Few-Shot Medical Image Segmentation on Abdominal CT
79.3Liver ScoreRobustEMD
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| RobustEMDBackbone=ResNet-502025.12 | 79.3 | 66.67 | 54.75 | 67.1 | 66.96 | |
| RobustEMD2026.05 | 79.3 | 66.67 | 54.75 | 67.1 | 66.96 | |
| SSL-ALPBackbone=ResNet-1012025.12 | 78.29 | 72.36 | 71.81 | 70.96 | 73.35 | |
| SSL-ALP2026.05 | 78.29 | 72.36 | 71.81 | 70.96 | 73.35 | |
| ADNetBackbone=ResNet-502025.12 | 77.54 | 70.36 | 75.91 | 65.44 | 72.31 | |
| ADNetBackbone=ResNet-1012025.12 | 77.24 | 72.13 | 79.06 | 63.48 | 72.97 | |
| ADNet2026.05 | 77.24 | 72.13 | 79.06 | 63.48 | 72.97 | |
| Contrastive Graph ModelingBackbone=ResNet-502025.12 | 75.89 | 77.51 | 67.64 | 71.35 | 73.1 | |
| FAMNetBackbone=ResNet-502025.12 | 74.29 | 71.14 | 66.13 | 70.08 | 70.41 | |
| FAMNet2026.05 | 74.29 | 71.14 | 66.13 | 70.08 | 70.41 | |
| SSL-ALPBackbone=ResNet-502025.12 | 73.18 | 70.03 | 67.63 | 70.04 | 70.22 | |
| GeoProto2026.05 | 71.49 | 75.66 | 78.09 | 73.09 | 74.58 |