| { |
| "version": "v2", |
| "model": "EfficientNetV2-M", |
| "img_size": 384, |
| "num_classes": 30, |
| "class_names": [ |
| "Astrocytoma T1", |
| "Astrocytoma T1C+", |
| "Astrocytoma T2", |
| "Ependymoma T1", |
| "Ependymoma T1C+", |
| "Ependymoma T2", |
| "Glioma T1", |
| "Glioma T1C+", |
| "Glioma T2", |
| "Hemangiopericytoma T1", |
| "Hemangiopericytoma T1C+", |
| "Hemangiopericytoma T2", |
| "Meningioma T1", |
| "Meningioma T1C+", |
| "Meningioma T2", |
| "Neurocytoma T1", |
| "Neurocytoma T1C+", |
| "Neurocytoma T2", |
| "Normal T1", |
| "Normal T1C+", |
| "Normal T2", |
| "Oligodendroglioma T1", |
| "Oligodendroglioma T1C+", |
| "Oligodendroglioma T2", |
| "Other T1", |
| "Other T1C+", |
| "Other T2", |
| "Schwannoma T1", |
| "Schwannoma T1C+", |
| "Schwannoma T2" |
| ], |
| "random_seed": 32, |
| "loss": "FocalLoss(gamma=2.0, alpha=0.25)", |
| "optimizer": "AdamW(weight_decay=1e-4)", |
| "augmentation": "flip, rotation, zoom, brightness, random_erasing, mixup", |
| "test_accuracy": 0.9646017699115044, |
| "f1_macro": 0.9639756148403387, |
| "f1_weighted": 0.9646433873156686, |
| "best_weight_path": "/kaggle/working/best_weights.weights.h5" |
| } |
