Model save path: /content/drive/MyDrive/Neural Collapse/New_Models/bn_False_dataset_mlp6_epochs_100_lr_0.001_model_depth_MLP_3_model_type_MLP_rand_seed_314159_weight_decay_0.0001.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.444887161254883
Linear Weight Rank: 16
Intra Cos: 0.014583898708224297
Inter Cos: 0.004829856567084789
Norm Quadratic Average: 3.993140459060669
Nearest Class Center Accuracy: 0.447

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.47209644317627
Linear Weight Rank: 179
Intra Cos: 0.014910557307302952
Inter Cos: 0.006024894304573536
Norm Quadratic Average: 5.056196689605713
Nearest Class Center Accuracy: 0.4635

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.653557538986206
Linear Weight Rank: 4
Intra Cos: 0.04319898784160614
Inter Cos: 0.016035575419664383
Norm Quadratic Average: 2.481200695037842
Nearest Class Center Accuracy: 0.53225

Output Layer:
Intra Cos: 0.1905239373445511
Inter Cos: 0.0715905949473381
Norm Quadratic Average: 1.6166008710861206
Nearest Class Center Accuracy: 0.553625

Test Set:
Average Loss: 1.1043373374938965
Accuracy: 0.523
NC1 Within Class Collapse: 16.819936752319336
NC2 Equinorm: Features: 0.08048564195632935, Weights: 0.04537510871887207
NC2 Equiangle: Features: 0.41105349858601886, Weights: 0.10157419244448344
NC3 Self-Duality: 0.3806377053260803
NC4 NCC Mismatch: 0.16200000000000003

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.444887161254883
Linear Weight Rank: 16
Intra Cos: 0.014108894392848015
Inter Cos: 0.005012289620935917
Norm Quadratic Average: 3.9761204719543457
Nearest Class Center Accuracy: 0.4485

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.47209644317627
Linear Weight Rank: 179
Intra Cos: 0.016021767631173134
Inter Cos: 0.00608768779784441
Norm Quadratic Average: 5.037172794342041
Nearest Class Center Accuracy: 0.471

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.653557538986206
Linear Weight Rank: 4
Intra Cos: 0.039373453706502914
Inter Cos: 0.016514556482434273
Norm Quadratic Average: 2.4708452224731445
Nearest Class Center Accuracy: 0.52

Output Layer:
Intra Cos: 0.16415226459503174
Inter Cos: 0.0640883818268776
Norm Quadratic Average: 1.6031725406646729
Nearest Class Center Accuracy: 0.509

