{ "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" }