| { | |
| "model_type": "custom_efficientnet", | |
| "task": "image_classification", | |
| "num_classes": 1, | |
| "image_size": [ | |
| 224, | |
| 224 | |
| ], | |
| "architecture": "Custom EfficientNet with Data Leakage", | |
| "performance": { | |
| "test_accuracy": 0.967, | |
| "test_precision": 0.957, | |
| "test_recall": 0.976, | |
| "test_f1": 0.966, | |
| "test_auc": 0.976, | |
| "note": "HIGH PERFORMANCE DUE TO DATA LEAKAGE - NOT REAL GENERALIZATION" | |
| }, | |
| "training_info": { | |
| "dataset": "Cataract Image Dataset (with augmentation leakage)", | |
| "total_images": 6127, | |
| "training_epochs": 73, | |
| "optimizer": "AdamW", | |
| "data_leakage_warning": "This model has data leakage - same base images in train/val/test splits" | |
| } | |
| } |