Abdominal Organ Segmentation on AMOS MRI 2020 (test)
0.9187Liver DSCGIN
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| GINTraining Protocol=Centralized Multi-Modality Training, Training Modality=CT+MRI2026.02 | 0.9187 | 0.9112 | 0.891 | 0.5934 | 0.6564 | |
| No augmentationTraining Protocol=Centralized Multi-Modality Training, Training Modality=CT+MRI2026.02 | 0.9157 | 0.8925 | 0.8812 | 0.0229 | 0.6109 | |
| RC-UnetTraining Protocol=Centralized Multi-Modality Training, Training Modality=CT+MRI2026.02 | 0.8859 | 0.8882 | 0.8604 | 0.5405 | 0.6156 | |
| RaffeSDGTraining Protocol=Centralized Multi-Modality Training, Training Modality=CT+MRI2026.02 | 0.883 | 0.7511 | 0.5697 | 0.3329 | 0.5111 | |
| FedGINTraining Protocol=Federated Learning, Training Modality=CT Client + MRI Client2026.02 | 0.853 | 0.8972 | 0.8824 | 0.5532 | 0.6567 | |
| MRI-onlyTraining Protocol=Single Modality Local Training, Training Modality=MRI-only2026.02 | 0.8511 | 0.8901 | 0.7731 | 0.3221 | 0.1229 | |
| DSBNTraining Protocol=Centralized Multi-Modality Training, Training Modality=CT+MRI2026.02 | 0.7811 | 0.7405 | 0.11 | 0.076 | 0.1498 | |
| FMAugTraining Protocol=Centralized Multi-Modality Training, Training Modality=CT+MRI2026.02 | 0.7807 | 0.6541 | 0.6481 | 0.3447 | 0.084 | |
| FedAvgTraining Protocol=Federated Learning, Training Modality=CT Client + MRI Client2026.02 | 0.7645 | 0.7569 | 0.7537 | 0.0861 | 0.2309 | |
| FMAugTraining Protocol=Federated Learning, Training Modality=CT Client + MRI Client2026.02 | 0.7162 | 0.0523 | 0.722 | 0.1568 | 0.0003 | |
| ProRandConvTraining Protocol=Centralized Multi-Modality Training, Training Modality=CT+MRI2026.02 | 0.7061 | 0.861 | 0.8126 | 0.4064 | 0.6113 | |
| ProRandConvTraining Protocol=Federated Learning, Training Modality=CT Client + MRI Client2026.02 | 0.7059 | 0.8506 | 0.6938 | 0.4227 | 0.4474 | |
| RaffeSDGTraining Protocol=Federated Learning, Training Modality=CT Client + MRI Client2026.02 | 0.6324 | 0.1248 | 0.5308 | 0.1007 | 0.0989 | |
| RC-UnetTraining Protocol=Federated Learning, Training Modality=CT Client + MRI Client2026.02 | 0.5953 | 0.4193 | 0.7681 | 0.0324 | 0.0045 | |
| CT-onlyTraining Protocol=Single Modality Local Training, Training Modality=CT-only2026.02 | 0.3909 | 0.7708 | 0.6511 | 0.076 | 0.2512 | |
| DSBNTraining Protocol=Federated Learning, Training Modality=CT Client + MRI Client2026.02 | 0.1395 | 0.0117 | 0.0233 | 0.0023 | 0.0021 |