Download all_models_comparison.json from moudook/pdd: direct link, hf CLI and curl.
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- Download file 15.2 kB
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https://huggingface.co/moudook/pdd/resolve/main/all_models_comparison.json
- Command line
-
hf download hf://moudook/pdd/all_models_comparison.json
-
curl -L -o all_models_comparison.json https://huggingface.co/moudook/pdd/resolve/main/all_models_comparison.json
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 | |
| } | |
| } |