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nnUNetCLSTrainerMTL). Models are trained with 5-fold cross-validation; this repository contains the best-checkpoint weights (checkpoint_best.pth) for each fold.| Dataset | Modality | Cases | Segmentation Labels | Classification Labels (cases per class) | License |
|---|---|---|---|---|---|
| Dataset001_BrainMets | T1, T1c, T2, FLAIR, CT, RTP | 166 | Necrotic Core (1), Enhancing Tumor (2), Edema (3) | Primary Tumor Origin: NSCLC (102), Breast carcinoma (64) | CC BY 4.0 |
| Dataset002_MU_Glioma | T1c, T1, FLAIR, T2 | 591 | Non-Enhancing Tumor Core (1), Surrounding Non-Enhancing FLAIR Hyperintensity (2), Enhancing Tumor (3), Resection Cavity (4) | Primary Diagnosis: GBM (446), Astrocytoma (87), Others (58) | CC-BY-NC 4.0 |
| Dataset003_UCSD_PTGB | T1c, FLAIR, ADC | 184 | Tumor (1) | IDH Mutation Status: Wild-Type (169), Mutant (15) | CC-BY-NC 4.0 |
| Dataset004_PICAI | T2, ADC, HBV | 1500 | Prostate (1), Tumor (2) | ISUP Grade: Benign/Indolent (847), ISUP 1 (228), ISUP 2 (234), ISUP 3 (99), ISUP 4 (40), ISUP 5 (52) | CC-BY-NC 4.0 |
| Dataset005_LUNA25 | CT | 6132 | Nodule (1) | Malignancy: Benign (5,589), Malignant (543) | CC BY 4.0 |
| Dataset061_PETWB_Lung | CT, PET | 490 | Lung (1) | Cancer type: Other (42), Lung Cancer (448) | CC BY 4.0 |
| Dataset062_PETWB_Liver | CT, PET | 490 | Liver (1) | Cancer type: Other (242), Liver Cancer (248) | CC BY 4.0 |
DatasetXXX_<name>/
├── README.md # per-fold results and figures
├── figures/ # box plots, ROC/PRC, confusion matrix, case samples
└── nnUNetCLSTrainerMTL__nnUNetPlans__3d_fullres/
├── dataset.json
├── dataset_fingerprint.json
├── plans.json
├── fold_0/
│ └── checkpoint_best.pth
├── ...
└── fold_4/
└── checkpoint_best.pth