{ "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" } }