pdd / all_models_comparison.json
moudook's picture
Upload all_models_comparison.json with huggingface_hub
a5a4f0b verified
Raw
History Blame Contribute Delete
15.2 kB
{
"total_models": 24,
"models": [
{
"phase": "phase3",
"phase_name": "Binary",
"model_name": "vit_large_patch16_224",
"model_size": "304M",
"num_classes": 2,
"val_acc": 100.0,
"val_f1": 1.0,
"test_acc": 99.93,
"test_f1": 99.9337,
"num_samples": 3017
},
{
"phase": "phase3",
"phase_name": "Binary",
"model_name": "deit_base_patch16_224",
"model_size": "86M",
"num_classes": 2,
"val_acc": 99.87,
"val_f1": 0.9987,
"test_acc": 99.9,
"test_f1": 99.9006,
"num_samples": 3017
},
{
"phase": "phase3",
"phase_name": "Binary",
"model_name": "vit_base_patch16_224",
"model_size": "86M",
"num_classes": 2,
"val_acc": 99.87,
"val_f1": 0.9987,
"test_acc": 99.87,
"test_f1": 99.8674,
"num_samples": 3017
},
{
"phase": "phase3",
"phase_name": "Binary",
"model_name": "swin_base_patch4_window7_224",
"model_size": "87M",
"num_classes": 2,
"val_acc": 99.97,
"val_f1": 0.9997,
"test_acc": 99.87,
"test_f1": 99.8674,
"num_samples": 3017
},
{
"phase": "phase3",
"phase_name": "Binary",
"model_name": "vit_small_patch16_224",
"model_size": "22M",
"num_classes": 2,
"val_acc": 99.67,
"val_f1": 0.9967,
"test_acc": 99.67,
"test_f1": 99.6685,
"num_samples": 3017
},
{
"phase": "phase1",
"phase_name": "Imbalanced",
"model_name": "swin_base_patch4_window7_224",
"model_size": "87M",
"num_classes": 38,
"val_acc": 99.74,
"val_f1": 0.9974,
"test_acc": 99.65,
"test_f1": 99.65,
"num_samples": 5430
},
{
"phase": "phase1",
"phase_name": "Imbalanced",
"model_name": "vit_base_patch16_224",
"model_size": "86M",
"num_classes": 38,
"val_acc": 99.58,
"val_f1": 0.9958,
"test_acc": 99.61,
"test_f1": 99.6129,
"num_samples": 5430
},
{
"phase": "phase1",
"phase_name": "Imbalanced",
"model_name": "deit_base_patch16_224",
"model_size": "86M",
"num_classes": 38,
"val_acc": 99.41,
"val_f1": 0.9941,
"test_acc": 99.56,
"test_f1": 99.5569,
"num_samples": 5430
},
{
"phase": "phase1",
"phase_name": "Imbalanced",
"model_name": "beit_base_patch16_224",
"model_size": "86M",
"num_classes": 38,
"val_acc": 99.58,
"val_f1": 0.9958,
"test_acc": 99.45,
"test_f1": 99.4477,
"num_samples": 5430
},
{
"phase": "phase1",
"phase_name": "Imbalanced",
"model_name": "vit_large_patch16_224",
"model_size": "304M",
"num_classes": 38,
"val_acc": 99.61,
"val_f1": 0.9961,
"test_acc": 99.45,
"test_f1": 99.4448,
"num_samples": 5430
},
{
"phase": "phase3",
"phase_name": "Binary",
"model_name": "beit_base_patch16_224",
"model_size": "86M",
"num_classes": 2,
"val_acc": 99.17,
"val_f1": 0.9917,
"test_acc": 99.2,
"test_f1": 99.2044,
"num_samples": 3017
},
{
"phase": "phase3",
"phase_name": "Binary",
"model_name": "vit_tiny_patch16_224",
"model_size": "5.7M",
"num_classes": 2,
"val_acc": 99.01,
"val_f1": 0.9901,
"test_acc": 99.04,
"test_f1": 99.0388,
"num_samples": 3017
},
{
"phase": "phase1",
"phase_name": "Imbalanced",
"model_name": "vit_small_patch16_224",
"model_size": "22M",
"num_classes": 38,
"val_acc": 99.17,
"val_f1": 0.9918,
"test_acc": 98.78,
"test_f1": 98.794,
"num_samples": 5430
},
{
"phase": "phase1",
"phase_name": "Imbalanced",
"model_name": "vit_tiny_patch16_224",
"model_size": "5.7M",
"num_classes": 38,
"val_acc": 97.48,
"val_f1": 0.9752,
"test_acc": 97.2,
"test_f1": 97.1993,
"num_samples": 5430
},
{
"phase": "phase2",
"phase_name": "Balanced",
"model_name": "vit_large_patch16_224",
"model_size": "304M",
"num_classes": 38,
"val_acc": 95.96,
"val_f1": 0.959,
"test_acc": 95.3,
"test_f1": 95.28,
"num_samples": 49137
},
{
"phase": "phase3",
"phase_name": "Binary",
"model_name": "hf_google_vit_base",
"model_size": "86M",
"num_classes": 2,
"val_acc": 95.26,
"val_f1": 0.9525,
"test_acc": 95.19,
"test_f1": 95.2044,
"num_samples": 3017
},
{
"phase": "phase2",
"phase_name": "Balanced",
"model_name": "vit_base_patch16_224",
"model_size": "86M",
"num_classes": 38,
"val_acc": 94.39,
"val_f1": 0.9434,
"test_acc": 94.33,
"test_f1": 94.2842,
"num_samples": 49137
},
{
"phase": "phase1",
"phase_name": "Imbalanced",
"model_name": "hf_google_vit_base",
"model_size": "86M",
"num_classes": 38,
"val_acc": 92.69,
"val_f1": 0.9294,
"test_acc": 92.15,
"test_f1": 91.9225,
"num_samples": 5430
},
{
"phase": "phase2",
"phase_name": "Balanced",
"model_name": "swin_base_patch4_window7_224",
"model_size": "87M",
"num_classes": 38,
"val_acc": 89.47,
"val_f1": 0.8861,
"test_acc": 90.08,
"test_f1": 90.3668,
"num_samples": 49137
},
{
"phase": "phase2",
"phase_name": "Balanced",
"model_name": "deit_base_patch16_224",
"model_size": "86M",
"num_classes": 38,
"val_acc": 83.16,
"val_f1": 0.8272,
"test_acc": 81.3,
"test_f1": 80.6879,
"num_samples": 49137
},
{
"phase": "phase2",
"phase_name": "Balanced",
"model_name": "vit_small_patch16_224",
"model_size": "22M",
"num_classes": 38,
"val_acc": 78.25,
"val_f1": 0.7691,
"test_acc": 75.74,
"test_f1": 76.3495,
"num_samples": 49137
},
{
"phase": "phase2",
"phase_name": "Balanced",
"model_name": "beit_base_patch16_224",
"model_size": "86M",
"num_classes": 38,
"val_acc": 74.39,
"val_f1": 0.7296,
"test_acc": 73.12,
"test_f1": 71.3648,
"num_samples": 49137
},
{
"phase": "phase2",
"phase_name": "Balanced",
"model_name": "vit_tiny_patch16_224",
"model_size": "5.7M",
"num_classes": 38,
"val_acc": 53.86,
"val_f1": 0.5245,
"test_acc": 51.59,
"test_f1": 48.8828,
"num_samples": 49137
},
{
"phase": "phase2",
"phase_name": "Balanced",
"model_name": "hf_google_vit_base",
"model_size": "86M",
"num_classes": 38,
"val_acc": 6.67,
"val_f1": 0.0611,
"test_acc": 6.83,
"test_f1": 6.5421,
"num_samples": 49137
}
],
"best_overall": {
"phase": "phase3",
"phase_name": "Binary",
"model_name": "vit_large_patch16_224",
"model_size": "304M",
"num_classes": 2,
"val_acc": 100.0,
"val_f1": 1.0,
"test_acc": 99.93,
"test_f1": 99.9337,
"num_samples": 3017
},
"by_phase": {
"phase1": [
{
"phase": "phase1",
"phase_name": "Imbalanced",
"model_name": "swin_base_patch4_window7_224",
"model_size": "87M",
"num_classes": 38,
"val_acc": 99.74,
"val_f1": 0.9974,
"test_acc": 99.65,
"test_f1": 99.65,
"num_samples": 5430
},
{
"phase": "phase1",
"phase_name": "Imbalanced",
"model_name": "vit_base_patch16_224",
"model_size": "86M",
"num_classes": 38,
"val_acc": 99.58,
"val_f1": 0.9958,
"test_acc": 99.61,
"test_f1": 99.6129,
"num_samples": 5430
},
{
"phase": "phase1",
"phase_name": "Imbalanced",
"model_name": "deit_base_patch16_224",
"model_size": "86M",
"num_classes": 38,
"val_acc": 99.41,
"val_f1": 0.9941,
"test_acc": 99.56,
"test_f1": 99.5569,
"num_samples": 5430
},
{
"phase": "phase1",
"phase_name": "Imbalanced",
"model_name": "beit_base_patch16_224",
"model_size": "86M",
"num_classes": 38,
"val_acc": 99.58,
"val_f1": 0.9958,
"test_acc": 99.45,
"test_f1": 99.4477,
"num_samples": 5430
},
{
"phase": "phase1",
"phase_name": "Imbalanced",
"model_name": "vit_large_patch16_224",
"model_size": "304M",
"num_classes": 38,
"val_acc": 99.61,
"val_f1": 0.9961,
"test_acc": 99.45,
"test_f1": 99.4448,
"num_samples": 5430
},
{
"phase": "phase1",
"phase_name": "Imbalanced",
"model_name": "vit_small_patch16_224",
"model_size": "22M",
"num_classes": 38,
"val_acc": 99.17,
"val_f1": 0.9918,
"test_acc": 98.78,
"test_f1": 98.794,
"num_samples": 5430
},
{
"phase": "phase1",
"phase_name": "Imbalanced",
"model_name": "vit_tiny_patch16_224",
"model_size": "5.7M",
"num_classes": 38,
"val_acc": 97.48,
"val_f1": 0.9752,
"test_acc": 97.2,
"test_f1": 97.1993,
"num_samples": 5430
},
{
"phase": "phase1",
"phase_name": "Imbalanced",
"model_name": "hf_google_vit_base",
"model_size": "86M",
"num_classes": 38,
"val_acc": 92.69,
"val_f1": 0.9294,
"test_acc": 92.15,
"test_f1": 91.9225,
"num_samples": 5430
}
],
"phase2": [
{
"phase": "phase2",
"phase_name": "Balanced",
"model_name": "vit_large_patch16_224",
"model_size": "304M",
"num_classes": 38,
"val_acc": 95.96,
"val_f1": 0.959,
"test_acc": 95.3,
"test_f1": 95.28,
"num_samples": 49137
},
{
"phase": "phase2",
"phase_name": "Balanced",
"model_name": "vit_base_patch16_224",
"model_size": "86M",
"num_classes": 38,
"val_acc": 94.39,
"val_f1": 0.9434,
"test_acc": 94.33,
"test_f1": 94.2842,
"num_samples": 49137
},
{
"phase": "phase2",
"phase_name": "Balanced",
"model_name": "swin_base_patch4_window7_224",
"model_size": "87M",
"num_classes": 38,
"val_acc": 89.47,
"val_f1": 0.8861,
"test_acc": 90.08,
"test_f1": 90.3668,
"num_samples": 49137
},
{
"phase": "phase2",
"phase_name": "Balanced",
"model_name": "deit_base_patch16_224",
"model_size": "86M",
"num_classes": 38,
"val_acc": 83.16,
"val_f1": 0.8272,
"test_acc": 81.3,
"test_f1": 80.6879,
"num_samples": 49137
},
{
"phase": "phase2",
"phase_name": "Balanced",
"model_name": "vit_small_patch16_224",
"model_size": "22M",
"num_classes": 38,
"val_acc": 78.25,
"val_f1": 0.7691,
"test_acc": 75.74,
"test_f1": 76.3495,
"num_samples": 49137
},
{
"phase": "phase2",
"phase_name": "Balanced",
"model_name": "beit_base_patch16_224",
"model_size": "86M",
"num_classes": 38,
"val_acc": 74.39,
"val_f1": 0.7296,
"test_acc": 73.12,
"test_f1": 71.3648,
"num_samples": 49137
},
{
"phase": "phase2",
"phase_name": "Balanced",
"model_name": "vit_tiny_patch16_224",
"model_size": "5.7M",
"num_classes": 38,
"val_acc": 53.86,
"val_f1": 0.5245,
"test_acc": 51.59,
"test_f1": 48.8828,
"num_samples": 49137
},
{
"phase": "phase2",
"phase_name": "Balanced",
"model_name": "hf_google_vit_base",
"model_size": "86M",
"num_classes": 38,
"val_acc": 6.67,
"val_f1": 0.0611,
"test_acc": 6.83,
"test_f1": 6.5421,
"num_samples": 49137
}
],
"phase3": [
{
"phase": "phase3",
"phase_name": "Binary",
"model_name": "vit_large_patch16_224",
"model_size": "304M",
"num_classes": 2,
"val_acc": 100.0,
"val_f1": 1.0,
"test_acc": 99.93,
"test_f1": 99.9337,
"num_samples": 3017
},
{
"phase": "phase3",
"phase_name": "Binary",
"model_name": "deit_base_patch16_224",
"model_size": "86M",
"num_classes": 2,
"val_acc": 99.87,
"val_f1": 0.9987,
"test_acc": 99.9,
"test_f1": 99.9006,
"num_samples": 3017
},
{
"phase": "phase3",
"phase_name": "Binary",
"model_name": "vit_base_patch16_224",
"model_size": "86M",
"num_classes": 2,
"val_acc": 99.87,
"val_f1": 0.9987,
"test_acc": 99.87,
"test_f1": 99.8674,
"num_samples": 3017
},
{
"phase": "phase3",
"phase_name": "Binary",
"model_name": "swin_base_patch4_window7_224",
"model_size": "87M",
"num_classes": 2,
"val_acc": 99.97,
"val_f1": 0.9997,
"test_acc": 99.87,
"test_f1": 99.8674,
"num_samples": 3017
},
{
"phase": "phase3",
"phase_name": "Binary",
"model_name": "vit_small_patch16_224",
"model_size": "22M",
"num_classes": 2,
"val_acc": 99.67,
"val_f1": 0.9967,
"test_acc": 99.67,
"test_f1": 99.6685,
"num_samples": 3017
},
{
"phase": "phase3",
"phase_name": "Binary",
"model_name": "beit_base_patch16_224",
"model_size": "86M",
"num_classes": 2,
"val_acc": 99.17,
"val_f1": 0.9917,
"test_acc": 99.2,
"test_f1": 99.2044,
"num_samples": 3017
},
{
"phase": "phase3",
"phase_name": "Binary",
"model_name": "vit_tiny_patch16_224",
"model_size": "5.7M",
"num_classes": 2,
"val_acc": 99.01,
"val_f1": 0.9901,
"test_acc": 99.04,
"test_f1": 99.0388,
"num_samples": 3017
},
{
"phase": "phase3",
"phase_name": "Binary",
"model_name": "hf_google_vit_base",
"model_size": "86M",
"num_classes": 2,
"val_acc": 95.26,
"val_f1": 0.9525,
"test_acc": 95.19,
"test_f1": 95.2044,
"num_samples": 3017
}
]
},
"summary": {
"highest_val_acc": 100.0,
"highest_val_f1": 1.0,
"highest_test_acc": 99.93,
"highest_test_f1": 99.9337,
"avg_val_acc": 89.84,
"avg_test_acc": 89.45
}
}