Abdominal Organ Segmentation on AMOS CT 2020 (test)
93.4Liver Dice ScoreFedGIN
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| FedGINTraining Protocol=Federated Learning, Training Modality=CT Client + MRI Client2026.02 | 93.4 | 90.37 | 89.05 | 60.02 | 69.09 | |
| GINTraining Protocol=Centralized Multi-Modality Training, Training Modality=CT+MRI2026.02 | 93.01 | 90.16 | 91.08 | 61.24 | 68.04 | |
| RC-UnetTraining Protocol=Centralized Multi-Modality Training, Training Modality=CT+MRI2026.02 | 92.33 | 86.78 | 87.42 | 49.71 | 62.18 | |
| ProRandConvTraining Protocol=Federated Learning, Training Modality=CT Client + MRI Client2026.02 | 92.21 | 85.97 | 89.46 | 59.89 | 63.78 | |
| DSBNTraining Protocol=Centralized Multi-Modality Training, Training Modality=CT+MRI2026.02 | 92.05 | 83.71 | 2.29 | 56.93 | 41.58 | |
| No augmentationTraining Protocol=Centralized Multi-Modality Training, Training Modality=CT+MRI2026.02 | 91.32 | 88.07 | 90.5 | 47.01 | 61.3 | |
| RC-UnetTraining Protocol=Federated Learning, Training Modality=CT Client + MRI Client2026.02 | 90.71 | 87.87 | 88.29 | 56.97 | 60.54 | |
| ProRandConvTraining Protocol=Centralized Multi-Modality Training, Training Modality=CT+MRI2026.02 | 90.55 | 86.98 | 88.13 | 55.21 | 60.97 | |
| CT-onlyTraining Protocol=Single Modality Local Training, Training Modality=CT-only2026.02 | 89.67 | 87.11 | 88.09 | 51.69 | 64.11 | |
| RaffeSDGTraining Protocol=Federated Learning, Training Modality=CT Client + MRI Client2026.02 | 89.1 | 62.84 | 79.22 | 49.64 | 50.07 | |
| DSBNTraining Protocol=Federated Learning, Training Modality=CT Client + MRI Client2026.02 | 87.81 | 90.14 | 76.09 | 54.45 | 60.06 | |
| FedAvgTraining Protocol=Federated Learning, Training Modality=CT Client + MRI Client2026.02 | 85.51 | 87.64 | 86.36 | 44.86 | 62.11 | |
| RaffeSDGTraining Protocol=Centralized Multi-Modality Training, Training Modality=CT+MRI2026.02 | 83.32 | 74.61 | 80.12 | 58.18 | 51.53 | |
| FMAugTraining Protocol=Federated Learning, Training Modality=CT Client + MRI Client2026.02 | 82.88 | 1.84 | 69.15 | 1.64 | 6.67 | |
| FMAugTraining Protocol=Centralized Multi-Modality Training, Training Modality=CT+MRI2026.02 | 81.81 | 13.12 | 58.13 | 2.7 | 0.41 | |
| MRI-onlyTraining Protocol=Single Modality Local Training, Training Modality=MRI-only2026.02 | 26.32 | 4.4 | 3.72 | 1.28 | 0.19 |