{ "model_type": "MultiScaleViT2D + SecondOrderClassifier", "architecture": { "encoder": "MultiScaleViT2DEncoder", "classifier": "SecondOrderClassifier", "img_size": [224, 224], "patch_size": [16, 16], "embed_dim": 384, "depth": 12, "num_heads": 6, "mlp_ratio": 4.0, "drop_path_rate": 0.0, "num_classes": 2, "dropout": 0.3, "use_second_order": true }, "calibration": { "method": "platt_scaling", "temperature": 1.6995 }, "uncertainty": { "method": "mc_dropout", "default_samples": 10 }, "preprocessing": { "input_channels": 1, "input_size": [224, 224], "normalization": "z_score", "colormode": "grayscale" }, "training": { "pretrain_data": ["OASIS", "IXI"], "finetune_data": ["OASIS"], "pretrain_method": "self_supervised", "finetune_strategy": "5_fold_cross_validation" }, "framework": "pytorch", "author": "Akshay Biradar", "license": "MIT" }