| { | |
| "config": { | |
| "data_dir": null, | |
| "output_dir": "/content/training_runs/modality_classifier", | |
| "hf_token": "***redacted***", | |
| "hf_dataset_repo": "iraqigold/Medical-Modality-Dataset", | |
| "hf_model_repo": "iraqigold/Medical-Modality-Classifier", | |
| "download_hf": false, | |
| "upload_to_hf": true, | |
| "backbone": "resnet18", | |
| "epochs": 15, | |
| "batch_size": 32, | |
| "num_workers": 0, | |
| "lr": 0.0001, | |
| "weight_decay": 0.0001, | |
| "val_ratio": 0.15, | |
| "test_ratio": 0.1, | |
| "seed": 42, | |
| "save_every": 3, | |
| "upload_every_epochs": 3, | |
| "resume_training": true, | |
| "force_balance": true | |
| }, | |
| "classes": [ | |
| "CT", | |
| "MRI", | |
| "US", | |
| "XRAY" | |
| ], | |
| "class_mapping": { | |
| "CT": 0, | |
| "MRI": 1, | |
| "US": 2, | |
| "XRAY": 3 | |
| }, | |
| "train_samples": 6000, | |
| "val_samples": 1200, | |
| "test_samples": 800, | |
| "best_val_accuracy": 0.9991666666666666, | |
| "test_metrics": { | |
| "test_loss": 0.0007467886476661079, | |
| "test_accuracy": 1.0, | |
| "per_class_accuracy": { | |
| "CT": 1.0, | |
| "MRI": 1.0, | |
| "US": 1.0, | |
| "XRAY": 1.0 | |
| }, | |
| "per_class_correct": { | |
| "CT": 206, | |
| "MRI": 201, | |
| "US": 178, | |
| "XRAY": 215 | |
| }, | |
| "per_class_total": { | |
| "CT": 206, | |
| "MRI": 201, | |
| "US": 178, | |
| "XRAY": 215 | |
| } | |
| } | |
| } |