Medical Image Segmentation on CHAOS
94.51DSCDRD
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DRDTeacher=Swin-UM 84.51, Student=UNet2026.05 | 94.51 | — | — | — | |
| DRDTeacher=Swin-UM 84.51, Student=UNet3+2026.05 | 94.05 | — | — | — | |
| SAMSetting=Centralized, Mode=ceiling2026.01 | 93.8 | — | — | 89.5 | |
| DSFedMedSetting=Federated2026.01 | 92.7 | — | — | 87.6 | |
| FedMSASetting=Federated2026.01 | 91.7 | — | — | 86.4 | |
| FedSAMSetting=Federated2026.01 | 90.2 | — | — | 84.8 | |
| FednnU-NetSetting=Federated2026.01 | 89.4 | — | — | 84.3 | |
| FedTinySAMSetting=Federated2026.01 | 88.3 | — | — | 83.1 | |
| MS-Dual-Guided2019.06 | 86.75 | 93.85 | 0.66 | — | |
| FedU-NetSetting=Federated2026.01 | 86 | — | — | 78.8 | |
| UNet Attention2019.06 | 84.77 | 91.79 | 0.72 | — | |
| PANBackbone=ResNet1012019.06 | 84.34 | 91.93 | 0.78 | — | |
| DANet2019.06 | 83.89 | 91.42 | 0.78 | — | |
| PANBackbone=ResNet342019.06 | 82.7 | 90.32 | 0.86 | — | |
| DAF2019.06 | 82.48 | 89.68 | 0.92 | — | |
| UNet2019.06 | 81.14 | 89.01 | 0.91 | — |