| { | |
| "training_date": "20241203_163951", | |
| "dataset_info": { | |
| "total_images": 6000, | |
| "real_images": 4500, | |
| "synthetic_images": 1500, | |
| "synthetic_ratio": 0.3, | |
| "class_distribution": { | |
| "glioma": 2000, | |
| "meningioma": 2000, | |
| "pituitary_tumor": 2000 | |
| } | |
| }, | |
| "model_performance": { | |
| "glioma": { | |
| "precision": 0.9473684210526315, | |
| "recall": 0.96, | |
| "f1-score": 0.9536423841059603, | |
| "support": 300 | |
| }, | |
| "meningioma": { | |
| "precision": 0.962457337883959, | |
| "recall": 0.94, | |
| "f1-score": 0.9510961214165261, | |
| "support": 300 | |
| }, | |
| "pituitary_tumor": { | |
| "precision": 0.9867986798679867, | |
| "recall": 0.9966666666666667, | |
| "f1-score": 0.9917081260364843, | |
| "support": 300 | |
| }, | |
| "accuracy": 0.9655555555555555, | |
| "macro avg": { | |
| "precision": 0.9655414796015257, | |
| "recall": 0.9655555555555555, | |
| "f1-score": 0.9654822105196569, | |
| "support": 900 | |
| }, | |
| "weighted avg": { | |
| "precision": 0.9655414796015258, | |
| "recall": 0.9655555555555555, | |
| "f1-score": 0.9654822105196569, | |
| "support": 900 | |
| } | |
| }, | |
| "input_shape": [ | |
| null, | |
| 224, | |
| 224, | |
| 1 | |
| ], | |
| "classes": [ | |
| "glioma", | |
| "meningioma", | |
| "pituitary_tumor" | |
| ] | |
| } |