): 75.290

Epoch 162/600
157/157 - 4s - loss: 0.7370 - accuracy: 0.9219 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5880903005599976
	accuracy: 0.9480000138282776 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.025 85.995 78.575 87.078 83.674
	Acc: 0.948 OSCR : 73.797 AUROC_max_val (%): 85.995 AUROC_real (%): 75.969

Epoch 163/600
157/157 - 4s - loss: 0.7286 - accuracy: 0.9226 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.556345522403717
	accuracy: 0.9480000138282776 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.775 86.096 78.975 86.833 83.968
	Acc: 0.948 OSCR : 75.480 AUROC_max_val (%): 86.096 AUROC_real (%): 77.588

Epoch 164/600
157/157 - 4s - loss: 0.7327 - accuracy: 0.9233 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5395069122314453
	accuracy: 0.9509999752044678 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    33.000 84.489 77.588 84.611 82.247
	Acc: 0.951 OSCR : 73.870 AUROC_max_val (%): 84.489 AUROC_real (%): 75.723

Epoch 165/600
157/157 - 4s - loss: 0.7365 - accuracy: 0.9221 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5119422078132629
	accuracy: 0.953499972820282 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    39.550 86.165 78.888 86.701 84.077
	Acc: 0.954 OSCR : 75.541 AUROC_max_val (%): 86.165 AUROC_real (%): 77.423

Epoch 166/600
157/157 - 4s - loss: 0.7058 - accuracy: 0.9268 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5670140385627747
	accuracy: 0.9505000114440918 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    38.850 86.605 78.988 87.443 84.578
	Acc: 0.951 OSCR : 72.428 AUROC_max_val (%): 86.605 AUROC_real (%): 74.441

Epoch 167/600
157/157 - 4s - loss: 0.7145 - accuracy: 0.9237 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.54874587059021
	accuracy: 0.9520000219345093 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    38.150 86.235 78.562 87.138 84.267
	Acc: 0.952 OSCR : 73.519 AUROC_max_val (%): 86.235 AUROC_real (%): 75.485

Epoch 168/600
157/157 - 4s - loss: 0.7290 - accuracy: 0.9226 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5831345915794373
	accuracy: 0.9514999985694885 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    39.300 86.409 79.200 87.117 84.029
	Acc: 0.952 OSCR : 72.712 AUROC_max_val (%): 86.409 AUROC_real (%): 74.747

Epoch 169/600
157/157 - 4s - loss: 0.7065 - accuracy: 0.9265 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5227939486503601
	accuracy: 0.9539999961853027 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.650 85.322 78.137 85.638 83.372
	Acc: 0.954 OSCR : 73.945 AUROC_max_val (%): 85.322 AUROC_real (%): 75.741

Epoch 170/600
157/157 - 4s - loss: 0.7033 - accuracy: 0.9251 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5591065883636475
	accuracy: 0.9514999985694885 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.175 85.289 78.125 85.684 83.115
	Acc: 0.952 OSCR : 73.256 AUROC_max_val (%): 85.289 AUROC_real (%): 75.251

Epoch 171/600
157/157 - 4s - loss: 0.7352 - accuracy: 0.9237 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5470854043960571
	accuracy: 0.9514999985694885 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.725 84.762 77.737 84.933 82.837
	Acc: 0.952 OSCR : 72.700 AUROC_max_val (%): 84.762 AUROC_real (%): 74.566

Epoch 172/600
157/157 - 4s - loss: 0.6820 - accuracy: 0.9283 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5479883551597595
	accuracy: 0.949999988079071 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.450 85.170 78.112 85.181 83.134
	Acc: 0.950 OSCR : 73.815 AUROC_max_val (%): 85.170 AUROC_real (%): 75.749

Epoch 173/600
157/157 - 4s - loss: 0.6960 - accuracy: 0.9265 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5149365663528442
	accuracy: 0.953499972820282 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.000 85.610 78.550 85.910 83.611
	Acc: 0.954 OSCR : 75.046 AUROC_max_val (%): 85.610 AUROC_real (%): 76.943

Epoch 174/600
157/157 - 4s - loss: 0.7132 - accuracy: 0.9237 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5482645630836487
	accuracy: 0.952750027179718 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    33.450 83.946 76.925 83.589 82.233
	Acc: 0.953 OSCR : 73.903 AUROC_max_val (%): 83.946 AUROC_real (%): 75.826

Epoch 175/600
157/157 - 4s - loss: 0.7118 - accuracy: 0.9250 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4850204885005951
	accuracy: 0.9545000195503235 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.700 84.870 77.888 85.217 82.748
	Acc: 0.955 OSCR : 76.136 AUROC_max_val (%): 84.870 AUROC_real (%): 77.883

Epoch 176/600
157/157 - 4s - loss: 0.6716 - accuracy: 0.9298 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5270105600357056
	accuracy: 0.9524999856948853 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.425 85.051 77.875 85.376 82.892
	Acc: 0.953 OSCR : 73.598 AUROC_max_val (%): 85.051 AUROC_real (%): 75.462

Epoch 177/600
157/157 - 4s - loss: 0.6817 - accuracy: 0.9279 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.515349268913269
	accuracy: 0.9547500014305115 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    38.550 85.851 78.637 86.316 84.055
	Acc: 0.955 OSCR : 75.406 AUROC_max_val (%): 85.851 AUROC_real (%): 77.319

Epoch 178/600
157/157 - 4s - loss: 0.6784 - accuracy: 0.9301 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5173592567443848
	accuracy: 0.9557499885559082 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.775 84.794 77.475 84.915 82.818
	Acc: 0.956 OSCR : 74.390 AUROC_max_val (%): 84.794 AUROC_real (%): 76.212

Epoch 179/600
157/157 - 4s - loss: 0.6813 - accuracy: 0.9281 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.49071091413497925
	accuracy: 0.9572499990463257 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.075 84.841 77.912 84.830 82.965
	Acc: 0.957 OSCR : 75.022 AUROC_max_val (%): 84.841 AUROC_real (%): 76.768

Epoch 180/600
157/157 - 4s - loss: 0.6747 - accuracy: 0.9289 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5063399076461792
	accuracy: 0.9542499780654907 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.950 85.209 78.237 85.293 83.246
	Acc: 0.954 OSCR : 74.318 AUROC_max_val (%): 85.209 AUROC_real (%): 76.113

Epoch 181/600
157/157 - 4s - loss: 0.6988 - accuracy: 0.9252 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5272864103317261
	accuracy: 0.953000009059906 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.250 83.626 76.737 82.990 81.791
	Acc: 0.953 OSCR : 72.831 AUROC_max_val (%): 83.626 AUROC_real (%): 74.603

Epoch 182/600
157/157 - 4s - loss: 0.6642 - accuracy: 0.9293 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5370547771453857
	accuracy: 0.9537500143051147 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.075 84.882 77.700 85.156 82.742
	Acc: 0.954 OSCR : 73.386 AUROC_max_val (%): 84.882 AUROC_real (%): 75.271

Epoch 183/600
157/157 - 4s - loss: 0.6834 - accuracy: 0.9283 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5233031511306763
	accuracy: 0.953499972820282 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.525 84.705 77.775 84.658 82.640
	Acc: 0.954 OSCR : 73.583 AUROC_max_val (%): 84.705 AUROC_real (%): 75.391

Epoch 184/600
157/157 - 4s - loss: 0.6867 - accuracy: 0.9266 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.516531765460968
	accuracy: 0.953249990940094 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.550 84.061 77.237 83.730 82.204
	Acc: 0.953 OSCR : 73.811 AUROC_max_val (%): 84.061 AUROC_real (%): 75.597

Epoch 185/600
157/157 - 4s - loss: 0.6760 - accuracy: 0.9280 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5201327800750732
	accuracy: 0.9537500143051147 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.850 84.281 77.400 84.165 82.232
	Acc: 0.954 OSCR : 74.052 AUROC_max_val (%): 84.281 AUROC_real (%): 75.864

Epoch 186/600
157/157 - 4s - loss: 0.6794 - accuracy: 0.9273 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5002306699752808
	accuracy: 0.9549999833106995 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.450 84.674 77.762 84.773 82.728
	Acc: 0.955 OSCR : 74.644 AUROC_max_val (%): 84.674 AUROC_real (%): 76.403

Epoch 187/600
157/157 - 4s - loss: 0.6786 - accuracy: 0.9265 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5096679329872131
	accuracy: 0.9539999961853027 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.500 85.255 78.225 85.594 83.208
	Acc: 0.954 OSCR : 74.585 AUROC_max_val (%): 85.255 AUROC_real (%): 76.374

Epoch 188/600
157/157 - 4s - loss: 0.6600 - accuracy: 0.9296 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5134055018424988
	accuracy: 0.9542499780654907 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.275 85.263 78.175 85.606 83.176
	Acc: 0.954 OSCR : 74.514 AUROC_max_val (%): 85.263 AUROC_real (%): 76.312

Epoch 189/600
157/157 - 4s - loss: 0.6883 - accuracy: 0.9258 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5109796524047852
	accuracy: 0.9549999833106995 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.325 84.404 77.525 84.435 82.397
	Acc: 0.955 OSCR : 74.257 AUROC_max_val (%): 84.404 AUROC_real (%): 76.023

Epoch 190/600
157/157 - 4s - loss: 0.6680 - accuracy: 0.9294 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5154514908790588
	accuracy: 0.9555000066757202 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.175 84.203 77.188 84.114 82.318
	Acc: 0.956 OSCR : 73.430 AUROC_max_val (%): 84.203 AUROC_real (%): 75.181

Epoch 191/600
157/157 - 4s - loss: 0.6574 - accuracy: 0.9305 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.511058509349823
	accuracy: 0.9545000195503235 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.275 84.204 77.300 84.160 82.223
	Acc: 0.955 OSCR : 73.819 AUROC_max_val (%): 84.204 AUROC_real (%): 75.560

Epoch 192/600
157/157 - 4s - loss: 0.6668 - accuracy: 0.9283 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5090265274047852
	accuracy: 0.9542499780654907 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.875 84.490 77.525 84.597 82.436
	Acc: 0.954 OSCR : 73.940 AUROC_max_val (%): 84.490 AUROC_real (%): 75.689

Epoch 193/600
157/157 - 4s - loss: 0.6543 - accuracy: 0.9313 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5043867230415344
	accuracy: 0.9549999833106995 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.775 84.784 77.825 84.931 82.739
	Acc: 0.955 OSCR : 74.303 AUROC_max_val (%): 84.784 AUROC_real (%): 76.061

Epoch 194/600
157/157 - 4s - loss: 0.6626 - accuracy: 0.9306 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5074723362922668
	accuracy: 0.9545000195503235 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.750 84.738 77.838 84.840 82.775
	Acc: 0.955 OSCR : 73.875 AUROC_max_val (%): 84.738 AUROC_real (%): 75.633

Epoch 195/600
157/157 - 4s - loss: 0.6609 - accuracy: 0.9316 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5135143399238586
	accuracy: 0.9539999961853027 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.675 84.738 77.775 84.848 82.779
	Acc: 0.954 OSCR : 73.660 AUROC_max_val (%): 84.738 AUROC_real (%): 75.437

Epoch 196/600
157/157 - 4s - loss: 0.6673 - accuracy: 0.9302 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5087761282920837
	accuracy: 0.9545000195503235 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.700 84.767 77.838 84.895 82.801
	Acc: 0.955 OSCR : 73.912 AUROC_max_val (%): 84.767 AUROC_real (%): 75.682

Epoch 197/600
157/157 - 4s - loss: 0.6772 - accuracy: 0.9275 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5068442225456238
	accuracy: 0.9545000195503235 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.600 84.680 77.787 84.783 82.686
	Acc: 0.955 OSCR : 73.942 AUROC_max_val (%): 84.680 AUROC_real (%): 75.701

Epoch 198/600
157/157 - 4s - loss: 0.6895 - accuracy: 0.9283 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5041005611419678
	accuracy: 0.9547500014305115 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.650 84.753 77.838 84.864 82.766
	Acc: 0.955 OSCR : 74.089 AUROC_max_val (%): 84.753 AUROC_real (%): 75.844

Epoch 199/600
157/157 - 4s - loss: 0.6674 - accuracy: 0.9301 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5057756900787354
	accuracy: 0.9547500014305115 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.550 84.678 77.800 84.769 82.719
	Acc: 0.955 OSCR : 73.974 AUROC_max_val (%): 84.678 AUROC_real (%): 75.727

Epoch 200/600
157/157 - 4s - loss: 0.6625 - accuracy: 0.9301 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.505357563495636
	accuracy: 0.9545000195503235 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.250 84.703 77.825 84.819 82.705
	Acc: 0.955 OSCR : 74.032 AUROC_max_val (%): 84.703 AUROC_real (%): 75.787

Epoch 201/600
157/157 - 4s - loss: 0.6738 - accuracy: 0.9282 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5122008323669434
	accuracy: 0.9545000195503235 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.375 84.572 77.700 84.664 82.567
	Acc: 0.955 OSCR : 73.542 AUROC_max_val (%): 84.572 AUROC_real (%): 75.300

Epoch 202/600
157/157 - 4s - loss: 1.1245 - accuracy: 0.8859 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):1.2139006853103638
	accuracy: 0.9175000190734863 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    25.075 76.091 70.863 71.840 74.997
	Acc: 0.917 OSCR : 64.773 AUROC_max_val (%): 76.091 AUROC_real (%): 68.132

Epoch 203/600
157/157 - 4s - loss: 1.1241 - accuracy: 0.8816 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.8945313692092896
	accuracy: 0.918749988079071 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    29.750 83.756 76.863 84.779 80.574
	Acc: 0.919 OSCR : 71.607 AUROC_max_val (%): 83.756 AUROC_real (%): 75.142

Epoch 204/600
157/157 - 4s - loss: 1.0871 - accuracy: 0.8840 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.9690145254135132
	accuracy: 0.9247499704360962 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    30.225 83.088 76.000 83.688 79.929
	Acc: 0.925 OSCR : 66.189 AUROC_max_val (%): 83.088 AUROC_real (%): 69.201

Epoch 205/600
157/157 - 4s - loss: 1.1033 - accuracy: 0.8852 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.9867809414863586
	accuracy: 0.9122499823570251 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    22.475 80.279 73.500 82.683 76.329
	Acc: 0.912 OSCR : 65.655 AUROC_max_val (%): 80.279 AUROC_real (%): 68.908

Epoch 206/600
157/157 - 4s - loss: 1.0654 - accuracy: 0.8882 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.7994560599327087
	accuracy: 0.9275000095367432 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    23.450 79.796 72.925 80.968 76.392
	Acc: 0.927 OSCR : 69.712 AUROC_max_val (%): 79.796 AUROC_real (%): 72.513

Epoch 207/600
157/157 - 4s - loss: 1.0684 - accuracy: 0.8891 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6542976498603821
	accuracy: 0.9392499923706055 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    32.075 84.709 77.688 86.278 82.249
	Acc: 0.939 OSCR : 74.035 AUROC_max_val (%): 84.709 AUROC_real (%): 76.597

Epoch 208/600
157/157 - 4s - loss: 1.0646 - accuracy: 0.8873 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):1.3675010204315186
	accuracy: 0.8934999704360962 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    24.600 82.361 76.175 84.515 78.474
	Acc: 0.893 OSCR : 64.983 AUROC_max_val (%): 82.361 AUROC_real (%): 70.038

Epoch 209/600
157/157 - 4s - loss: 1.0440 - accuracy: 0.8910 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.9297662377357483
	accuracy: 0.9225000143051147 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    22.325 77.770 71.525 77.455 75.381
	Acc: 0.922 OSCR : 69.324 AUROC_max_val (%): 77.770 AUROC_real (%): 72.522

Epoch 210/600
157/157 - 4s - loss: 1.0397 - accuracy: 0.8906 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.8456056714057922
	accuracy: 0.9254999756813049 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    30.400 82.363 75.100 83.357 80.045
	Acc: 0.925 OSCR : 71.035 AUROC_max_val (%): 82.363 AUROC_real (%): 74.240

Epoch 211/600
157/157 - 4s - loss: 1.0328 - accuracy: 0.8917 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):1.024474024772644
	accuracy: 0.9154999852180481 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    25.250 81.033 74.812 81.717 77.672
	Acc: 0.915 OSCR : 65.519 AUROC_max_val (%): 81.033 AUROC_real (%): 68.778

Epoch 212/600
157/157 - 4s - loss: 1.0509 - accuracy: 0.8886 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.7286090850830078
	accuracy: 0.9304999709129333 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    31.075 84.890 77.788 86.111 82.064
	Acc: 0.930 OSCR : 74.526 AUROC_max_val (%): 84.890 AUROC_real (%): 77.455

Epoch 213/600
157/157 - 4s - loss: 1.0406 - accuracy: 0.8903 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.8314868211746216
	accuracy: 0.9294999837875366 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.525 84.405 76.987 85.636 82.271
	Acc: 0.929 OSCR : 70.907 AUROC_max_val (%): 84.405 AUROC_real (%): 73.919

Epoch 214/600
157/157 - 4s - loss: 1.0497 - accuracy: 0.8889 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6934186816215515
	accuracy: 0.9397500157356262 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.350 87.564 80.525 89.312 84.706
	Acc: 0.940 OSCR : 74.280 AUROC_max_val (%): 87.564 AUROC_real (%): 76.874

Epoch 215/600
157/157 - 4s - loss: 1.0150 - accuracy: 0.8937 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.80945885181427
	accuracy: 0.9332500100135803 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    29.650 82.771 75.237 84.362 79.979
	Acc: 0.933 OSCR : 67.972 AUROC_max_val (%): 82.771 AUROC_real (%): 70.775

Epoch 216/600
157/157 - 4s - loss: 1.0299 - accuracy: 0.8917 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.8046556115150452
	accuracy: 0.9267500042915344 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    26.550 81.367 74.500 82.658 78.435
	Acc: 0.927 OSCR : 70.233 AUROC_max_val (%): 81.367 AUROC_real (%): 72.999

Epoch 217/600
157/157 - 4s - loss: 1.0316 - accuracy: 0.8913 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.7974607944488525
	accuracy: 0.9269999861717224 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    22.100 78.672 72.525 78.791 75.397
	Acc: 0.927 OSCR : 70.016 AUROC_max_val (%): 78.672 AUROC_real (%): 72.714

Epoch 218/600
157/157 - 4s - loss: 1.0175 - accuracy: 0.8930 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.7197449803352356
	accuracy: 0.9330000281333923 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    27.650 81.960 74.975 83.620 78.545
	Acc: 0.933 OSCR : 69.821 AUROC_max_val (%): 81.960 AUROC_real (%): 72.391

Epoch 219/600
157/157 - 4s - loss: 1.0292 - accuracy: 0.8909 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.7528551816940308
	accuracy: 0.9319999814033508 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.150 85.980 79.137 86.737 83.372
	Acc: 0.932 OSCR : 74.748 AUROC_max_val (%): 85.980 AUROC_real (%): 77.640

Epoch 220/600
157/157 - 4s - loss: 0.9866 - accuracy: 0.8977 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.811468243598938
	accuracy: 0.9319999814033508 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    29.725 82.294 75.388 82.335 79.943
	Acc: 0.932 OSCR : 69.155 AUROC_max_val (%): 82.294 AUROC_real (%): 72.051

Epoch 221/600
157/157 - 4s - loss: 1.0010 - accuracy: 0.8960 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.9415484666824341
	accuracy: 0.9132500290870667 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    24.800 79.510 73.150 79.499 76.249
	Acc: 0.913 OSCR : 69.759 AUROC_max_val (%): 79.510 AUROC_real (%): 73.284

Epoch 222/600
157/157 - 4s - loss: 0.9984 - accuracy: 0.8944 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.8216575384140015
	accuracy: 0.9240000247955322 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    31.275 83.681 76.825 84.400 80.783
	Acc: 0.924 OSCR : 71.029 AUROC_max_val (%): 83.681 AUROC_real (%): 74.158

Epoch 223/600
157/157 - 4s - loss: 1.0055 - accuracy: 0.8943 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.9117653965950012
	accuracy: 0.9272500276565552 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    30.300 83.905 76.612 85.351 80.974
	Acc: 0.927 OSCR : 65.586 AUROC_max_val (%): 83.905 AUROC_real (%): 68.599

Epoch 224/600
157/157 - 4s - loss: 1.0180 - accuracy: 0.8944 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.9491255283355713
	accuracy: 0.934249997138977 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    30.900 84.578 76.950 86.590 81.503
	Acc: 0.934 OSCR : 64.088 AUROC_max_val (%): 84.578 AUROC_real (%): 66.654

Epoch 225/600
157/157 - 4s - loss: 0.9695 - accuracy: 0.8972 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.8649995923042297
	accuracy: 0.9192500114440918 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    27.725 82.968 76.362 84.381 79.827
	Acc: 0.919 OSCR : 72.542 AUROC_max_val (%): 82.968 AUROC_real (%): 76.216

Epoch 226/600
157/157 - 4s - loss: 1.0036 - accuracy: 0.8963 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6798453330993652
	accuracy: 0.9330000281333923 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    30.375 84.762 77.938 86.460 81.422
	Acc: 0.933 OSCR : 73.078 AUROC_max_val (%): 84.762 AUROC_real (%): 75.685

Epoch 227/600
157/157 - 4s - loss: 0.9716 - accuracy: 0.8985 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6836957931518555
	accuracy: 0.9334999918937683 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    29.900 83.053 76.087 84.534 79.943
	Acc: 0.933 OSCR : 75.968 AUROC_max_val (%): 83.053 AUROC_real (%): 78.648

Epoch 228/600
157/157 - 4s - loss: 0.9526 - accuracy: 0.8991 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5866983532905579
	accuracy: 0.9452499747276306 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.850 86.059 78.875 87.253 83.642
	Acc: 0.945 OSCR : 78.042 AUROC_max_val (%): 86.059 AUROC_real (%): 80.572

Epoch 229/600
157/157 - 4s - loss: 0.9647 - accuracy: 0.8991 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.9091349244117737
	accuracy: 0.9107499718666077 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    24.550 80.892 74.237 82.400 77.548
	Acc: 0.911 OSCR : 71.841 AUROC_max_val (%): 80.892 AUROC_real (%): 75.415

Epoch 230/600
157/157 - 4s - loss: 0.9385 - accuracy: 0.9015 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6461353898048401
	accuracy: 0.9440000057220459 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    32.925 84.805 78.125 85.314 81.869
	Acc: 0.944 OSCR : 74.933 AUROC_max_val (%): 84.805 AUROC_real (%): 77.259

Epoch 231/600
157/157 - 4s - loss: 0.9712 - accuracy: 0.8972 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.72612065076828
	accuracy: 0.9367499947547913 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    32.800 85.328 78.162 86.519 82.654
	Acc: 0.937 OSCR : 72.789 AUROC_max_val (%): 85.328 AUROC_real (%): 75.474

Epoch 232/600
157/157 - 4s - loss: 0.9561 - accuracy: 0.8996 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.7984312772750854
	accuracy: 0.9225000143051147 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    27.825 83.872 77.062 86.295 79.976
	Acc: 0.922 OSCR : 70.881 AUROC_max_val (%): 83.872 AUROC_real (%): 73.841

Epoch 233/600
157/157 - 4s - loss: 0.9425 - accuracy: 0.9000 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5963037610054016
	accuracy: 0.9392499923706055 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.425 86.432 79.250 87.921 83.858
	Acc: 0.939 OSCR : 79.068 AUROC_max_val (%): 86.432 AUROC_real (%): 81.673

Epoch 234/600
157/157 - 4s - loss: 0.9483 - accuracy: 0.9007 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.7651528716087341
	accuracy: 0.9292500019073486 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    38.450 87.356 79.812 88.930 84.640
	Acc: 0.929 OSCR : 74.100 AUROC_max_val (%): 87.356 AUROC_real (%): 77.282

Epoch 235/600
157/157 - 4s - loss: 0.9290 - accuracy: 0.9012 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.9177862405776978
	accuracy: 0.9179999828338623 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    28.250 82.442 75.763 82.873 79.309
	Acc: 0.918 OSCR : 68.452 AUROC_max_val (%): 82.442 AUROC_real (%): 71.889

Epoch 236/600
157/157 - 4s - loss: 0.9599 - accuracy: 0.9002 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.8429638147354126
	accuracy: 0.9294999837875366 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    26.125 81.474 74.812 82.615 78.513
	Acc: 0.929 OSCR : 69.599 AUROC_max_val (%): 81.474 AUROC_real (%): 72.741

Epoch 237/600
157/157 - 4s - loss: 0.9523 - accuracy: 0.8988 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.7131341695785522
	accuracy: 0.9352499842643738 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    33.600 84.065 77.250 83.918 82.411
	Acc: 0.935 OSCR : 77.615 AUROC_max_val (%): 84.065 AUROC_real (%): 80.711

Epoch 238/600
157/157 - 4s - loss: 0.9192 - accuracy: 0.9021 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.7300885915756226
	accuracy: 0.9382500052452087 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    31.800 84.662 77.550 86.085 81.757
	Acc: 0.938 OSCR : 74.923 AUROC_max_val (%): 84.662 AUROC_real (%): 77.720

Epoch 239/600
157/157 - 4s - loss: 0.9364 - accuracy: 0.9016 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.736673891544342
	accuracy: 0.9387500286102295 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    38.600 86.986 80.062 88.526 84.464
	Acc: 0.939 OSCR : 73.739 AUROC_max_val (%): 86.986 AUROC_real (%): 76.484

Epoch 240/600
157/157 - 4s - loss: 0.9356 - accuracy: 0.9020 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.742953360080719
	accuracy: 0.9390000104904175 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    25.025 80.715 74.225 80.522 77.569
	Acc: 0.939 OSCR : 66.519 AUROC_max_val (%): 80.715 AUROC_real (%): 68.839

Epoch 241/600
157/157 - 4s - loss: 0.9332 - accuracy: 0.9034 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.7623605728149414
	accuracy: 0.9409999847412109 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    33.875 84.937 77.763 85.653 82.556
	Acc: 0.941 OSCR : 68.189 AUROC_max_val (%): 84.937 AUROC_real (%): 70.678

Epoch 242/600
157/157 - 4s - loss: 0.9260 - accuracy: 0.9014 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):1.3313062191009521
	accuracy: 0.9010000228881836 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    18.525 80.005 74.062 82.945 74.464
	Acc: 0.901 OSCR : 59.028 AUROC_max_val (%): 80.005 AUROC_real (%): 62.919

Epoch 243/600
157/157 - 4s - loss: 0.9176 - accuracy: 0.9013 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.76619553565979
	accuracy: 0.9399999976158142 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    31.425 83.993 77.338 84.830 81.047
	Acc: 0.940 OSCR : 72.194 AUROC_max_val (%): 83.993 AUROC_real (%): 74.874

Epoch 244/600
157/157 - 4s - loss: 0.9086 - accuracy: 0.9053 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):1.0867713689804077
	accuracy: 0.9247499704360962 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    26.900 80.559 73.588 81.113 78.237
	Acc: 0.925 OSCR : 65.162 AUROC_max_val (%): 80.559 AUROC_real (%): 68.570

Epoch 245/600
157/157 - 4s - loss: 0.8739 - accuracy: 0.9071 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.7877562046051025
	accuracy: 0.934249997138977 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    27.950 80.496 73.138 81.678 78.192
	Acc: 0.934 OSCR : 66.462 AUROC_max_val (%): 80.496 AUROC_real (%): 68.911

Epoch 246/600
157/157 - 4s - loss: 0.8788 - accuracy: 0.9083 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.707438051700592
	accuracy: 0.9359999895095825 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    28.300 83.292 76.650 84.532 80.422
	Acc: 0.936 OSCR : 75.148 AUROC_max_val (%): 83.292 AUROC_real (%): 77.933

Epoch 247/600
157/157 - 4s - loss: 0.8988 - accuracy: 0.9051 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.7624199390411377
	accuracy: 0.9302499890327454 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    21.325 78.389 72.487 79.059 74.848
	Acc: 0.930 OSCR : 71.623 AUROC_max_val (%): 78.389 AUROC_real (%): 74.385

Epoch 248/600
157/157 - 4s - loss: 0.9036 - accuracy: 0.9057 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):1.0382113456726074
	accuracy: 0.9022499918937683 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    25.325 79.561 72.738 81.112 76.196
	Acc: 0.902 OSCR : 70.736 AUROC_max_val (%): 79.561 AUROC_real (%): 75.080

Epoch 249/600
157/157 - 4s - loss: 0.8651 - accuracy: 0.9093 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.590057909488678
	accuracy: 0.9482499957084656 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    39.600 88.213 80.788 89.751 85.677
	Acc: 0.948 OSCR : 75.653 AUROC_max_val (%): 88.213 AUROC_real (%): 77.881

Epoch 250/600
157/157 - 4s - loss: 0.8914 - accuracy: 0.9054 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6024864912033081
	accuracy: 0.9452499747276306 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    38.850 87.533 80.150 89.125 85.264
	Acc: 0.945 OSCR : 75.974 AUROC_max_val (%): 87.533 AUROC_real (%): 78.349

Epoch 251/600
157/157 - 4s - loss: 0.8720 - accuracy: 0.9084 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6194167137145996
	accuracy: 0.9430000185966492 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    38.175 86.974 80.275 88.087 84.417
	Acc: 0.943 OSCR : 74.880 AUROC_max_val (%): 86.974 AUROC_real (%): 77.210

Epoch 252/600
157/157 - 4s - loss: 0.8495 - accuracy: 0.9111 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6492695808410645
	accuracy: 0.9417499899864197 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.150 86.053 79.200 87.414 83.198
	Acc: 0.942 OSCR : 75.850 AUROC_max_val (%): 86.053 AUROC_real (%): 78.500

Epoch 253/600
157/157 - 4s - loss: 0.8732 - accuracy: 0.9090 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6707635521888733
	accuracy: 0.9467499852180481 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    32.375 84.794 77.987 86.139 82.064
	Acc: 0.947 OSCR : 72.342 AUROC_max_val (%): 84.794 AUROC_real (%): 74.615

Epoch 254/600
157/157 - 4s - loss: 0.8678 - accuracy: 0.9087 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5554864406585693
	accuracy: 0.9462500214576721 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.575 86.303 79.438 87.997 83.302
	Acc: 0.946 OSCR : 77.872 AUROC_max_val (%): 86.303 AUROC_real (%): 80.023

Epoch 255/600
157/157 - 4s - loss: 0.8682 - accuracy: 0.9080 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.9916414022445679
	accuracy: 0.9132500290870667 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    15.975 72.541 66.525 74.951 68.909
	Acc: 0.913 OSCR : 59.098 AUROC_max_val (%): 72.541 AUROC_real (%): 61.683

Epoch 256/600
157/157 - 4s - loss: 0.8577 - accuracy: 0.9111 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.7256390452384949
	accuracy: 0.9440000057220459 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    28.700 82.758 75.713 83.801 80.030
	Acc: 0.944 OSCR : 64.954 AUROC_max_val (%): 82.758 AUROC_real (%): 67.111

Epoch 257/600
157/157 - 4s - loss: 0.8696 - accuracy: 0.9086 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.8170500993728638
	accuracy: 0.9284999966621399 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    32.125 86.399 79.388 88.093 83.056
	Acc: 0.928 OSCR : 74.161 AUROC_max_val (%): 86.399 AUROC_real (%): 77.687

Epoch 258/600
157/157 - 4s - loss: 0.8901 - accuracy: 0.9058 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.7240834832191467
	accuracy: 0.9357500076293945 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    31.350 84.053 77.013 85.505 80.815
	Acc: 0.936 OSCR : 72.423 AUROC_max_val (%): 84.053 AUROC_real (%): 75.045

Epoch 259/600
157/157 - 4s - loss: 0.8529 - accuracy: 0.9093 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6349591612815857
	accuracy: 0.9402499794960022 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    32.825 85.192 78.175 86.910 82.128
	Acc: 0.940 OSCR : 73.201 AUROC_max_val (%): 85.192 AUROC_real (%): 75.536

Epoch 260/600
157/157 - 4s - loss: 0.8590 - accuracy: 0.9099 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.7385733723640442
	accuracy: 0.9457499980926514 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.675 84.968 78.225 85.749 82.599
	Acc: 0.946 OSCR : 67.414 AUROC_max_val (%): 84.968 AUROC_real (%): 69.748

Epoch 261/600
157/157 - 4s - loss: 0.8185 - accuracy: 0.9139 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.7062579989433289
	accuracy: 0.9440000057220459 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    31.525 82.008 74.962 82.163 80.253
	Acc: 0.944 OSCR : 68.555 AUROC_max_val (%): 82.008 AUROC_real (%): 70.913

Epoch 262/600
157/157 - 4s - loss: 0.8551 - accuracy: 0.9101 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.7871975898742676
	accuracy: 0.9384999871253967 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    26.075 82.943 76.625 83.584 79.684
	Acc: 0.939 OSCR : 69.364 AUROC_max_val (%): 82.943 AUROC_real (%): 71.956

Epoch 263/600
157/157 - 4s - loss: 0.8346 - accuracy: 0.9127 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5960593819618225
	accuracy: 0.9412500262260437 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    29.875 81.941 75.413 81.164 80.170
	Acc: 0.941 OSCR : 72.471 AUROC_max_val (%): 81.941 AUROC_real (%): 74.716

Epoch 264/600
157/157 - 4s - loss: 0.8282 - accuracy: 0.9122 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.657410204410553
	accuracy: 0.9445000290870667 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    33.225 80.851 73.750 80.106 80.203
	Acc: 0.945 OSCR : 69.968 AUROC_max_val (%): 80.851 AUROC_real (%): 72.146

Epoch 265/600
157/157 - 4s - loss: 0.8287 - accuracy: 0.9123 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.924393892288208
	accuracy: 0.9152500033378601 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    24.475 81.547 74.763 83.159 77.832
	Acc: 0.915 OSCR : 69.787 AUROC_max_val (%): 81.547 AUROC_real (%): 73.290

Epoch 266/600
157/157 - 4s - loss: 0.8140 - accuracy: 0.9133 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.7124727964401245
	accuracy: 0.9387500286102295 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    29.050 82.776 76.288 82.930 80.311
	Acc: 0.939 OSCR : 70.637 AUROC_max_val (%): 82.776 AUROC_real (%): 73.051

Epoch 267/600
157/157 - 4s - loss: 0.8127 - accuracy: 0.9155 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6806452870368958
	accuracy: 0.9365000128746033 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.475 85.814 78.650 86.483 83.241
	Acc: 0.936 OSCR : 75.202 AUROC_max_val (%): 85.814 AUROC_real (%): 77.818

Epoch 268/600
157/157 - 4s - loss: 0.8352 - accuracy: 0.9104 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.7676547765731812
	accuracy: 0.9340000152587891 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.500 87.117 79.700 89.049 83.909
	Acc: 0.934 OSCR : 73.988 AUROC_max_val (%): 87.117 AUROC_real (%): 76.977

Epoch 269/600
157/157 - 4s - loss: 0.8178 - accuracy: 0.9136 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.8067224621772766
	accuracy: 0.9315000176429749 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.250 86.361 79.500 87.642 83.513
	Acc: 0.931 OSCR : 71.852 AUROC_max_val (%): 86.361 AUROC_real (%): 74.924

Epoch 270/600
157/157 - 4s - loss: 0.8263 - accuracy: 0.9110 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5957739949226379
	accuracy: 0.9449999928474426 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    31.025 83.775 77.538 84.053 81.115
	Acc: 0.945 OSCR : 75.572 AUROC_max_val (%): 83.775 AUROC_real (%): 77.753

Epoch 271/600
157/157 - 4s - loss: 0.8275 - accuracy: 0.9130 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6633789539337158
	accuracy: 0.937250018119812 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    31.400 85.304 78.450 86.763 82.150
	Acc: 0.937 OSCR : 72.699 AUROC_max_val (%): 85.304 AUROC_real (%): 75.267

Epoch 272/600
157/157 - 4s - loss: 0.8114 - accuracy: 0.9132 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.8386935591697693
	accuracy: 0.9297500252723694 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    30.125 85.350 78.312 87.157 81.881
	Acc: 0.930 OSCR : 71.261 AUROC_max_val (%): 85.350 AUROC_real (%): 74.391

Epoch 273/600
157/157 - 4s - loss: 0.7991 - accuracy: 0.9143 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6286062002182007
	accuracy: 0.9417499899864197 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    26.950 78.542 72.675 75.719 77.451
	Acc: 0.942 OSCR : 72.487 AUROC_max_val (%): 78.542 AUROC_real (%): 74.649

Epoch 274/600
157/157 - 4s - loss: 0.7993 - accuracy: 0.9147 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.7678882479667664
	accuracy: 0.9309999942779541 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    29.375 84.052 77.263 85.167 81.196
	Acc: 0.931 OSCR : 72.906 AUROC_max_val (%): 84.052 AUROC_real (%): 75.951

Epoch 275/600
157/157 - 4s - loss: 0.8166 - accuracy: 0.9133 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.8405947685241699
	accuracy: 0.9279999732971191 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    23.000 78.212 72.000 78.480 75.515
	Acc: 0.928 OSCR : 64.770 AUROC_max_val (%): 78.212 AUROC_real (%): 67.420

Epoch 276/600
157/157 - 4s - loss: 0.7948 - accuracy: 0.9154 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.8442913889884949
	accuracy: 0.9362499713897705 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    30.250 83.791 76.837 84.861 81.487
	Acc: 0.936 OSCR : 69.719 AUROC_max_val (%): 83.791 AUROC_real (%): 72.477

Epoch 277/600
157/157 - 4s - loss: 0.7748 - accuracy: 0.9191 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6823291182518005
	accuracy: 0.9399999976158142 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.550 85.683 78.463 87.018 83.392
	Acc: 0.940 OSCR : 73.034 AUROC_max_val (%): 85.683 AUROC_real (%): 75.593

Epoch 278/600
157/157 - 4s - loss: 0.7796 - accuracy: 0.9201 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.7624543309211731
	accuracy: 0.9282500147819519 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    24.475 75.945 70.400 74.231 74.540
	Acc: 0.928 OSCR : 67.500 AUROC_max_val (%): 75.945 AUROC_real (%): 69.962

Epoch 279/600
157/157 - 4s - loss: 0.7712 - accuracy: 0.9184 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6052738428115845
	accuracy: 0.9402499794960022 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    30.750 81.799 75.150 81.740 79.904
	Acc: 0.940 OSCR : 73.272 AUROC_max_val (%): 81.799 AUROC_real (%): 75.624

Epoch 280/600
157/157 - 4s - loss: 0.7857 - accuracy: 0.9165 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6634681820869446
	accuracy: 0.9415000081062317 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    25.500 80.141 73.737 78.760 77.718
	Acc: 0.942 OSCR : 71.242 AUROC_max_val (%): 80.141 AUROC_real (%): 73.546

Epoch 281/600
157/157 - 4s - loss: 0.7523 - accuracy: 0.9204 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.684260368347168
	accuracy: 0.9394999742507935 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    29.225 81.366 74.362 81.283 79.475
	Acc: 0.940 OSCR : 70.775 AUROC_max_val (%): 81.366 AUROC_real (%): 73.148

Epoch 282/600
157/157 - 4s - loss: 0.7693 - accuracy: 0.9175 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.7165964245796204
	accuracy: 0.9315000176429749 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    31.650 82.715 76.388 82.335 80.479
	Acc: 0.931 OSCR : 72.402 AUROC_max_val (%): 82.715 AUROC_real (%): 75.169

Epoch 283/600
157/157 - 4s - loss: 0.7558 - accuracy: 0.9207 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5920371413230896
	accuracy: 0.9437500238418579 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.800 84.653 77.050 85.244 82.846
	Acc: 0.944 OSCR : 75.746 AUROC_max_val (%): 84.653 AUROC_real (%): 78.220

Epoch 284/600
157/157 - 4s - loss: 0.7680 - accuracy: 0.9202 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.8435329794883728
	accuracy: 0.9359999895095825 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    29.550 82.952 75.975 83.831 80.426
	Acc: 0.936 OSCR : 66.771 AUROC_max_val (%): 82.952 AUROC_real (%): 69.314

Epoch 285/600
157/157 - 4s - loss: 0.7851 - accuracy: 0.9164 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5486336946487427
	accuracy: 0.9487500190734863 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.875 86.414 79.375 87.338 83.929
	Acc: 0.949 OSCR : 76.697 AUROC_max_val (%): 86.414 AUROC_real (%): 78.969

Epoch 286/600
157/157 - 4s - loss: 0.7665 - accuracy: 0.9179 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.7254697680473328
	accuracy: 0.9375 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    29.900 82.351 75.800 82.250 80.085
	Acc: 0.938 OSCR : 70.294 AUROC_max_val (%): 82.351 AUROC_real (%): 72.795

Epoch 287/600
157/157 - 4s - loss: 0.7605 - accuracy: 0.9204 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6955515742301941
	accuracy: 0.9397500157356262 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    23.550 76.389 71.788 72.465 74.944
	Acc: 0.940 OSCR : 72.634 AUROC_max_val (%): 76.389 AUROC_real (%): 75.121

Epoch 288/600
157/157 - 4s - loss: 0.7712 - accuracy: 0.9185 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6347627639770508
	accuracy: 0.9457499980926514 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    40.125 87.531 80.537 88.379 85.383
	Acc: 0.946 OSCR : 72.916 AUROC_max_val (%): 87.531 AUROC_real (%): 75.282

Epoch 289/600
157/157 - 4s - loss: 0.7613 - accuracy: 0.9202 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.7043690085411072
	accuracy: 0.9369999766349792 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    26.725 81.986 75.488 82.234 78.853
	Acc: 0.937 OSCR : 67.478 AUROC_max_val (%): 81.986 AUROC_real (%): 69.740

Epoch 290/600
157/157 - 4s - loss: 0.7763 - accuracy: 0.9158 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6580485105514526
	accuracy: 0.9392499923706055 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    30.400 84.257 76.825 86.158 81.192
	Acc: 0.939 OSCR : 70.403 AUROC_max_val (%): 84.257 AUROC_real (%): 72.727

Epoch 291/600
157/157 - 4s - loss: 0.7617 - accuracy: 0.9193 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.7090998291969299
	accuracy: 0.937749981880188 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.625 85.884 78.800 86.842 83.564
	Acc: 0.938 OSCR : 70.926 AUROC_max_val (%): 85.884 AUROC_real (%): 73.494

Epoch 292/600
157/157 - 4s - loss: 0.7368 - accuracy: 0.9232 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5653868913650513
	accuracy: 0.9474999904632568 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    29.175 82.409 75.862 81.922 80.108
	Acc: 0.948 OSCR : 74.626 AUROC_max_val (%): 82.409 AUROC_real (%): 76.738

Epoch 293/600
157/157 - 4s - loss: 0.7235 - accuracy: 0.9245 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.7521365284919739
	accuracy: 0.9369999766349792 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    25.450 81.646 75.013 82.401 78.303
	Acc: 0.937 OSCR : 68.924 AUROC_max_val (%): 81.646 AUROC_real (%): 71.534

Epoch 294/600
157/157 - 4s - loss: 0.7213 - accuracy: 0.9216 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.711381733417511
	accuracy: 0.9427499771118164 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    31.325 84.931 77.800 86.610 82.268
	Acc: 0.943 OSCR : 69.183 AUROC_max_val (%): 84.931 AUROC_real (%): 71.556

Epoch 295/600
157/157 - 4s - loss: 0.7380 - accuracy: 0.9209 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.7352025508880615
	accuracy: 0.9350000023841858 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    32.200 84.969 78.150 86.033 82.111
	Acc: 0.935 OSCR : 72.926 AUROC_max_val (%): 84.969 AUROC_real (%): 75.729

Epoch 296/600
157/157 - 4s - loss: 0.7105 - accuracy: 0.9242 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5720210671424866
	accuracy: 0.9490000009536743 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.475 84.781 77.562 85.565 82.565
	Acc: 0.949 OSCR : 74.000 AUROC_max_val (%): 84.781 AUROC_real (%): 76.099

Epoch 297/600
157/157 - 4s - loss: 0.7202 - accuracy: 0.9240 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6416196823120117
	accuracy: 0.9397500157356262 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    30.200 84.289 77.587 85.301 81.017
	Acc: 0.940 OSCR : 72.649 AUROC_max_val (%): 84.289 AUROC_real (%): 74.906

Epoch 298/600
157/157 - 4s - loss: 0.7198 - accuracy: 0.9249 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.67262864112854
	accuracy: 0.9427499771118164 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    28.650 81.598 75.237 81.327 79.008
	Acc: 0.943 OSCR : 68.937 AUROC_max_val (%): 81.598 AUROC_real (%): 70.998

Epoch 299/600
157/157 - 4s - loss: 0.7117 - accuracy: 0.9255 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.8200491070747375
	accuracy: 0.9322500228881836 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    29.300 82.797 76.237 83.148 80.231
	Acc: 0.932 OSCR : 70.039 AUROC_max_val (%): 82.797 AUROC_real (%): 72.989

Epoch 300/600
157/157 - 4s - loss: 0.6982 - accuracy: 0.9268 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6137129068374634
	accuracy: 0.9447500109672546 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.825 86.382 79.475 86.786 84.159
	Acc: 0.945 OSCR : 70.588 AUROC_max_val (%): 86.382 AUROC_real (%): 72.751

Epoch 301/600
157/157 - 4s - loss: 0.6954 - accuracy: 0.9243 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.7862218022346497
	accuracy: 0.9307500123977661 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    20.000 75.830 70.150 75.636 73.052
	Acc: 0.931 OSCR : 64.514 AUROC_max_val (%): 75.830 AUROC_real (%): 66.947

Epoch 302/600
157/157 - 4s - loss: 0.7196 - accuracy: 0.9219 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5642951130867004
	accuracy: 0.9482499957084656 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.900 83.908 77.338 82.982 82.253
	Acc: 0.948 OSCR : 75.104 AUROC_max_val (%): 83.908 AUROC_real (%): 77.258

Epoch 303/600
157/157 - 4s - loss: 0.7026 - accuracy: 0.9262 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6098183989524841
	accuracy: 0.9449999928474426 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    31.375 83.901 76.600 84.983 81.080
	Acc: 0.945 OSCR : 72.731 AUROC_max_val (%): 83.901 AUROC_real (%): 74.901

Epoch 304/600
157/157 - 4s - loss: 0.6879 - accuracy: 0.9270 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6190041899681091
	accuracy: 0.9462500214576721 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.525 83.671 76.675 83.526 81.880
	Acc: 0.946 OSCR : 73.151 AUROC_max_val (%): 83.671 AUROC_real (%): 75.491

Epoch 305/600
157/157 - 4s - loss: 0.6918 - accuracy: 0.9275 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6023902297019958
	accuracy: 0.9549999833106995 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.575 85.158 78.013 85.582 83.286
	Acc: 0.955 OSCR : 69.515 AUROC_max_val (%): 85.158 AUROC_real (%): 71.394

Epoch 306/600
157/157 - 4s - loss: 0.6807 - accuracy: 0.9288 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5732983946800232
	accuracy: 0.9467499852180481 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.525 85.743 79.300 86.746 83.131
	Acc: 0.947 OSCR : 75.267 AUROC_max_val (%): 85.743 AUROC_real (%): 77.511

Epoch 307/600
157/157 - 4s - loss: 0.6726 - accuracy: 0.9298 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6157851219177246
	accuracy: 0.9482499957084656 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    38.650 86.371 79.400 86.381 84.602
	Acc: 0.948 OSCR : 73.572 AUROC_max_val (%): 86.371 AUROC_real (%): 75.849

Epoch 308/600
157/157 - 4s - loss: 0.7061 - accuracy: 0.9258 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.7436008453369141
	accuracy: 0.9387500286102295 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    29.675 84.540 78.000 85.612 81.320
	Acc: 0.939 OSCR : 70.967 AUROC_max_val (%): 84.540 AUROC_real (%): 73.714

Epoch 309/600
157/157 - 4s - loss: 0.6728 - accuracy: 0.9294 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6166291832923889
	accuracy: 0.9482499957084656 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.050 85.589 78.575 86.072 83.522
	Acc: 0.948 OSCR : 73.013 AUROC_max_val (%): 85.589 AUROC_real (%): 75.277

Epoch 310/600
157/157 - 4s - loss: 0.6787 - accuracy: 0.9280 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5154353976249695
	accuracy: 0.9507499933242798 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.675 87.618 80.712 88.972 84.829
	Acc: 0.951 OSCR : 75.432 AUROC_max_val (%): 87.618 AUROC_real (%): 77.453

Epoch 311/600
157/157 - 4s - loss: 0.6675 - accuracy: 0.9291 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5547406077384949
	accuracy: 0.9492499828338623 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    33.575 84.164 76.763 84.497 82.100
	Acc: 0.949 OSCR : 73.161 AUROC_max_val (%): 84.164 AUROC_real (%): 75.169

Epoch 312/600
157/157 - 4s - loss: 0.6831 - accuracy: 0.9287 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5834398865699768
	accuracy: 0.949999988079071 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.450 85.181 78.388 85.390 83.379
	Acc: 0.950 OSCR : 73.850 AUROC_max_val (%): 85.181 AUROC_real (%): 76.014

Epoch 313/600
157/157 - 4s - loss: 0.6791 - accuracy: 0.9269 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5040636658668518
	accuracy: 0.953499972820282 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    30.900 83.128 76.362 82.898 81.106
	Acc: 0.954 OSCR : 73.381 AUROC_max_val (%): 83.128 AUROC_real (%): 75.178

Epoch 314/600
157/157 - 4s - loss: 0.6455 - accuracy: 0.9329 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6187326908111572
	accuracy: 0.9462500214576721 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    32.900 84.067 77.362 84.498 81.852
	Acc: 0.946 OSCR : 72.609 AUROC_max_val (%): 84.067 AUROC_real (%): 74.855

Epoch 315/600
157/157 - 4s - loss: 0.6556 - accuracy: 0.9308 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5513495206832886
	accuracy: 0.9524999856948853 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    38.375 87.359 80.038 88.310 85.474
	Acc: 0.953 OSCR : 74.694 AUROC_max_val (%): 87.359 AUROC_real (%): 76.760

Epoch 316/600
157/157 - 4s - loss: 0.6634 - accuracy: 0.9308 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5130449533462524
	accuracy: 0.9539999961853027 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.550 85.346 78.438 85.510 83.318
	Acc: 0.954 OSCR : 74.914 AUROC_max_val (%): 85.346 AUROC_real (%): 76.876

Epoch 317/600
157/157 - 4s - loss: 0.6472 - accuracy: 0.9309 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5573713779449463
	accuracy: 0.9545000195503235 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    32.375 83.100 76.425 82.721 81.057
	Acc: 0.955 OSCR : 71.785 AUROC_max_val (%): 83.100 AUROC_real (%): 73.702

Epoch 318/600
157/157 - 4s - loss: 0.6431 - accuracy: 0.9306 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6266665458679199
	accuracy: 0.9507499933242798 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.650 86.144 79.188 86.710 84.189
	Acc: 0.951 OSCR : 71.774 AUROC_max_val (%): 86.144 AUROC_real (%): 73.886

Epoch 319/600
157/157 - 4s - loss: 0.6639 - accuracy: 0.9313 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5843190550804138
	accuracy: 0.9505000114440918 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    31.025 81.987 75.175 80.829 80.391
	Acc: 0.951 OSCR : 72.099 AUROC_max_val (%): 81.987 AUROC_real (%): 74.158

Epoch 320/600
157/157 - 4s - loss: 0.6444 - accuracy: 0.9323 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.591331422328949
	accuracy: 0.9502500295639038 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    27.850 79.656 73.413 77.522 78.042
	Acc: 0.950 OSCR : 70.872 AUROC_max_val (%): 79.656 AUROC_real (%): 72.775

Epoch 321/600
157/157 - 4s - loss: 0.6554 - accuracy: 0.9296 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5679705739021301
	accuracy: 0.9507499933242798 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.800 83.921 76.700 83.430 82.112
	Acc: 0.951 OSCR : 71.536 AUROC_max_val (%): 83.921 AUROC_real (%): 73.635

Epoch 322/600
157/157 - 4s - loss: 0.6300 - accuracy: 0.9327 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5897876620292664
	accuracy: 0.9472500085830688 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    30.750 82.882 76.250 81.895 81.095
	Acc: 0.947 OSCR : 71.437 AUROC_max_val (%): 82.882 AUROC_real (%): 73.461

Epoch 323/600
157/157 - 4s - loss: 0.6435 - accuracy: 0.9323 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5037065744400024
	accuracy: 0.9570000171661377 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.525 86.055 79.050 86.261 84.050
	Acc: 0.957 OSCR : 73.333 AUROC_max_val (%): 86.055 AUROC_real (%): 75.169

Epoch 324/600
157/157 - 4s - loss: 0.6324 - accuracy: 0.9323 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.7686588168144226
	accuracy: 0.9432500004768372 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    32.875 83.351 76.175 83.209 81.396
	Acc: 0.943 OSCR : 66.255 AUROC_max_val (%): 83.351 AUROC_real (%): 68.543

Epoch 325/600
157/157 - 4s - loss: 0.6409 - accuracy: 0.9326 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5517733097076416
	accuracy: 0.9495000243186951 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    31.950 82.280 75.600 80.915 80.538
	Acc: 0.950 OSCR : 72.877 AUROC_max_val (%): 82.280 AUROC_real (%): 74.933

Epoch 326/600
157/157 - 4s - loss: 0.6375 - accuracy: 0.9339 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5169059634208679
	accuracy: 0.953000009059906 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.075 84.631 78.013 84.355 82.749
	Acc: 0.953 OSCR : 72.653 AUROC_max_val (%): 84.631 AUROC_real (%): 74.596

Epoch 327/600
157/157 - 4s - loss: 0.6358 - accuracy: 0.9321 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4885811507701874
	accuracy: 0.9555000066757202 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.100 85.088 77.925 85.462 82.799
	Acc: 0.956 OSCR : 72.756 AUROC_max_val (%): 85.088 AUROC_real (%): 74.516

Epoch 328/600
157/157 - 4s - loss: 0.6099 - accuracy: 0.9350 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5414060354232788
	accuracy: 0.9517499804496765 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.825 85.924 79.013 86.591 83.339
	Acc: 0.952 OSCR : 73.467 AUROC_max_val (%): 85.924 AUROC_real (%): 75.437

Epoch 329/600
157/157 - 4s - loss: 0.6049 - accuracy: 0.9373 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4829113781452179
	accuracy: 0.9545000195503235 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    33.250 83.435 76.850 82.301 82.000
	Acc: 0.955 OSCR : 75.118 AUROC_max_val (%): 83.435 AUROC_real (%): 76.959

Epoch 330/600
157/157 - 4s - loss: 0.6271 - accuracy: 0.9328 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5415704846382141
	accuracy: 0.949999988079071 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    38.400 86.746 79.737 87.170 84.697
	Acc: 0.950 OSCR : 75.031 AUROC_max_val (%): 86.746 AUROC_real (%): 77.171

Epoch 331/600
157/157 - 4s - loss: 0.6181 - accuracy: 0.9354 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5414839386940002
	accuracy: 0.9520000219345093 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    33.650 84.215 77.475 83.865 82.452
	Acc: 0.952 OSCR : 72.350 AUROC_max_val (%): 84.215 AUROC_real (%): 74.225

Epoch 332/600
157/157 - 4s - loss: 0.5994 - accuracy: 0.9372 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5671085119247437
	accuracy: 0.9512500166893005 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.275 85.328 77.850 85.581 83.524
	Acc: 0.951 OSCR : 72.901 AUROC_max_val (%): 85.328 AUROC_real (%): 75.032

Epoch 333/600
157/157 - 4s - loss: 0.6052 - accuracy: 0.9371 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.46603167057037354
	accuracy: 0.9549999833106995 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.775 86.372 79.600 86.778 84.366
	Acc: 0.955 OSCR : 77.944 AUROC_max_val (%): 86.372 AUROC_real (%): 79.833

Epoch 334/600
157/157 - 4s - loss: 0.6131 - accuracy: 0.9351 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5289483666419983
	accuracy: 0.953000009059906 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    33.675 84.909 78.050 85.163 82.412
	Acc: 0.953 OSCR : 72.690 AUROC_max_val (%): 84.909 AUROC_real (%): 74.546

Epoch 335/600
157/157 - 4s - loss: 0.5990 - accuracy: 0.9372 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5102007985115051
	accuracy: 0.9582499861717224 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.225 85.525 78.925 84.257 84.192
	Acc: 0.958 OSCR : 75.185 AUROC_max_val (%): 85.525 AUROC_real (%): 77.054

Epoch 336/600
157/157 - 4s - loss: 0.6018 - accuracy: 0.9366 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5337152481079102
	accuracy: 0.9524999856948853 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.325 84.909 77.787 85.007 82.934
	Acc: 0.953 OSCR : 73.324 AUROC_max_val (%): 84.909 AUROC_real (%): 75.325

Epoch 337/600
157/157 - 4s - loss: 0.5975 - accuracy: 0.9355 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5825327038764954
	accuracy: 0.9520000219345093 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.200 86.229 79.375 86.884 83.678
	Acc: 0.952 OSCR : 70.005 AUROC_max_val (%): 86.229 AUROC_real (%): 71.977

Epoch 338/600
157/157 - 4s - loss: 0.5955 - accuracy: 0.9365 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.49913668632507324
	accuracy: 0.9572499990463257 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.875 85.620 79.038 85.284 83.767
	Acc: 0.957 OSCR : 76.040 AUROC_max_val (%): 85.620 AUROC_real (%): 77.999

Epoch 339/600
157/157 - 4s - loss: 0.5901 - accuracy: 0.9384 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5668092370033264
	accuracy: 0.9577500224113464 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.550 84.093 77.125 83.754 82.540
	Acc: 0.958 OSCR : 69.306 AUROC_max_val (%): 84.093 AUROC_real (%): 71.072

Epoch 340/600
157/157 - 4s - loss: 0.5944 - accuracy: 0.9371 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.47131621837615967
	accuracy: 0.9549999833106995 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.425 84.377 77.087 83.853 82.649
	Acc: 0.955 OSCR : 73.521 AUROC_max_val (%): 84.377 AUROC_real (%): 75.295

Epoch 341/600
157/157 - 4s - loss: 0.5870 - accuracy: 0.9378 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5471571683883667
	accuracy: 0.9517499804496765 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    33.700 83.815 77.138 84.036 81.758
	Acc: 0.952 OSCR : 71.730 AUROC_max_val (%): 83.815 AUROC_real (%): 73.776

Epoch 342/600
157/157 - 4s - loss: 0.5784 - accuracy: 0.9367 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4947825074195862
	accuracy: 0.9545000195503235 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    32.775 82.854 76.100 82.188 81.207
	Acc: 0.955 OSCR : 71.630 AUROC_max_val (%): 82.854 AUROC_real (%): 73.340

Epoch 343/600
157/157 - 4s - loss: 0.5801 - accuracy: 0.9395 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5028946399688721
	accuracy: 0.9557499885559082 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    38.125 86.581 79.688 87.048 84.496
	Acc: 0.956 OSCR : 72.801 AUROC_max_val (%): 86.581 AUROC_real (%): 74.657

Epoch 344/600
157/157 - 4s - loss: 0.5653 - accuracy: 0.9401 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5083703994750977
	accuracy: 0.953000009059906 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    38.525 87.059 80.163 87.427 85.061
	Acc: 0.953 OSCR : 74.430 AUROC_max_val (%): 87.059 AUROC_real (%): 76.356

Epoch 345/600
157/157 - 4s - loss: 0.5760 - accuracy: 0.9396 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.563392698764801
	accuracy: 0.9547500014305115 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.800 85.315 78.213 85.324 83.313
	Acc: 0.955 OSCR : 69.491 AUROC_max_val (%): 85.315 AUROC_real (%): 71.418

Epoch 346/600
157/157 - 4s - loss: 0.5712 - accuracy: 0.9392 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4859260618686676
	accuracy: 0.9547500014305115 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.525 85.104 78.250 84.350 83.536
	Acc: 0.955 OSCR : 73.901 AUROC_max_val (%): 85.104 AUROC_real (%): 75.693

Epoch 347/600
157/157 - 4s - loss: 0.5985 - accuracy: 0.9351 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.49096980690956116
	accuracy: 0.9580000042915344 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    39.100 86.027 79.088 85.835 84.596
	Acc: 0.958 OSCR : 73.469 AUROC_max_val (%): 86.027 AUROC_real (%): 75.316

Epoch 348/600
157/157 - 4s - loss: 0.5780 - accuracy: 0.9390 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5145247578620911
	accuracy: 0.953000009059906 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    39.125 87.013 80.025 87.471 85.102
	Acc: 0.953 OSCR : 75.588 AUROC_max_val (%): 87.013 AUROC_real (%): 77.665

Epoch 349/600
157/157 - 4s - loss: 0.5902 - accuracy: 0.9366 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4875534474849701
	accuracy: 0.9545000195503235 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    33.525 85.066 78.300 84.761 83.098
	Acc: 0.955 OSCR : 75.079 AUROC_max_val (%): 85.066 AUROC_real (%): 76.958

Epoch 350/600
157/157 - 4s - loss: 0.5654 - accuracy: 0.9413 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.48409178853034973
	accuracy: 0.9557499885559082 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    38.575 85.863 78.987 85.583 83.937
	Acc: 0.956 OSCR : 74.584 AUROC_max_val (%): 85.863 AUROC_real (%): 76.416

Epoch 351/600
157/157 - 4s - loss: 0.5498 - accuracy: 0.9433 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.48258039355278015
	accuracy: 0.9577500224113464 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.925 86.793 79.925 87.424 84.516
	Acc: 0.958 OSCR : 76.294 AUROC_max_val (%): 86.793 AUROC_real (%): 78.123

Epoch 352/600
157/157 - 4s - loss: 0.5644 - accuracy: 0.9390 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.474759578704834
	accuracy: 0.9580000042915344 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    40.900 87.188 80.062 87.538 85.533
	Acc: 0.958 OSCR : 73.537 AUROC_max_val (%): 87.188 AUROC_real (%): 75.356

Epoch 353/600
157/157 - 4s - loss: 0.5547 - accuracy: 0.9411 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.48627036809921265
	accuracy: 0.9570000171661377 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    39.375 87.074 80.287 87.426 85.129
	Acc: 0.957 OSCR : 74.864 AUROC_max_val (%): 87.074 AUROC_real (%): 76.765

Epoch 354/600
157/157 - 4s - loss: 0.5503 - accuracy: 0.9420 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5101706385612488
	accuracy: 0.9570000171661377 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    39.600 86.297 79.500 86.325 84.384
	Acc: 0.957 OSCR : 72.147 AUROC_max_val (%): 86.297 AUROC_real (%): 74.004

Epoch 355/600
157/157 - 4s - loss: 0.5633 - accuracy: 0.9398 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.47621774673461914
	accuracy: 0.956250011920929 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    40.525 87.037 79.875 87.438 85.203
	Acc: 0.956 OSCR : 75.922 AUROC_max_val (%): 87.037 AUROC_real (%): 77.822

Epoch 356/600
157/157 - 4s - loss: 0.5515 - accuracy: 0.9409 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4749304950237274
	accuracy: 0.9567499756813049 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    33.625 84.104 77.388 83.983 82.287
	Acc: 0.957 OSCR : 72.774 AUROC_max_val (%): 84.104 AUROC_real (%): 74.464

Epoch 357/600
157/157 - 4s - loss: 0.5544 - accuracy: 0.9406 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.49229204654693604
	accuracy: 0.9577500224113464 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    38.200 86.121 79.150 85.919 84.506
	Acc: 0.958 OSCR : 73.259 AUROC_max_val (%): 86.121 AUROC_real (%): 74.976

Epoch 358/600
157/157 - 4s - loss: 0.5536 - accuracy: 0.9406 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.46125608682632446
	accuracy: 0.9585000276565552 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.425 85.003 78.137 84.622 83.332
	Acc: 0.959 OSCR : 74.729 AUROC_max_val (%): 85.003 AUROC_real (%): 76.475

Epoch 359/600
157/157 - 4s - loss: 0.5434 - accuracy: 0.9413 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.465639591217041
	accuracy: 0.9570000171661377 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.700 85.298 78.400 84.573 83.929
	Acc: 0.957 OSCR : 75.118 AUROC_max_val (%): 85.298 AUROC_real (%): 76.983

Epoch 360/600
157/157 - 4s - loss: 0.5444 - accuracy: 0.9423 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.46761372685432434
	accuracy: 0.9582499861717224 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    39.000 86.581 79.763 86.702 84.797
	Acc: 0.958 OSCR : 74.933 AUROC_max_val (%): 86.581 AUROC_real (%): 76.780

Epoch 361/600
157/157 - 4s - loss: 0.5687 - accuracy: 0.9402 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.44503241777420044
	accuracy: 0.9599999785423279 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.500 84.998 78.263 84.305 83.460
	Acc: 0.960 OSCR : 74.455 AUROC_max_val (%): 84.998 AUROC_real (%): 76.134

Epoch 362/600
157/157 - 4s - loss: 0.5225 - accuracy: 0.9457 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4543393552303314
	accuracy: 0.9589999914169312 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.950 85.407 78.750 84.732 83.943
	Acc: 0.959 OSCR : 73.796 AUROC_max_val (%): 85.407 AUROC_real (%): 75.513

Epoch 363/600
157/157 - 4s - loss: 0.5504 - accuracy: 0.9416 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.47009533643722534
	accuracy: 0.9574999809265137 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.650 86.010 79.050 86.159 84.032
	Acc: 0.958 OSCR : 73.702 AUROC_max_val (%): 86.010 AUROC_real (%): 75.476

Epoch 364/600
157/157 - 4s - loss: 0.5401 - accuracy: 0.9432 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.4767734408378601
	accuracy: 0.9585000276565552 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.075 85.230 78.375 84.886 83.550
	Acc: 0.959 OSCR : 72.787 AUROC_max_val (%): 85.230 AUROC_real (%): 74.524

Epoch 365/600
157/157 - 4s - loss: 0.5317 - accuracy: 0.9427 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4799233675003052
	accuracy: 0.9585000276565552 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.075 86.169 79.338 86.224 84.391
	Acc: 0.959 OSCR : 72.857 AUROC_max_val (%): 86.169 AUROC_real (%): 74.627

Epoch 366/600
157/157 - 4s - loss: 0.5471 - accuracy: 0.9416 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.46378207206726074
	accuracy: 0.9592499732971191 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    39.925 87.449 80.350 88.125 85.466
	Acc: 0.959 OSCR : 75.099 AUROC_max_val (%): 87.449 AUROC_real (%): 76.886

Epoch 367/600
157/157 - 4s - loss: 0.5480 - accuracy: 0.9407 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4517470896244049
	accuracy: 0.9597499966621399 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    39.800 86.550 79.600 86.486 84.909
	Acc: 0.960 OSCR : 75.263 AUROC_max_val (%): 86.550 AUROC_real (%): 76.997

Epoch 368/600
157/157 - 4s - loss: 0.5434 - accuracy: 0.9428 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4628886282444
	accuracy: 0.9574999809265137 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.475 85.245 78.225 84.671 83.704
	Acc: 0.958 OSCR : 73.815 AUROC_max_val (%): 85.245 AUROC_real (%): 75.562

Epoch 369/600
157/157 - 4s - loss: 0.5183 - accuracy: 0.9462 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.44749289751052856
	accuracy: 0.9597499966621399 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.475 85.662 78.925 85.288 83.901
	Acc: 0.960 OSCR : 74.572 AUROC_max_val (%): 85.662 AUROC_real (%): 76.260

Epoch 370/600
157/157 - 4s - loss: 0.5282 - accuracy: 0.9435 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.48071232438087463
	accuracy: 0.9589999914169312 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.175 84.884 78.088 84.464 83.170
	Acc: 0.959 OSCR : 73.286 AUROC_max_val (%): 84.884 AUROC_real (%): 75.059

Epoch 371/600
157/157 - 4s - loss: 0.5250 - accuracy: 0.9452 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.44827261567115784
	accuracy: 0.9614999890327454 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    39.525 85.885 79.025 85.431 84.439
	Acc: 0.962 OSCR : 73.853 AUROC_max_val (%): 85.885 AUROC_real (%): 75.512

Epoch 372/600
157/157 - 4s - loss: 0.5295 - accuracy: 0.9431 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4391695559024811
	accuracy: 0.9592499732971191 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.375 86.246 79.425 86.323 84.425
	Acc: 0.959 OSCR : 75.688 AUROC_max_val (%): 86.246 AUROC_real (%): 77.393

Epoch 373/600
157/157 - 4s - loss: 0.5341 - accuracy: 0.9432 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.443838506937027
	accuracy: 0.9597499966621399 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    39.575 86.359 79.688 86.144 84.661
	Acc: 0.960 OSCR : 74.737 AUROC_max_val (%): 86.359 AUROC_real (%): 76.454

Epoch 374/600
157/157 - 4s - loss: 0.5362 - accuracy: 0.9416 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.45011863112449646
	accuracy: 0.9592499732971191 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.350 86.783 79.912 87.076 84.934
	Acc: 0.959 OSCR : 74.031 AUROC_max_val (%): 86.783 AUROC_real (%): 75.733

Epoch 375/600
157/157 - 4s - loss: 0.5252 - accuracy: 0.9450 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4502218961715698
	accuracy: 0.9617499709129333 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.625 86.510 79.575 86.696 84.832
	Acc: 0.962 OSCR : 74.101 AUROC_max_val (%): 86.510 AUROC_real (%): 75.783

Epoch 376/600
157/157 - 4s - loss: 0.5113 - accuracy: 0.9457 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4477262496948242
	accuracy: 0.9610000252723694 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.625 86.102 79.200 85.822 84.672
	Acc: 0.961 OSCR : 74.252 AUROC_max_val (%): 86.102 AUROC_real (%): 75.957

Epoch 377/600
157/157 - 4s - loss: 0.5197 - accuracy: 0.9446 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4583290219306946
	accuracy: 0.9587500095367432 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.775 85.705 78.912 85.368 84.091
	Acc: 0.959 OSCR : 73.150 AUROC_max_val (%): 85.705 AUROC_real (%): 74.836

Epoch 378/600
157/157 - 4s - loss: 0.5211 - accuracy: 0.9448 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4519861042499542
	accuracy: 0.9589999914169312 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.275 86.098 79.300 85.775 84.689
	Acc: 0.959 OSCR : 73.536 AUROC_max_val (%): 86.098 AUROC_real (%): 75.252

Epoch 379/600
157/157 - 4s - loss: 0.5231 - accuracy: 0.9438 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4534764587879181
	accuracy: 0.9592499732971191 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.525 86.296 79.425 86.193 84.852
	Acc: 0.959 OSCR : 73.739 AUROC_max_val (%): 86.296 AUROC_real (%): 75.444

Epoch 380/600
157/157 - 4s - loss: 0.5358 - accuracy: 0.9441 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.43920183181762695
	accuracy: 0.9595000147819519 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.150 86.116 79.238 85.974 84.589
	Acc: 0.960 OSCR : 74.870 AUROC_max_val (%): 86.116 AUROC_real (%): 76.563

Epoch 381/600
157/157 - 4s - loss: 0.5133 - accuracy: 0.9457 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.44806838035583496
	accuracy: 0.9564999938011169 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.300 85.430 78.663 84.977 83.940
	Acc: 0.957 OSCR : 73.981 AUROC_max_val (%): 85.430 AUROC_real (%): 75.669

Epoch 382/600
157/157 - 4s - loss: 0.5075 - accuracy: 0.9476 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.4558042287826538
	accuracy: 0.9580000042915344 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.875 86.002 79.312 85.746 84.446
	Acc: 0.958 OSCR : 73.563 AUROC_max_val (%): 86.002 AUROC_real (%): 75.271

Epoch 383/600
157/157 - 4s - loss: 0.5002 - accuracy: 0.9470 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4637218713760376
	accuracy: 0.9585000276565552 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.350 85.414 78.638 84.907 84.004
	Acc: 0.959 OSCR : 72.994 AUROC_max_val (%): 85.414 AUROC_real (%): 74.700

Epoch 384/600
157/157 - 4s - loss: 0.5227 - accuracy: 0.9439 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4578742980957031
	accuracy: 0.9574999809265137 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    38.200 85.722 79.062 85.299 84.237
	Acc: 0.958 OSCR : 73.379 AUROC_max_val (%): 85.722 AUROC_real (%): 75.074

Epoch 385/600
157/157 - 4s - loss: 0.5101 - accuracy: 0.9467 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.4502793252468109
	accuracy: 0.9587500095367432 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.950 85.831 79.050 85.446 84.310
	Acc: 0.959 OSCR : 74.088 AUROC_max_val (%): 85.831 AUROC_real (%): 75.786

Epoch 386/600
157/157 - 4s - loss: 0.4998 - accuracy: 0.9464 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4501253366470337
	accuracy: 0.9595000147819519 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.525 85.526 78.825 85.129 83.976
	Acc: 0.960 OSCR : 74.120 AUROC_max_val (%): 85.526 AUROC_real (%): 75.803

Epoch 387/600
157/157 - 4s - loss: 0.5192 - accuracy: 0.9445 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.45004546642303467
	accuracy: 0.9597499966621399 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.975 86.094 79.300 85.836 84.564
	Acc: 0.960 OSCR : 74.028 AUROC_max_val (%): 86.094 AUROC_real (%): 75.713

Epoch 388/600
157/157 - 4s - loss: 0.5139 - accuracy: 0.9467 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.4521180987358093
	accuracy: 0.9597499966621399 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.800 85.901 79.038 85.477 84.434
	Acc: 0.960 OSCR : 74.026 AUROC_max_val (%): 85.901 AUROC_real (%): 75.728

Epoch 389/600
157/157 - 4s - loss: 0.5304 - accuracy: 0.9435 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.45804286003112793
	accuracy: 0.9585000276565552 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.925 85.928 79.075 85.556 84.475
	Acc: 0.959 OSCR : 73.641 AUROC_max_val (%): 85.928 AUROC_real (%): 75.354

Epoch 390/600
157/157 - 4s - loss: 0.5262 - accuracy: 0.9435 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.4553474485874176
	accuracy: 0.9589999914169312 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.650 85.792 78.975 85.405 84.382
	Acc: 0.959 OSCR : 73.733 AUROC_max_val (%): 85.792 AUROC_real (%): 75.444

Epoch 391/600
157/157 - 4s - loss: 0.5389 - accuracy: 0.9412 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.4530337452888489
	accuracy: 0.9589999914169312 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.175 85.624 78.787 85.212 84.192
	Acc: 0.959 OSCR : 73.778 AUROC_max_val (%): 85.624 AUROC_real (%): 75.481

Epoch 392/600
157/157 - 4s - loss: 0.5073 - accuracy: 0.9442 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4514172673225403
	accuracy: 0.9587500095367432 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.075 85.378 78.487 84.864 83.972
	Acc: 0.959 OSCR : 73.815 AUROC_max_val (%): 85.378 AUROC_real (%): 75.513

Epoch 393/600
157/157 - 4s - loss: 0.5213 - accuracy: 0.9449 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.4543634355068207
	accuracy: 0.9592499732971191 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.500 85.587 78.737 85.149 84.111
	Acc: 0.959 OSCR : 73.691 AUROC_max_val (%): 85.587 AUROC_real (%): 75.392

Epoch 394/600
157/157 - 4s - loss: 0.5270 - accuracy: 0.9444 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4589846134185791
	accuracy: 0.9597499966621399 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.875 85.407 78.575 84.902 83.965
	Acc: 0.960 OSCR : 73.299 AUROC_max_val (%): 85.407 AUROC_real (%): 74.992

Epoch 395/600
157/157 - 4s - loss: 0.5052 - accuracy: 0.9463 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.45212772488594055
	accuracy: 0.9592499732971191 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.250 85.533 78.663 85.078 84.092
	Acc: 0.959 OSCR : 73.628 AUROC_max_val (%): 85.533 AUROC_real (%): 75.315

Epoch 396/600
157/157 - 4s - loss: 0.5158 - accuracy: 0.9449 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.45311596989631653
	accuracy: 0.9595000147819519 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.175 85.645 78.800 85.237 84.168
	Acc: 0.960 OSCR : 73.623 AUROC_max_val (%): 85.645 AUROC_real (%): 75.313

Epoch 397/600
157/157 - 4s - loss: 0.5093 - accuracy: 0.9467 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.4518709182739258
	accuracy: 0.9595000147819519 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.550 85.645 78.787 85.208 84.195
	Acc: 0.960 OSCR : 73.738 AUROC_max_val (%): 85.645 AUROC_real (%): 75.429

Epoch 398/600
157/157 - 4s - loss: 0.5326 - accuracy: 0.9438 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.45373278856277466
	accuracy: 0.9589999914169312 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.025 85.632 78.763 85.211 84.173
	Acc: 0.959 OSCR : 73.554 AUROC_max_val (%): 85.632 AUROC_real (%): 75.248

Epoch 399/600
157/157 - 4s - loss: 0.5116 - accuracy: 0.9462 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.4497680962085724
	accuracy: 0.9585000276565552 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.425 85.694 78.912 85.309 84.233
	Acc: 0.959 OSCR : 73.794 AUROC_max_val (%): 85.694 AUROC_real (%): 75.482

Epoch 400/600
157/157 - 4s - loss: 0.5149 - accuracy: 0.9456 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4512687921524048
	accuracy: 0.9587500095367432 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.050 85.537 78.712 85.084 84.077
	Acc: 0.959 OSCR : 73.698 AUROC_max_val (%): 85.537 AUROC_real (%): 75.386

Epoch 401/600
157/157 - 4s - loss: 0.5132 - accuracy: 0.9441 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.45467960834503174
	accuracy: 0.9592499732971191 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.150 85.425 78.562 84.936 83.971
	Acc: 0.959 OSCR : 73.349 AUROC_max_val (%): 85.425 AUROC_real (%): 75.036

Epoch 402/600
157/157 - 4s - loss: 0.8029 - accuracy: 0.9172 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):1.1861265897750854
	accuracy: 0.9282500147819519 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    27.500 81.931 75.575 82.940 78.620
	Acc: 0.928 OSCR : 58.296 AUROC_max_val (%): 81.931 AUROC_real (%): 61.205

Epoch 403/600
157/157 - 4s - loss: 0.8271 - accuracy: 0.9125 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6613702178001404
	accuracy: 0.9474999904632568 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.100 84.292 77.388 84.235 82.373
	Acc: 0.948 OSCR : 69.490 AUROC_max_val (%): 84.292 AUROC_real (%): 71.610

Epoch 404/600
157/157 - 4s - loss: 0.8234 - accuracy: 0.9145 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6491520404815674
	accuracy: 0.9427499771118164 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    29.150 83.638 76.500 84.965 80.732
	Acc: 0.943 OSCR : 72.631 AUROC_max_val (%): 83.638 AUROC_real (%): 75.021

Epoch 405/600
157/157 - 4s - loss: 0.8390 - accuracy: 0.9115 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.7115899324417114
	accuracy: 0.9359999895095825 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    32.475 83.248 76.113 83.982 80.780
	Acc: 0.936 OSCR : 73.397 AUROC_max_val (%): 83.248 AUROC_real (%): 76.183

Epoch 406/600
157/157 - 4s - loss: 0.8329 - accuracy: 0.9125 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.7584924101829529
	accuracy: 0.934499979019165 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    21.750 79.309 73.350 80.416 75.564
	Acc: 0.934 OSCR : 68.164 AUROC_max_val (%): 79.309 AUROC_real (%): 70.666

Epoch 407/600
157/157 - 4s - loss: 0.8497 - accuracy: 0.9118 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.677982747554779
	accuracy: 0.9402499794960022 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.750 85.135 78.162 85.838 82.973
	Acc: 0.940 OSCR : 72.777 AUROC_max_val (%): 85.135 AUROC_real (%): 75.245

Epoch 408/600
157/157 - 4s - loss: 0.8199 - accuracy: 0.9123 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):1.0775972604751587
	accuracy: 0.9317499995231628 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    32.575 84.936 78.312 85.909 82.409
	Acc: 0.932 OSCR : 63.641 AUROC_max_val (%): 84.936 AUROC_real (%): 66.508

Epoch 409/600
157/157 - 4s - loss: 0.8018 - accuracy: 0.9152 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):1.0136723518371582
	accuracy: 0.9347500205039978 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    27.100 78.046 71.487 77.578 77.119
	Acc: 0.935 OSCR : 62.746 AUROC_max_val (%): 78.046 AUROC_real (%): 65.462

Epoch 410/600
157/157 - 4s - loss: 0.8144 - accuracy: 0.9137 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.7842491269111633
	accuracy: 0.9334999918937683 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    29.275 82.436 76.175 82.985 79.595
	Acc: 0.933 OSCR : 71.036 AUROC_max_val (%): 82.436 AUROC_real (%): 73.879

Epoch 411/600
157/157 - 4s - loss: 0.8129 - accuracy: 0.9138 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6800870895385742
	accuracy: 0.9417499899864197 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    25.250 81.527 74.725 83.059 78.615
	Acc: 0.942 OSCR : 68.625 AUROC_max_val (%): 81.527 AUROC_real (%): 70.971

Epoch 412/600
157/157 - 4s - loss: 0.8085 - accuracy: 0.9157 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6486537456512451
	accuracy: 0.937250018119812 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    32.975 85.375 78.038 86.668 82.498
	Acc: 0.937 OSCR : 76.871 AUROC_max_val (%): 85.375 AUROC_real (%): 79.676

Epoch 413/600
157/157 - 4s - loss: 0.8139 - accuracy: 0.9142 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.7854475378990173
	accuracy: 0.934249997138977 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    18.725 76.966 71.263 76.297 73.839
	Acc: 0.934 OSCR : 67.755 AUROC_max_val (%): 76.966 AUROC_real (%): 69.986

Epoch 414/600
157/157 - 4s - loss: 0.7894 - accuracy: 0.9171 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.8395130634307861
	accuracy: 0.9265000224113464 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    30.700 82.958 76.113 84.161 80.356
	Acc: 0.926 OSCR : 71.858 AUROC_max_val (%): 82.958 AUROC_real (%): 75.207

Epoch 415/600
157/157 - 4s - loss: 0.8096 - accuracy: 0.9132 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5918123126029968
	accuracy: 0.9477499723434448 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.875 84.239 76.950 84.620 82.309
	Acc: 0.948 OSCR : 73.273 AUROC_max_val (%): 84.239 AUROC_real (%): 75.405

Epoch 416/600
157/157 - 4s - loss: 0.8046 - accuracy: 0.9162 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.798873245716095
	accuracy: 0.9265000224113464 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    25.700 80.157 73.912 79.792 78.006
	Acc: 0.926 OSCR : 74.995 AUROC_max_val (%): 80.157 AUROC_real (%): 78.377

Epoch 417/600
157/157 - 4s - loss: 0.8276 - accuracy: 0.9139 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.7624239921569824
	accuracy: 0.934249997138977 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    31.825 84.000 77.038 84.559 81.512
	Acc: 0.934 OSCR : 72.060 AUROC_max_val (%): 84.000 AUROC_real (%): 74.952

Epoch 418/600
157/157 - 4s - loss: 0.8228 - accuracy: 0.9107 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.7114245891571045
	accuracy: 0.9362499713897705 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.475 86.019 78.825 87.531 83.744
	Acc: 0.936 OSCR : 73.626 AUROC_max_val (%): 86.019 AUROC_real (%): 76.501

Epoch 419/600
157/157 - 4s - loss: 0.7822 - accuracy: 0.9169 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.7157712578773499
	accuracy: 0.9347500205039978 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    31.350 82.810 75.863 83.376 80.667
	Acc: 0.935 OSCR : 72.144 AUROC_max_val (%): 82.810 AUROC_real (%): 74.925

Epoch 420/600
157/157 - 4s - loss: 0.7835 - accuracy: 0.9165 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.697380542755127
	accuracy: 0.9467499852180481 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    22.675 79.632 73.175 80.900 76.217
	Acc: 0.947 OSCR : 68.781 AUROC_max_val (%): 79.632 AUROC_real (%): 70.744

Epoch 421/600
157/157 - 4s - loss: 0.8154 - accuracy: 0.9147 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5911580920219421
	accuracy: 0.9480000138282776 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.600 84.678 77.562 85.197 83.178
	Acc: 0.948 OSCR : 74.380 AUROC_max_val (%): 84.678 AUROC_real (%): 76.645

Epoch 422/600
157/157 - 4s - loss: 0.7784 - accuracy: 0.9175 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.784616231918335
	accuracy: 0.9375 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    27.950 77.328 71.263 74.945 76.463
	Acc: 0.938 OSCR : 67.367 AUROC_max_val (%): 77.328 AUROC_real (%): 69.769

Epoch 423/600
157/157 - 4s - loss: 0.7836 - accuracy: 0.9163 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.7286562919616699
	accuracy: 0.9307500123977661 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    27.000 80.367 73.737 79.997 77.976
	Acc: 0.931 OSCR : 72.577 AUROC_max_val (%): 80.367 AUROC_real (%): 75.364

Epoch 424/600
157/157 - 4s - loss: 0.7832 - accuracy: 0.9186 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6512634754180908
	accuracy: 0.9490000009536743 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    24.750 76.364 70.750 74.285 75.290
	Acc: 0.949 OSCR : 69.674 AUROC_max_val (%): 76.364 AUROC_real (%): 71.584

Epoch 425/600
157/157 - 4s - loss: 0.7934 - accuracy: 0.9165 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5805798172950745
	accuracy: 0.9495000243186951 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.175 84.679 77.388 84.117 83.347
	Acc: 0.950 OSCR : 74.689 AUROC_max_val (%): 84.679 AUROC_real (%): 76.864

Epoch 426/600
157/157 - 4s - loss: 0.7757 - accuracy: 0.9191 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.631899356842041
	accuracy: 0.9440000057220459 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    24.975 79.382 73.400 78.400 77.333
	Acc: 0.944 OSCR : 69.199 AUROC_max_val (%): 79.382 AUROC_real (%): 71.138

Epoch 427/600
157/157 - 4s - loss: 0.7726 - accuracy: 0.9201 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5484781861305237
	accuracy: 0.9477499723434448 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    27.875 79.376 73.112 77.755 77.972
	Acc: 0.948 OSCR : 72.794 AUROC_max_val (%): 79.376 AUROC_real (%): 74.664

Epoch 428/600
157/157 - 4s - loss: 0.8039 - accuracy: 0.9148 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.642758846282959
	accuracy: 0.940750002861023 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    25.500 82.526 76.038 83.794 79.175
	Acc: 0.941 OSCR : 74.831 AUROC_max_val (%): 82.526 AUROC_real (%): 77.119

Epoch 429/600
157/157 - 4s - loss: 0.7708 - accuracy: 0.9180 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6527079343795776
	accuracy: 0.9355000257492065 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    26.375 76.550 70.638 73.895 75.698
	Acc: 0.935 OSCR : 70.101 AUROC_max_val (%): 76.550 AUROC_real (%): 72.319

Epoch 430/600
157/157 - 4s - loss: 0.7676 - accuracy: 0.9196 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6227937340736389
	accuracy: 0.9422500133514404 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    32.450 82.754 75.825 82.601 80.746
	Acc: 0.942 OSCR : 74.131 AUROC_max_val (%): 82.754 AUROC_real (%): 76.478

Epoch 431/600
157/157 - 4s - loss: 0.7558 - accuracy: 0.9202 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6861669421195984
	accuracy: 0.9427499771118164 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    33.200 82.143 75.438 80.655 80.537
	Acc: 0.943 OSCR : 70.756 AUROC_max_val (%): 82.143 AUROC_real (%): 73.032

Epoch 432/600
157/157 - 4s - loss: 0.7803 - accuracy: 0.9183 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.7146881222724915
	accuracy: 0.9355000257492065 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    30.425 81.153 74.600 80.658 79.310
	Acc: 0.935 OSCR : 73.174 AUROC_max_val (%): 81.153 AUROC_real (%): 75.774

Epoch 433/600
157/157 - 4s - loss: 0.7616 - accuracy: 0.9187 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6671640276908875
	accuracy: 0.9369999766349792 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    27.700 83.230 76.425 84.274 80.254
	Acc: 0.937 OSCR : 72.954 AUROC_max_val (%): 83.230 AUROC_real (%): 75.371

Epoch 434/600
157/157 - 4s - loss: 0.7527 - accuracy: 0.9218 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6293721795082092
	accuracy: 0.9512500166893005 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    31.050 84.722 77.837 85.583 81.831
	Acc: 0.951 OSCR : 69.349 AUROC_max_val (%): 84.722 AUROC_real (%): 71.340

Epoch 435/600
157/157 - 4s - loss: 0.7776 - accuracy: 0.9181 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.7772597074508667
	accuracy: 0.9337499737739563 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    19.400 72.961 67.912 70.914 70.903
	Acc: 0.934 OSCR : 63.750 AUROC_max_val (%): 72.961 AUROC_real (%): 66.116

Epoch 436/600
157/157 - 4s - loss: 0.7457 - accuracy: 0.9215 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.8429800271987915
	accuracy: 0.925000011920929 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    21.500 77.668 72.200 76.189 74.366
	Acc: 0.925 OSCR : 67.442 AUROC_max_val (%): 77.668 AUROC_real (%): 70.044

Epoch 437/600
157/157 - 4s - loss: 0.7615 - accuracy: 0.9197 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5992537140846252
	accuracy: 0.9474999904632568 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.025 85.768 78.388 86.472 83.708
	Acc: 0.948 OSCR : 73.361 AUROC_max_val (%): 85.768 AUROC_real (%): 75.449

Epoch 438/600
157/157 - 4s - loss: 0.7474 - accuracy: 0.9222 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.8190131783485413
	accuracy: 0.9440000057220459 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    24.400 76.033 69.388 75.458 74.651
	Acc: 0.944 OSCR : 64.481 AUROC_max_val (%): 76.033 AUROC_real (%): 66.474

Epoch 439/600
157/157 - 4s - loss: 0.7341 - accuracy: 0.9233 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.597309410572052
	accuracy: 0.9462500214576721 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    30.625 83.389 77.063 82.588 80.992
	Acc: 0.946 OSCR : 72.961 AUROC_max_val (%): 83.389 AUROC_real (%): 75.065

Epoch 440/600
157/157 - 4s - loss: 0.7405 - accuracy: 0.9204 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.7049030661582947
	accuracy: 0.937749981880188 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    25.525 76.025 69.888 75.083 74.668
	Acc: 0.938 OSCR : 65.198 AUROC_max_val (%): 76.025 AUROC_real (%): 67.210

Epoch 441/600
157/157 - 4s - loss: 0.7386 - accuracy: 0.9218 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.728577733039856
	accuracy: 0.9309999942779541 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    23.675 79.680 73.600 80.159 76.816
	Acc: 0.931 OSCR : 72.699 AUROC_max_val (%): 79.680 AUROC_real (%): 75.349

Epoch 442/600
157/157 - 4s - loss: 0.7478 - accuracy: 0.9214 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6314889192581177
	accuracy: 0.9440000057220459 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    33.350 84.425 77.537 84.711 81.900
	Acc: 0.944 OSCR : 72.281 AUROC_max_val (%): 84.425 AUROC_real (%): 74.621

Epoch 443/600
157/157 - 4s - loss: 0.7404 - accuracy: 0.9216 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5995333790779114
	accuracy: 0.9455000162124634 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    33.125 85.958 79.188 87.366 82.823
	Acc: 0.946 OSCR : 74.520 AUROC_max_val (%): 85.958 AUROC_real (%): 76.812

Epoch 444/600
157/157 - 4s - loss: 0.7549 - accuracy: 0.9209 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6409310698509216
	accuracy: 0.9502500295639038 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.550 85.476 78.650 86.058 83.224
	Acc: 0.950 OSCR : 72.524 AUROC_max_val (%): 85.476 AUROC_real (%): 74.682

Epoch 445/600
157/157 - 4s - loss: 0.7392 - accuracy: 0.9226 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.636560320854187
	accuracy: 0.9422500133514404 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.175 85.676 78.675 86.169 83.507
	Acc: 0.942 OSCR : 75.808 AUROC_max_val (%): 85.676 AUROC_real (%): 78.335

Epoch 446/600
157/157 - 4s - loss: 0.7153 - accuracy: 0.9255 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6536934971809387
	accuracy: 0.9457499980926514 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    33.225 81.637 75.575 79.419 81.014
	Acc: 0.946 OSCR : 73.332 AUROC_max_val (%): 81.637 AUROC_real (%): 75.777

Epoch 447/600
157/157 - 4s - loss: 0.7170 - accuracy: 0.9240 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6744393706321716
	accuracy: 0.9422500133514404 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    28.850 80.506 74.012 79.619 78.680
	Acc: 0.942 OSCR : 67.587 AUROC_max_val (%): 80.506 AUROC_real (%): 69.679

Epoch 448/600
157/157 - 4s - loss: 0.7218 - accuracy: 0.9243 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6271686553955078
	accuracy: 0.9465000033378601 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    33.075 84.331 77.487 84.921 81.625
	Acc: 0.947 OSCR : 71.603 AUROC_max_val (%): 84.331 AUROC_real (%): 73.791

Epoch 449/600
157/157 - 4s - loss: 0.7205 - accuracy: 0.9255 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.8068429231643677
	accuracy: 0.9332500100135803 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    29.425 83.504 76.950 84.264 80.715
	Acc: 0.933 OSCR : 71.235 AUROC_max_val (%): 83.504 AUROC_real (%): 74.231

Epoch 450/600
157/157 - 4s - loss: 0.7237 - accuracy: 0.9235 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6229720711708069
	accuracy: 0.9424999952316284 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    28.975 81.832 75.413 81.706 79.398
	Acc: 0.943 OSCR : 71.774 AUROC_max_val (%): 81.832 AUROC_real (%): 73.911

Epoch 451/600
157/157 - 4s - loss: 0.7320 - accuracy: 0.9238 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.7992575168609619
	accuracy: 0.9442499876022339 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    31.225 82.317 75.388 81.780 80.857
	Acc: 0.944 OSCR : 68.039 AUROC_max_val (%): 82.317 AUROC_real (%): 70.361

Epoch 452/600
157/157 - 4s - loss: 0.7343 - accuracy: 0.9237 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6282750368118286
	accuracy: 0.9424999952316284 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    26.975 81.334 75.175 81.557 78.161
	Acc: 0.943 OSCR : 73.448 AUROC_max_val (%): 81.334 AUROC_real (%): 75.783

Epoch 453/600
157/157 - 4s - loss: 0.7202 - accuracy: 0.9236 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6582090854644775
	accuracy: 0.9412500262260437 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    25.100 80.543 74.112 80.987 77.714
	Acc: 0.941 OSCR : 68.890 AUROC_max_val (%): 80.543 AUROC_real (%): 71.038

Epoch 454/600
157/157 - 4s - loss: 0.7112 - accuracy: 0.9243 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.7183202505111694
	accuracy: 0.9555000066757202 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    32.175 83.132 76.575 82.629 81.326
	Acc: 0.956 OSCR : 64.464 AUROC_max_val (%): 83.132 AUROC_real (%): 66.447

Epoch 455/600
157/157 - 4s - loss: 0.7139 - accuracy: 0.9245 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6917222738265991
	accuracy: 0.9380000233650208 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    31.525 84.336 77.737 84.980 81.608
	Acc: 0.938 OSCR : 74.137 AUROC_max_val (%): 84.336 AUROC_real (%): 76.889

Epoch 456/600
157/157 - 4s - loss: 0.7230 - accuracy: 0.9234 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.571952223777771
	accuracy: 0.9457499980926514 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.300 84.697 77.850 85.442 82.569
	Acc: 0.946 OSCR : 72.278 AUROC_max_val (%): 84.697 AUROC_real (%): 74.373

Epoch 457/600
157/157 - 4s - loss: 0.7223 - accuracy: 0.9251 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.7004513740539551
	accuracy: 0.9394999742507935 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    20.475 77.309 71.588 76.416 74.450
	Acc: 0.940 OSCR : 69.428 AUROC_max_val (%): 77.309 AUROC_real (%): 71.591

Epoch 458/600
157/157 - 4s - loss: 0.7051 - accuracy: 0.9255 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6626957654953003
	accuracy: 0.9367499947547913 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    22.400 80.148 74.063 80.448 76.349
	Acc: 0.937 OSCR : 72.180 AUROC_max_val (%): 80.148 AUROC_real (%): 74.408

Epoch 459/600
157/157 - 4s - loss: 0.7222 - accuracy: 0.9233 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.7448431253433228
	accuracy: 0.9352499842643738 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    22.625 78.755 72.875 77.957 75.642
	Acc: 0.935 OSCR : 69.373 AUROC_max_val (%): 78.755 AUROC_real (%): 71.816

Epoch 460/600
157/157 - 4s - loss: 0.6952 - accuracy: 0.9274 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5380362868309021
	accuracy: 0.9495000243186951 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    31.850 83.457 76.837 83.036 81.781
	Acc: 0.950 OSCR : 76.709 AUROC_max_val (%): 83.457 AUROC_real (%): 78.702

Epoch 461/600
157/157 - 4s - loss: 0.6973 - accuracy: 0.9254 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6233921647071838
	accuracy: 0.9467499852180481 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    23.325 77.082 71.237 74.818 75.501
	Acc: 0.947 OSCR : 68.091 AUROC_max_val (%): 77.082 AUROC_real (%): 70.028

Epoch 462/600
157/157 - 4s - loss: 0.7210 - accuracy: 0.9241 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.600187361240387
	accuracy: 0.9497500061988831 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    27.225 79.245 73.312 76.754 77.424
	Acc: 0.950 OSCR : 71.327 AUROC_max_val (%): 79.245 AUROC_real (%): 73.230

Epoch 463/600
157/157 - 4s - loss: 0.6994 - accuracy: 0.9249 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.626239001750946
	accuracy: 0.9432500004768372 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    26.375 81.100 74.137 82.663 78.254
	Acc: 0.943 OSCR : 70.725 AUROC_max_val (%): 81.100 AUROC_real (%): 72.936

Epoch 464/600
157/157 - 4s - loss: 0.7006 - accuracy: 0.9269 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.548958957195282
	accuracy: 0.9507499933242798 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.325 86.050 78.938 86.893 83.839
	Acc: 0.951 OSCR : 74.987 AUROC_max_val (%): 86.050 AUROC_real (%): 77.143

Epoch 465/600
157/157 - 4s - loss: 0.6725 - accuracy: 0.9291 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.648564338684082
	accuracy: 0.9422500133514404 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    23.275 78.138 72.025 78.320 75.258
	Acc: 0.942 OSCR : 65.001 AUROC_max_val (%): 78.138 AUROC_real (%): 66.942

Epoch 466/600
157/157 - 4s - loss: 0.6711 - accuracy: 0.9283 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5834632515907288
	accuracy: 0.949999988079071 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.875 85.971 79.062 86.296 83.812
	Acc: 0.950 OSCR : 71.490 AUROC_max_val (%): 85.971 AUROC_real (%): 73.584

Epoch 467/600
157/157 - 4s - loss: 0.7037 - accuracy: 0.9262 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6937685608863831
	accuracy: 0.9397500157356262 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    39.950 88.162 81.188 89.599 85.501
	Acc: 0.940 OSCR : 72.567 AUROC_max_val (%): 88.162 AUROC_real (%): 75.321

Epoch 468/600
157/157 - 4s - loss: 0.6821 - accuracy: 0.9278 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.539864718914032
	accuracy: 0.9507499933242798 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    38.350 86.469 79.575 86.652 84.369
	Acc: 0.951 OSCR : 74.311 AUROC_max_val (%): 86.469 AUROC_real (%): 76.352

Epoch 469/600
157/157 - 4s - loss: 0.6930 - accuracy: 0.9286 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4954659342765808
	accuracy: 0.9522500038146973 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    33.875 85.829 78.688 87.080 82.939
	Acc: 0.952 OSCR : 76.383 AUROC_max_val (%): 85.829 AUROC_real (%): 78.136

Epoch 470/600
157/157 - 4s - loss: 0.6527 - accuracy: 0.9316 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6485230326652527
	accuracy: 0.9412500262260437 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.700 85.511 78.500 86.531 83.016
	Acc: 0.941 OSCR : 73.332 AUROC_max_val (%): 85.511 AUROC_real (%): 75.804

Epoch 471/600
157/157 - 4s - loss: 0.6860 - accuracy: 0.9287 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.7614303827285767
	accuracy: 0.9294999837875366 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    28.750 83.463 77.050 84.429 80.444
	Acc: 0.929 OSCR : 71.424 AUROC_max_val (%): 83.463 AUROC_real (%): 74.283

Epoch 472/600
157/157 - 4s - loss: 0.6557 - accuracy: 0.9300 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.708772599697113
	accuracy: 0.9402499794960022 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    27.150 80.686 74.325 80.311 77.992
	Acc: 0.940 OSCR : 66.453 AUROC_max_val (%): 80.686 AUROC_real (%): 68.652

Epoch 473/600
157/157 - 4s - loss: 0.6651 - accuracy: 0.9285 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.574489951133728
	accuracy: 0.9449999928474426 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.375 86.133 79.675 86.569 83.289
	Acc: 0.945 OSCR : 75.809 AUROC_max_val (%): 86.133 AUROC_real (%): 78.071

Epoch 474/600
157/157 - 4s - loss: 0.6735 - accuracy: 0.9312 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6008307933807373
	accuracy: 0.9555000066757202 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.450 84.119 77.563 83.351 82.392
	Acc: 0.956 OSCR : 69.090 AUROC_max_val (%): 84.119 AUROC_real (%): 70.861

Epoch 475/600
157/157 - 4s - loss: 0.6755 - accuracy: 0.9287 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5865192413330078
	accuracy: 0.9492499828338623 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.950 84.507 77.825 83.510 83.222
	Acc: 0.949 OSCR : 76.247 AUROC_max_val (%): 84.507 AUROC_real (%): 78.546

Epoch 476/600
157/157 - 4s - loss: 0.6514 - accuracy: 0.9323 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5448256134986877
	accuracy: 0.953000009059906 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    31.575 83.886 76.963 84.334 81.632
	Acc: 0.953 OSCR : 72.242 AUROC_max_val (%): 83.886 AUROC_real (%): 74.101

Epoch 477/600
157/157 - 4s - loss: 0.6543 - accuracy: 0.9301 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5763691663742065
	accuracy: 0.9472500085830688 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    32.425 84.589 78.300 84.724 82.399
	Acc: 0.947 OSCR : 75.263 AUROC_max_val (%): 84.589 AUROC_real (%): 77.532

Epoch 478/600
157/157 - 4s - loss: 0.6610 - accuracy: 0.9287 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6899377703666687
	accuracy: 0.9472500085830688 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    29.925 84.566 78.200 85.326 82.170
	Acc: 0.947 OSCR : 69.988 AUROC_max_val (%): 84.566 AUROC_real (%): 72.171

Epoch 479/600
157/157 - 4s - loss: 0.6642 - accuracy: 0.9307 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5145235657691956
	accuracy: 0.9520000219345093 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    38.500 87.021 80.062 87.298 84.814
	Acc: 0.952 OSCR : 76.169 AUROC_max_val (%): 87.021 AUROC_real (%): 78.160

Epoch 480/600
157/157 - 4s - loss: 0.6435 - accuracy: 0.9304 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6064243912696838
	accuracy: 0.9467499852180481 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    29.800 79.114 72.788 77.571 77.877
	Acc: 0.947 OSCR : 68.429 AUROC_max_val (%): 79.114 AUROC_real (%): 70.525

Epoch 481/600
157/157 - 4s - loss: 0.6452 - accuracy: 0.9323 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5553112030029297
	accuracy: 0.953499972820282 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.475 85.387 78.588 84.925 83.570
	Acc: 0.954 OSCR : 71.873 AUROC_max_val (%): 85.387 AUROC_real (%): 73.849

Epoch 482/600
157/157 - 4s - loss: 0.6312 - accuracy: 0.9327 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6275032162666321
	accuracy: 0.9490000009536743 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    31.275 80.905 74.250 79.960 79.613
	Acc: 0.949 OSCR : 68.808 AUROC_max_val (%): 80.905 AUROC_real (%): 70.822

Epoch 483/600
157/157 - 4s - loss: 0.6225 - accuracy: 0.9345 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.600831925868988
	accuracy: 0.9465000033378601 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    29.125 79.012 72.638 76.280 78.089
	Acc: 0.947 OSCR : 69.920 AUROC_max_val (%): 79.012 AUROC_real (%): 71.878

Epoch 484/600
157/157 - 4s - loss: 0.6428 - accuracy: 0.9323 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5402610301971436
	accuracy: 0.9502500295639038 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.500 83.296 77.150 81.020 82.028
	Acc: 0.950 OSCR : 74.841 AUROC_max_val (%): 83.296 AUROC_real (%): 76.843

Epoch 485/600
157/157 - 4s - loss: 0.6380 - accuracy: 0.9313 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5339815616607666
	accuracy: 0.9517499804496765 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    33.125 83.482 77.225 82.375 81.416
	Acc: 0.952 OSCR : 73.184 AUROC_max_val (%): 83.482 AUROC_real (%): 75.006

Epoch 486/600
157/157 - 4s - loss: 0.6473 - accuracy: 0.9315 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5304986238479614
	accuracy: 0.953000009059906 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    29.850 80.393 74.612 77.136 79.618
	Acc: 0.953 OSCR : 73.595 AUROC_max_val (%): 80.393 AUROC_real (%): 75.454

Epoch 487/600
157/157 - 4s - loss: 0.6297 - accuracy: 0.9351 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6551108956336975
	accuracy: 0.9427499771118164 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    30.625 81.923 74.737 81.906 79.897
	Acc: 0.943 OSCR : 68.140 AUROC_max_val (%): 81.923 AUROC_real (%): 70.230

Epoch 488/600
157/157 - 4s - loss: 0.6293 - accuracy: 0.9331 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5134186148643494
	accuracy: 0.9520000219345093 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.250 83.807 77.037 83.662 82.247
	Acc: 0.952 OSCR : 74.618 AUROC_max_val (%): 83.807 AUROC_real (%): 76.574

Epoch 489/600
157/157 - 4s - loss: 0.6271 - accuracy: 0.9331 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5307077765464783
	accuracy: 0.9502500295639038 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.675 86.338 79.737 86.663 84.159
	Acc: 0.950 OSCR : 74.476 AUROC_max_val (%): 86.338 AUROC_real (%): 76.567

Epoch 490/600
157/157 - 4s - loss: 0.6138 - accuracy: 0.9342 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6645575165748596
	accuracy: 0.9480000138282776 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    38.250 86.781 79.988 87.309 84.983
	Acc: 0.948 OSCR : 69.711 AUROC_max_val (%): 86.781 AUROC_real (%): 72.042

Epoch 491/600
157/157 - 4s - loss: 0.6121 - accuracy: 0.9345 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6453309059143066
	accuracy: 0.9492499828338623 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    28.025 83.749 77.213 84.635 80.472
	Acc: 0.949 OSCR : 69.756 AUROC_max_val (%): 83.749 AUROC_real (%): 71.676

Epoch 492/600
157/157 - 4s - loss: 0.6238 - accuracy: 0.9330 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5232992768287659
	accuracy: 0.952750027179718 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    40.800 85.146 78.113 84.010 83.825
	Acc: 0.953 OSCR : 76.322 AUROC_max_val (%): 85.146 AUROC_real (%): 78.373

Epoch 493/600
157/157 - 4s - loss: 0.5931 - accuracy: 0.9377 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6359460353851318
	accuracy: 0.9487500190734863 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    38.700 86.095 79.400 85.742 84.272
	Acc: 0.949 OSCR : 70.354 AUROC_max_val (%): 86.095 AUROC_real (%): 72.621

Epoch 494/600
157/157 - 4s - loss: 0.6095 - accuracy: 0.9344 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5391051769256592
	accuracy: 0.9522500038146973 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.325 84.689 77.775 84.081 82.968
	Acc: 0.952 OSCR : 70.922 AUROC_max_val (%): 84.689 AUROC_real (%): 72.778

Epoch 495/600
157/157 - 4s - loss: 0.6172 - accuracy: 0.9337 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5848002433776855
	accuracy: 0.9537500143051147 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    33.775 83.833 77.525 83.280 81.618
	Acc: 0.954 OSCR : 69.055 AUROC_max_val (%): 83.833 AUROC_real (%): 71.045

Epoch 496/600
157/157 - 4s - loss: 0.6152 - accuracy: 0.9354 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.550331711769104
	accuracy: 0.9545000195503235 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.050 84.771 78.200 84.238 83.306
	Acc: 0.955 OSCR : 72.229 AUROC_max_val (%): 84.771 AUROC_real (%): 74.157

Epoch 497/600
157/157 - 4s - loss: 0.6012 - accuracy: 0.9370 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5379759073257446
	accuracy: 0.9517499804496765 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.350 84.395 77.350 84.192 82.638
	Acc: 0.952 OSCR : 71.349 AUROC_max_val (%): 84.395 AUROC_real (%): 73.271

Epoch 498/600
157/157 - 4s - loss: 0.5789 - accuracy: 0.9397 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5303948521614075
	accuracy: 0.953499972820282 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    38.325 86.617 79.525 87.449 84.368
	Acc: 0.954 OSCR : 69.655 AUROC_max_val (%): 86.617 AUROC_real (%): 71.404

Epoch 499/600
157/157 - 4s - loss: 0.5931 - accuracy: 0.9372 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.49927377700805664
	accuracy: 0.9559999704360962 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.075 84.427 77.438 84.201 82.514
	Acc: 0.956 OSCR : 70.077 AUROC_max_val (%): 84.427 AUROC_real (%): 71.786

Epoch 500/600
157/157 - 4s - loss: 0.6010 - accuracy: 0.9362 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5971847176551819
	accuracy: 0.9462500214576721 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    28.050 81.839 75.025 82.184 79.291
	Acc: 0.946 OSCR : 66.191 AUROC_max_val (%): 81.839 AUROC_real (%): 67.987

Epoch 501/600
157/157 - 4s - loss: 0.6125 - accuracy: 0.9360 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5401018261909485
	accuracy: 0.9509999752044678 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    32.200 82.837 76.713 81.843 80.743
	Acc: 0.951 OSCR : 70.995 AUROC_max_val (%): 82.837 AUROC_real (%): 72.824

Epoch 502/600
157/157 - 4s - loss: 0.5981 - accuracy: 0.9373 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5007224678993225
	accuracy: 0.9542499780654907 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    32.350 82.190 75.575 81.428 80.404
	Acc: 0.954 OSCR : 71.717 AUROC_max_val (%): 82.190 AUROC_real (%): 73.463

Epoch 503/600
157/157 - 4s - loss: 0.5971 - accuracy: 0.9365 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.6001991629600525
	accuracy: 0.949999988079071 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    32.075 80.330 74.275 78.074 79.658
	Acc: 0.950 OSCR : 73.280 AUROC_max_val (%): 80.330 AUROC_real (%): 75.272

Epoch 504/600
157/157 - 4s - loss: 0.5982 - accuracy: 0.9370 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5320935249328613
	accuracy: 0.9495000243186951 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    29.225 82.801 75.663 83.475 79.832
	Acc: 0.950 OSCR : 71.450 AUROC_max_val (%): 82.801 AUROC_real (%): 73.264

Epoch 505/600
157/157 - 4s - loss: 0.5872 - accuracy: 0.9376 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.48708376288414
	accuracy: 0.9557499885559082 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.250 83.072 76.550 81.360 81.707
	Acc: 0.956 OSCR : 75.357 AUROC_max_val (%): 83.072 AUROC_real (%): 77.082

Epoch 506/600
157/157 - 4s - loss: 0.5733 - accuracy: 0.9399 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.6886659264564514
	accuracy: 0.9430000185966492 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    33.200 84.758 77.750 85.746 82.169
	Acc: 0.943 OSCR : 72.185 AUROC_max_val (%): 84.758 AUROC_real (%): 74.722

Epoch 507/600
157/157 - 4s - loss: 0.5594 - accuracy: 0.9409 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4696369469165802
	accuracy: 0.9545000195503235 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    38.400 86.905 80.300 87.775 84.647
	Acc: 0.955 OSCR : 76.194 AUROC_max_val (%): 86.905 AUROC_real (%): 78.028

Epoch 508/600
157/157 - 4s - loss: 0.5880 - accuracy: 0.9378 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.4788544774055481
	accuracy: 0.9545000195503235 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.425 85.798 79.125 85.486 83.941
	Acc: 0.955 OSCR : 76.516 AUROC_max_val (%): 85.798 AUROC_real (%): 78.385

Epoch 509/600
157/157 - 4s - loss: 0.5813 - accuracy: 0.9385 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5241149663925171
	accuracy: 0.953249990940094 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    39.625 86.454 79.425 86.726 84.832
	Acc: 0.953 OSCR : 75.246 AUROC_max_val (%): 86.454 AUROC_real (%): 77.287

Epoch 510/600
157/157 - 4s - loss: 0.5646 - accuracy: 0.9409 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5444754362106323
	accuracy: 0.9514999985694885 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    32.350 81.443 75.487 79.825 79.722
	Acc: 0.952 OSCR : 71.389 AUROC_max_val (%): 81.443 AUROC_real (%): 73.206

Epoch 511/600
157/157 - 4s - loss: 0.5618 - accuracy: 0.9397 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.48153066635131836
	accuracy: 0.9570000171661377 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    40.975 86.080 79.212 85.911 84.535
	Acc: 0.957 OSCR : 74.356 AUROC_max_val (%): 86.080 AUROC_real (%): 76.099

Epoch 512/600
157/157 - 4s - loss: 0.5689 - accuracy: 0.9402 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.4951779842376709
	accuracy: 0.9537500143051147 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.400 85.387 78.438 85.725 83.402
	Acc: 0.954 OSCR : 74.461 AUROC_max_val (%): 85.387 AUROC_real (%): 76.404

Epoch 513/600
157/157 - 4s - loss: 0.5675 - accuracy: 0.9398 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4673718810081482
	accuracy: 0.9567499756813049 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    40.625 86.523 79.400 86.898 85.142
	Acc: 0.957 OSCR : 76.000 AUROC_max_val (%): 86.523 AUROC_real (%): 77.865

Epoch 514/600
157/157 - 4s - loss: 0.5734 - accuracy: 0.9398 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5582030415534973
	accuracy: 0.9502500295639038 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.675 86.212 79.425 86.566 83.741
	Acc: 0.950 OSCR : 73.458 AUROC_max_val (%): 86.212 AUROC_real (%): 75.625

Epoch 515/600
157/157 - 4s - loss: 0.5602 - accuracy: 0.9396 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5107623338699341
	accuracy: 0.9555000066757202 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    38.550 85.958 78.875 86.626 83.485
	Acc: 0.956 OSCR : 71.981 AUROC_max_val (%): 85.958 AUROC_real (%): 73.800

Epoch 516/600
157/157 - 4s - loss: 0.5553 - accuracy: 0.9421 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.45992380380630493
	accuracy: 0.9570000171661377 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.425 84.218 77.662 82.892 82.812
	Acc: 0.957 OSCR : 75.419 AUROC_max_val (%): 84.218 AUROC_real (%): 77.159

Epoch 517/600
157/157 - 4s - loss: 0.5433 - accuracy: 0.9423 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5928961038589478
	accuracy: 0.953499972820282 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    31.875 81.730 75.400 79.356 80.561
	Acc: 0.954 OSCR : 71.349 AUROC_max_val (%): 81.730 AUROC_real (%): 73.297

Epoch 518/600
157/157 - 4s - loss: 0.5609 - accuracy: 0.9395 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.46389710903167725
	accuracy: 0.9552500247955322 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.675 83.748 76.975 82.574 82.058
	Acc: 0.955 OSCR : 76.629 AUROC_max_val (%): 83.748 AUROC_real (%): 78.396

Epoch 519/600
157/157 - 4s - loss: 0.5505 - accuracy: 0.9426 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.503074586391449
	accuracy: 0.9502500295639038 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.525 83.413 76.575 82.124 82.367
	Acc: 0.950 OSCR : 74.561 AUROC_max_val (%): 83.413 AUROC_real (%): 76.528

Epoch 520/600
157/157 - 4s - loss: 0.5513 - accuracy: 0.9427 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.49674978852272034
	accuracy: 0.952750027179718 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.800 83.841 77.513 82.330 82.354
	Acc: 0.953 OSCR : 73.987 AUROC_max_val (%): 83.841 AUROC_real (%): 75.776

Epoch 521/600
157/157 - 4s - loss: 0.5526 - accuracy: 0.9419 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.49512988328933716
	accuracy: 0.953249990940094 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    28.675 81.985 75.325 81.830 79.719
	Acc: 0.953 OSCR : 71.779 AUROC_max_val (%): 81.985 AUROC_real (%): 73.538

Epoch 522/600
157/157 - 4s - loss: 0.5497 - accuracy: 0.9416 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5414402484893799
	accuracy: 0.9480000138282776 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.950 85.927 79.050 86.657 83.608
	Acc: 0.948 OSCR : 74.955 AUROC_max_val (%): 85.927 AUROC_real (%): 77.194

Epoch 523/600
157/157 - 4s - loss: 0.5555 - accuracy: 0.9400 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.599446177482605
	accuracy: 0.9480000138282776 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    30.650 83.565 77.213 83.662 81.327
	Acc: 0.948 OSCR : 72.084 AUROC_max_val (%): 83.565 AUROC_real (%): 74.301

Epoch 524/600
157/157 - 4s - loss: 0.5592 - accuracy: 0.9416 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.4368896484375
	accuracy: 0.9595000147819519 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    41.375 87.499 80.875 87.720 85.893
	Acc: 0.960 OSCR : 75.925 AUROC_max_val (%): 87.499 AUROC_real (%): 77.586

Epoch 525/600
157/157 - 4s - loss: 0.5431 - accuracy: 0.9430 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.4735122621059418
	accuracy: 0.9580000042915344 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    40.375 87.004 79.850 87.302 85.086
	Acc: 0.958 OSCR : 71.265 AUROC_max_val (%): 87.004 AUROC_real (%): 72.888

Epoch 526/600
157/157 - 4s - loss: 0.5494 - accuracy: 0.9420 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.5367187261581421
	accuracy: 0.9507499933242798 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    33.375 84.221 77.775 83.915 82.028
	Acc: 0.951 OSCR : 76.790 AUROC_max_val (%): 84.221 AUROC_real (%): 78.850

Epoch 527/600
157/157 - 4s - loss: 0.5520 - accuracy: 0.9403 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4720357656478882
	accuracy: 0.9589999914169312 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    33.300 81.783 74.837 81.145 80.525
	Acc: 0.959 OSCR : 69.983 AUROC_max_val (%): 81.783 AUROC_real (%): 71.461

Epoch 528/600
157/157 - 4s - loss: 0.5409 - accuracy: 0.9435 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.46402987837791443
	accuracy: 0.9570000171661377 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    33.800 83.246 76.688 82.591 81.754
	Acc: 0.957 OSCR : 72.124 AUROC_max_val (%): 83.246 AUROC_real (%): 73.746

Epoch 529/600
157/157 - 4s - loss: 0.5495 - accuracy: 0.9428 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.4195598065853119
	accuracy: 0.9595000147819519 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    38.025 85.137 78.000 85.348 83.344
	Acc: 0.960 OSCR : 75.961 AUROC_max_val (%): 85.137 AUROC_real (%): 77.540

Epoch 530/600
157/157 - 4s - loss: 0.5166 - accuracy: 0.9465 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.4415872097015381
	accuracy: 0.9602500200271606 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    42.475 87.453 80.400 87.712 85.701
	Acc: 0.960 OSCR : 74.921 AUROC_max_val (%): 87.453 AUROC_real (%): 76.671

Epoch 531/600
157/157 - 4s - loss: 0.5174 - accuracy: 0.9441 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.5124269723892212
	accuracy: 0.953249990940094 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    30.650 84.728 77.488 85.958 82.061
	Acc: 0.953 OSCR : 72.922 AUROC_max_val (%): 84.728 AUROC_real (%): 74.781

Epoch 532/600
157/157 - 4s - loss: 0.5126 - accuracy: 0.9464 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4795674979686737
	accuracy: 0.9572499990463257 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    38.700 86.332 79.263 86.658 84.273
	Acc: 0.957 OSCR : 72.981 AUROC_max_val (%): 86.332 AUROC_real (%): 74.738

Epoch 533/600
157/157 - 4s - loss: 0.5173 - accuracy: 0.9448 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.4527871310710907
	accuracy: 0.9589999914169312 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    38.650 84.829 77.850 84.505 83.198
	Acc: 0.959 OSCR : 75.024 AUROC_max_val (%): 84.829 AUROC_real (%): 76.722

Epoch 534/600
157/157 - 4s - loss: 0.5207 - accuracy: 0.9457 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4415101110935211
	accuracy: 0.9612500071525574 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.900 84.986 78.375 84.615 83.201
	Acc: 0.961 OSCR : 74.694 AUROC_max_val (%): 84.986 AUROC_real (%): 76.333

Epoch 535/600
157/157 - 4s - loss: 0.5141 - accuracy: 0.9449 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.41200411319732666
	accuracy: 0.9642500281333923 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.200 84.963 78.450 84.425 83.151
	Acc: 0.964 OSCR : 74.017 AUROC_max_val (%): 84.963 AUROC_real (%): 75.495

Epoch 536/600
157/157 - 4s - loss: 0.5170 - accuracy: 0.9445 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4528183937072754
	accuracy: 0.9567499756813049 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    39.850 86.845 79.763 87.402 84.928
	Acc: 0.957 OSCR : 77.110 AUROC_max_val (%): 86.845 AUROC_real (%): 78.927

Epoch 537/600
157/157 - 4s - loss: 0.5087 - accuracy: 0.9466 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.43538451194763184
	accuracy: 0.9602500200271606 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    33.925 84.281 77.888 83.694 82.409
	Acc: 0.960 OSCR : 76.558 AUROC_max_val (%): 84.281 AUROC_real (%): 78.191

Epoch 538/600
157/157 - 4s - loss: 0.4955 - accuracy: 0.9465 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.44549131393432617
	accuracy: 0.9605000019073486 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.875 85.790 78.800 85.975 83.709
	Acc: 0.961 OSCR : 73.231 AUROC_max_val (%): 85.790 AUROC_real (%): 74.811

Epoch 539/600
157/157 - 4s - loss: 0.5162 - accuracy: 0.9454 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4117782413959503
	accuracy: 0.9592499732971191 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.250 84.986 77.975 84.980 83.152
	Acc: 0.959 OSCR : 74.825 AUROC_max_val (%): 84.986 AUROC_real (%): 76.253

Epoch 540/600
157/157 - 4s - loss: 0.5244 - accuracy: 0.9432 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.4189375042915344
	accuracy: 0.9582499861717224 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.700 86.336 79.575 86.791 84.423
	Acc: 0.958 OSCR : 74.148 AUROC_max_val (%): 86.336 AUROC_real (%): 75.668

Epoch 541/600
157/157 - 4s - loss: 0.5009 - accuracy: 0.9473 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.4608114957809448
	accuracy: 0.9570000171661377 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    33.650 82.913 75.963 82.250 81.470
	Acc: 0.957 OSCR : 73.402 AUROC_max_val (%): 82.913 AUROC_real (%): 75.031

Epoch 542/600
157/157 - 4s - loss: 0.4942 - accuracy: 0.9484 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.457703560590744
	accuracy: 0.9622499942779541 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.100 82.980 76.312 81.876 81.503
	Acc: 0.962 OSCR : 71.002 AUROC_max_val (%): 82.980 AUROC_real (%): 72.474

Epoch 543/600
157/157 - 4s - loss: 0.5003 - accuracy: 0.9471 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.4799784719944
	accuracy: 0.9577500224113464 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    38.750 87.102 80.313 87.684 85.236
	Acc: 0.958 OSCR : 75.427 AUROC_max_val (%): 87.102 AUROC_real (%): 77.201

Epoch 544/600
157/157 - 4s - loss: 0.4916 - accuracy: 0.9476 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4231262803077698
	accuracy: 0.9627500176429749 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    33.450 85.161 78.413 84.769 83.251
	Acc: 0.963 OSCR : 73.754 AUROC_max_val (%): 85.161 AUROC_real (%): 75.179

Epoch 545/600
157/157 - 4s - loss: 0.4854 - accuracy: 0.9481 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.44302505254745483
	accuracy: 0.9622499942779541 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.600 86.477 79.862 87.180 83.822
	Acc: 0.962 OSCR : 72.314 AUROC_max_val (%): 86.477 AUROC_real (%): 73.797

Epoch 546/600
157/157 - 4s - loss: 0.5036 - accuracy: 0.9466 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4317435920238495
	accuracy: 0.9595000147819519 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.850 85.782 78.812 85.829 83.940
	Acc: 0.960 OSCR : 74.554 AUROC_max_val (%): 85.782 AUROC_real (%): 76.169

Epoch 547/600
157/157 - 4s - loss: 0.4886 - accuracy: 0.9491 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4394252300262451
	accuracy: 0.9607499837875366 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    34.500 85.572 78.663 85.680 83.524
	Acc: 0.961 OSCR : 72.133 AUROC_max_val (%): 85.572 AUROC_real (%): 73.581

Epoch 548/600
157/157 - 4s - loss: 0.4867 - accuracy: 0.9471 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.4872635304927826
	accuracy: 0.9595000147819519 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.175 86.776 79.737 87.842 84.174
	Acc: 0.960 OSCR : 70.795 AUROC_max_val (%): 86.776 AUROC_real (%): 72.324

Epoch 549/600
157/157 - 4s - loss: 0.4898 - accuracy: 0.9478 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.4503439962863922
	accuracy: 0.9587500095367432 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.200 85.260 78.500 85.194 83.499
	Acc: 0.959 OSCR : 72.675 AUROC_max_val (%): 85.260 AUROC_real (%): 74.248

Epoch 550/600
157/157 - 4s - loss: 0.4848 - accuracy: 0.9493 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.4281812608242035
	accuracy: 0.9602500200271606 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    39.575 87.188 80.175 87.790 85.091
	Acc: 0.960 OSCR : 73.892 AUROC_max_val (%): 87.188 AUROC_real (%): 75.422

Epoch 551/600
157/157 - 4s - loss: 0.4801 - accuracy: 0.9502 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.45591166615486145
	accuracy: 0.9587500095367432 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    39.725 87.774 80.888 88.076 86.164
	Acc: 0.959 OSCR : 73.754 AUROC_max_val (%): 87.774 AUROC_real (%): 75.426

Epoch 552/600
157/157 - 4s - loss: 0.4716 - accuracy: 0.9496 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.47655728459358215
	accuracy: 0.9577500224113464 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    39.800 86.844 80.050 86.631 85.381
	Acc: 0.958 OSCR : 72.557 AUROC_max_val (%): 86.844 AUROC_real (%): 74.267

Epoch 553/600
157/157 - 4s - loss: 0.4949 - accuracy: 0.9480 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.42605504393577576
	accuracy: 0.9607499837875366 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.225 84.612 77.975 83.478 83.569
	Acc: 0.961 OSCR : 74.454 AUROC_max_val (%): 84.612 AUROC_real (%): 75.951

Epoch 554/600
157/157 - 4s - loss: 0.4617 - accuracy: 0.9511 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.43160128593444824
	accuracy: 0.9624999761581421 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    40.475 86.605 79.975 86.083 85.141
	Acc: 0.963 OSCR : 73.612 AUROC_max_val (%): 86.605 AUROC_real (%): 75.131

Epoch 555/600
157/157 - 4s - loss: 0.4799 - accuracy: 0.9487 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4495300352573395
	accuracy: 0.9589999914169312 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    40.825 86.473 79.550 86.344 84.774
	Acc: 0.959 OSCR : 74.668 AUROC_max_val (%): 86.473 AUROC_real (%): 76.305

Epoch 556/600
157/157 - 4s - loss: 0.4819 - accuracy: 0.9480 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.4407576620578766
	accuracy: 0.9602500200271606 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.075 85.137 78.562 84.412 83.234
	Acc: 0.960 OSCR : 75.026 AUROC_max_val (%): 85.137 AUROC_real (%): 76.606

Epoch 557/600
157/157 - 4s - loss: 0.4798 - accuracy: 0.9516 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.4363328218460083
	accuracy: 0.9605000019073486 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    38.750 86.008 79.313 85.834 84.280
	Acc: 0.961 OSCR : 74.652 AUROC_max_val (%): 86.008 AUROC_real (%): 76.237

Epoch 558/600
157/157 - 4s - loss: 0.4589 - accuracy: 0.9524 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4553143084049225
	accuracy: 0.9589999914169312 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    32.975 83.131 76.913 81.525 81.668
	Acc: 0.959 OSCR : 72.328 AUROC_max_val (%): 83.131 AUROC_real (%): 73.847

Epoch 559/600
157/157 - 4s - loss: 0.4786 - accuracy: 0.9498 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.40875574946403503
	accuracy: 0.9635000228881836 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.200 84.481 77.863 83.436 83.114
	Acc: 0.964 OSCR : 74.607 AUROC_max_val (%): 84.481 AUROC_real (%): 76.020

Epoch 560/600
157/157 - 4s - loss: 0.4765 - accuracy: 0.9489 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.40407171845436096
	accuracy: 0.9627500176429749 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    40.225 86.523 79.987 86.345 84.572
	Acc: 0.963 OSCR : 75.151 AUROC_max_val (%): 86.523 AUROC_real (%): 76.595

Epoch 561/600
157/157 - 4s - loss: 0.4650 - accuracy: 0.9502 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.428362637758255
	accuracy: 0.9599999785423279 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.025 85.547 78.812 85.222 83.897
	Acc: 0.960 OSCR : 72.761 AUROC_max_val (%): 85.547 AUROC_real (%): 74.218

Epoch 562/600
157/157 - 4s - loss: 0.4870 - accuracy: 0.9480 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.4062156677246094
	accuracy: 0.9617499709129333 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    39.575 86.840 80.313 86.489 85.325
	Acc: 0.962 OSCR : 76.037 AUROC_max_val (%): 86.840 AUROC_real (%): 77.553

Epoch 563/600
157/157 - 4s - loss: 0.4624 - accuracy: 0.9510 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.42087045311927795
	accuracy: 0.9602500200271606 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.825 86.634 79.888 86.346 84.884
	Acc: 0.960 OSCR : 75.298 AUROC_max_val (%): 86.634 AUROC_real (%): 76.805

Epoch 564/600
157/157 - 4s - loss: 0.4780 - accuracy: 0.9466 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.41997599601745605
	accuracy: 0.9620000123977661 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.850 86.290 79.487 85.789 84.637
	Acc: 0.962 OSCR : 74.488 AUROC_max_val (%): 86.290 AUROC_real (%): 75.973

Epoch 565/600
157/157 - 4s - loss: 0.4582 - accuracy: 0.9515 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4219069480895996
	accuracy: 0.9602500200271606 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    38.925 86.730 79.825 86.233 85.252
	Acc: 0.960 OSCR : 74.409 AUROC_max_val (%): 86.730 AUROC_real (%): 75.894

Epoch 566/600
157/157 - 4s - loss: 0.4582 - accuracy: 0.9517 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4210972785949707
	accuracy: 0.9622499942779541 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.575 85.284 78.712 84.509 83.707
	Acc: 0.962 OSCR : 73.605 AUROC_max_val (%): 85.284 AUROC_real (%): 75.041

Epoch 567/600
157/157 - 4s - loss: 0.4639 - accuracy: 0.9519 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.41220715641975403
	accuracy: 0.9635000228881836 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.525 85.701 78.938 85.095 84.023
	Acc: 0.964 OSCR : 74.186 AUROC_max_val (%): 85.701 AUROC_real (%): 75.600

Epoch 568/600
157/157 - 4s - loss: 0.4485 - accuracy: 0.9526 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.42085233330726624
	accuracy: 0.9607499837875366 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    39.375 87.222 80.550 87.358 85.444
	Acc: 0.961 OSCR : 74.535 AUROC_max_val (%): 87.222 AUROC_real (%): 76.045

Epoch 569/600
157/157 - 4s - loss: 0.4603 - accuracy: 0.9510 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.44038304686546326
	accuracy: 0.9610000252723694 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    33.325 83.730 76.975 82.575 82.161
	Acc: 0.961 OSCR : 71.886 AUROC_max_val (%): 83.730 AUROC_real (%): 73.321

Epoch 570/600
157/157 - 4s - loss: 0.4636 - accuracy: 0.9506 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.40834131836891174
	accuracy: 0.9612500071525574 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    39.150 86.152 79.287 85.711 84.467
	Acc: 0.961 OSCR : 74.120 AUROC_max_val (%): 86.152 AUROC_real (%): 75.530

Epoch 571/600
157/157 - 4s - loss: 0.4711 - accuracy: 0.9496 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.42050471901893616
	accuracy: 0.9624999761581421 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.500 86.213 79.475 85.773 84.497
	Acc: 0.963 OSCR : 74.035 AUROC_max_val (%): 86.213 AUROC_real (%): 75.486

Epoch 572/600
157/157 - 4s - loss: 0.4647 - accuracy: 0.9503 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.4141162931919098
	accuracy: 0.9622499942779541 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    39.900 86.247 79.088 85.722 84.802
	Acc: 0.962 OSCR : 74.386 AUROC_max_val (%): 86.247 AUROC_real (%): 75.834

Epoch 573/600
157/157 - 4s - loss: 0.4615 - accuracy: 0.9513 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.41783758997917175
	accuracy: 0.9635000228881836 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    39.000 86.751 79.988 86.319 85.194
	Acc: 0.964 OSCR : 74.490 AUROC_max_val (%): 86.751 AUROC_real (%): 75.940

Epoch 574/600
157/157 - 4s - loss: 0.4610 - accuracy: 0.9497 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.41937804222106934
	accuracy: 0.9622499942779541 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    38.925 85.880 79.112 85.077 84.441
	Acc: 0.962 OSCR : 74.548 AUROC_max_val (%): 85.880 AUROC_real (%): 76.026

Epoch 575/600
157/157 - 4s - loss: 0.4549 - accuracy: 0.9513 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4168010950088501
	accuracy: 0.9622499942779541 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.225 85.183 78.638 83.954 83.817
	Acc: 0.962 OSCR : 73.781 AUROC_max_val (%): 85.183 AUROC_real (%): 75.203

Epoch 576/600
157/157 - 4s - loss: 0.4607 - accuracy: 0.9499 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.4189053177833557
	accuracy: 0.9617499709129333 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    38.325 86.256 79.425 85.723 84.885
	Acc: 0.962 OSCR : 74.500 AUROC_max_val (%): 86.256 AUROC_real (%): 76.033

Epoch 577/600
157/157 - 4s - loss: 0.4445 - accuracy: 0.9534 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.4162304997444153
	accuracy: 0.9612500071525574 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    38.150 85.329 78.638 84.469 83.969
	Acc: 0.961 OSCR : 73.704 AUROC_max_val (%): 85.329 AUROC_real (%): 75.154

Epoch 578/600
157/157 - 4s - loss: 0.4538 - accuracy: 0.9523 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4008405804634094
	accuracy: 0.9617499709129333 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.850 85.817 79.100 85.142 84.365
	Acc: 0.962 OSCR : 74.302 AUROC_max_val (%): 85.817 AUROC_real (%): 75.708

Epoch 579/600
157/157 - 4s - loss: 0.4516 - accuracy: 0.9524 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.40615344047546387
	accuracy: 0.9635000228881836 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    38.200 85.472 78.850 84.423 84.235
	Acc: 0.964 OSCR : 73.890 AUROC_max_val (%): 85.472 AUROC_real (%): 75.287

Epoch 580/600
157/157 - 4s - loss: 0.4449 - accuracy: 0.9516 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4084462821483612
	accuracy: 0.9622499942779541 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    38.525 85.443 78.825 84.414 84.076
	Acc: 0.962 OSCR : 73.973 AUROC_max_val (%): 85.443 AUROC_real (%): 75.394

Epoch 581/600
157/157 - 4s - loss: 0.4582 - accuracy: 0.9509 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4015309810638428
	accuracy: 0.9635000228881836 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.475 84.902 78.237 83.763 83.472
	Acc: 0.964 OSCR : 73.932 AUROC_max_val (%): 84.902 AUROC_real (%): 75.309

Epoch 582/600
157/157 - 4s - loss: 0.4513 - accuracy: 0.9514 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.414028525352478
	accuracy: 0.9627500176429749 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.800 85.313 78.525 84.342 83.874
	Acc: 0.963 OSCR : 73.254 AUROC_max_val (%): 85.313 AUROC_real (%): 74.652

Epoch 583/600
157/157 - 4s - loss: 0.4528 - accuracy: 0.9517 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.41026219725608826
	accuracy: 0.9627500176429749 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.900 84.465 77.725 83.121 83.167
	Acc: 0.963 OSCR : 73.620 AUROC_max_val (%): 84.465 AUROC_real (%): 75.020

Epoch 584/600
157/157 - 4s - loss: 0.4393 - accuracy: 0.9540 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4063746929168701
	accuracy: 0.9627500176429749 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.700 85.146 78.537 83.978 83.754
	Acc: 0.963 OSCR : 74.124 AUROC_max_val (%): 85.146 AUROC_real (%): 75.521

Epoch 585/600
157/157 - 4s - loss: 0.4516 - accuracy: 0.9529 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4078274667263031
	accuracy: 0.9629999995231628 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.300 85.279 78.550 84.202 83.886
	Acc: 0.963 OSCR : 73.800 AUROC_max_val (%): 85.279 AUROC_real (%): 75.182

Epoch 586/600
157/157 - 4s - loss: 0.4591 - accuracy: 0.9503 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4070171117782593
	accuracy: 0.9624999761581421 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.950 85.416 78.663 84.412 84.053
	Acc: 0.963 OSCR : 73.936 AUROC_max_val (%): 85.416 AUROC_real (%): 75.322

Epoch 587/600
157/157 - 4s - loss: 0.4534 - accuracy: 0.9523 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.40652671456336975
	accuracy: 0.9622499942779541 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.475 85.534 78.862 84.578 84.230
	Acc: 0.962 OSCR : 74.219 AUROC_max_val (%): 85.534 AUROC_real (%): 75.618

Epoch 588/600
157/157 - 4s - loss: 0.4418 - accuracy: 0.9523 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.40835049748420715
	accuracy: 0.9624999761581421 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.925 85.169 78.538 84.144 83.882
	Acc: 0.963 OSCR : 73.760 AUROC_max_val (%): 85.169 AUROC_real (%): 75.156

Epoch 589/600
157/157 - 4s - loss: 0.4528 - accuracy: 0.9524 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.41527900099754333
	accuracy: 0.9610000252723694 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    35.875 85.068 78.338 84.022 83.739
	Acc: 0.961 OSCR : 73.160 AUROC_max_val (%): 85.068 AUROC_real (%): 74.557

Epoch 590/600
157/157 - 4s - loss: 0.4533 - accuracy: 0.9520 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.4084223508834839
	accuracy: 0.9620000123977661 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.400 85.481 78.763 84.637 84.106
	Acc: 0.962 OSCR : 73.774 AUROC_max_val (%): 85.481 AUROC_real (%): 75.167

Epoch 591/600
157/157 - 4s - loss: 0.4588 - accuracy: 0.9508 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.4092051088809967
	accuracy: 0.9622499942779541 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.050 85.243 78.513 84.337 83.891
	Acc: 0.962 OSCR : 73.539 AUROC_max_val (%): 85.243 AUROC_real (%): 74.931

Epoch 592/600
157/157 - 4s - loss: 0.4618 - accuracy: 0.9513 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.4038124680519104
	accuracy: 0.9624999761581421 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.350 85.420 78.613 84.550 84.043
	Acc: 0.963 OSCR : 73.893 AUROC_max_val (%): 85.420 AUROC_real (%): 75.273

Epoch 593/600
157/157 - 4s - loss: 0.4361 - accuracy: 0.9549 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.4019745886325836
	accuracy: 0.9620000123977661 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.925 85.405 78.650 84.544 84.034
	Acc: 0.962 OSCR : 74.283 AUROC_max_val (%): 85.405 AUROC_real (%): 75.676

Epoch 594/600
157/157 - 4s - loss: 0.4411 - accuracy: 0.9524 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.40576523542404175
	accuracy: 0.9617499709129333 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.700 85.276 78.487 84.364 83.887
	Acc: 0.962 OSCR : 73.775 AUROC_max_val (%): 85.276 AUROC_real (%): 75.159

Epoch 595/600
157/157 - 4s - loss: 0.4491 - accuracy: 0.9524 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.40275704860687256
	accuracy: 0.9622499942779541 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.150 85.592 78.812 84.781 84.191
	Acc: 0.962 OSCR : 74.147 AUROC_max_val (%): 85.592 AUROC_real (%): 75.539

Epoch 596/600
157/157 - 4s - loss: 0.4493 - accuracy: 0.9512 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4013272225856781
	accuracy: 0.9622499942779541 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.475 85.496 78.725 84.642 84.121
	Acc: 0.962 OSCR : 74.399 AUROC_max_val (%): 85.496 AUROC_real (%): 75.792

Epoch 597/600
157/157 - 4s - loss: 0.4538 - accuracy: 0.9512 - 4s/epoch - 27ms/step
Test results :
	Loss (on known):0.4047301709651947
	accuracy: 0.9622499942779541 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.425 85.531 78.700 84.732 84.134
	Acc: 0.962 OSCR : 74.063 AUROC_max_val (%): 85.531 AUROC_real (%): 75.457

Epoch 598/600
157/157 - 4s - loss: 0.4338 - accuracy: 0.9549 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.40621334314346313
	accuracy: 0.9620000123977661 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.700 85.633 78.812 84.856 84.233
	Acc: 0.962 OSCR : 73.982 AUROC_max_val (%): 85.633 AUROC_real (%): 75.381

Epoch 599/600
157/157 - 4s - loss: 0.4507 - accuracy: 0.9518 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.40254315733909607
	accuracy: 0.9622499942779541 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    37.250 85.698 78.862 84.924 84.286
	Acc: 0.962 OSCR : 74.477 AUROC_max_val (%): 85.698 AUROC_real (%): 75.876

Epoch 600/600
157/157 - 4s - loss: 0.4428 - accuracy: 0.9516 - 4s/epoch - 26ms/step
Test results :
	Loss (on known):0.4050174355506897
	accuracy: 0.9622499942779541 
	       TNR    AUROC  DTACC  AUIN   AUOUT 
	Bas    36.725 85.626 78.763 84.847 84.208
	Acc: 0.962 OSCR : 74.026 AUROC_max_val (%): 85.626 AUROC_real (%): 75.418

--- Execution time : 0:50:34.347197 ---
Closed set loss: 0.40501744
Closed set metrics:
accuracy: 0.9622499942779541 

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32/32 [==============================] - 0s 5ms/step
W0905 09:47:48.283491 23233477727936 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 09:47:48.284224 23233477727936 utils.py:108] Saving model in results/benchmark_osr//standard_vgg32/dist/cifar+50//split-1/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 09:47:48.284359 23233477727936 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 09:47:49.875961 23233477727936 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-1/nb_f-5/anchor_mul-10/max_d-12.649/model.save/assets
I0905 09:47:50.350333 23233477727936 builder_impl.py:797] Assets written to: results/benchmark_osr//standard_vgg32/dist/cifar+50//split-1/nb_f-5/anchor_mul-10/max_d-12.649/model.save/assets
I0905 09:47:50.411573 23233477727936 utils.py:112] Saving history in results/benchmark_osr//standard_vgg32/dist/cifar+50//split-1/nb_f-5/anchor_mul-10/max_d-12.649/history.pkl
AUROC score: 0.754175125
