Whole Heart Segmentation on Client 4 MRI (test)
0.7088Dice (Myo)GIN
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| GINTraining Strategy=Centralized2026.02 | 0.7088 | 0.6647 | 0.8749 | 0.6709 | 0.6602 | 0.6169 | 0.5483 | 0.6778 | |
| FedGINTraining Strategy=Federated2026.02 | 0.6379 | 0.5347 | 0.8643 | 0.6327 | 0.6569 | 0.638 | 0.4435 | 0.6297 | |
| No augmentationTraining Strategy=Centralized2026.02 | 0.6352 | 0.7347 | 0.7577 | 0.6943 | 0.5894 | 0.6439 | 0.5208 | 0.6537 | |
| MRI-onlyTraining Strategy=Local2026.02 | 0.5936 | 0.7178 | 0.7376 | 0.5971 | 0.4923 | 0.4618 | 0.393 | 0.5705 | |
| ProRandConvTraining Strategy=Centralized2026.02 | 0.3986 | 0.2145 | 0.6981 | 0.4565 | 0.3968 | 0.6117 | 0.5319 | 0.4726 | |
| ProRandConvTraining Strategy=Federated2026.02 | 0.3915 | 0.274 | 0.7413 | 0.4587 | 0.2126 | 0.5787 | 0.3538 | 0.4301 | |
| FedAvgTraining Strategy=Federated2026.02 | 0.3807 | 0.6369 | 0.6974 | 0.6528 | 0.4626 | 0.6078 | 0.508 | 0.5637 |