Cross-Domain Few-Shot Segmentation on Chest X-ray
85.44mIoU (1-shot)Ours
Evaluation results
| Method | Links | ||
|---|---|---|---|
| OursBackbone=DINOv3-B, Training Approach=Training-free, Task=CD-FSS, Mark=Ours2026.06 | 85.44 | 87.01 | |
| APSegBackbone=SAM-B, Training Approach=Training-based, Task=CD-FSS, Mark=CVPR-242026.06 | 84.1 | 84.5 | |
| LoECBackbone=ViT-B, Training Approach=Training-based, Task=CD-FSS, Mark=CVPR-252026.06 | 83.94 | 84.12 | |
| ISABackbone=ResNet-50, Training Approach=Training-based, Task=CD-FSS, Mark=ICCV-252026.06 | 83.4 | 86.3 | |
| DFNBackbone=ViT-B, Training Approach=Training-based, Task=CD-FSS, Mark=ICML-252026.06 | 83.18 | 87.14 | |
| SDRCBackbone=ViT-B, Training Approach=Training-based, Task=CD-FSS, Mark=ICML-252026.06 | 82.86 | 84.79 | |
| DRABackbone=ResNet-50, Training Approach=Training-based, Task=CD-FSS, Mark=CVPR-242026.06 | 82.35 | 82.31 | |
| FPTransBackbone=ViT-B, Training Approach=Training-based, Task=FSS, Mark=NIPS-222026.06 | 80.92 | 82.91 | |
| ABCDFSSBackbone=DINOv3-B, Training Approach=Training-based, Task=CD-FSS, Mark=CVPR-242026.06 | 80.73 | 82.91 | |
| ABCDFSSBackbone=ResNet-50, Training Approach=Training-based, Task=CD-FSS, Mark=CVPR-242026.06 | 79.8 | 81.4 | |
| APMBackbone=ResNet-50, Training Approach=Training-based, Task=CD-FSS, Mark=NIPS-242026.06 | 78.25 | 82.81 | |
| FSSAMBackbone=DINOv2-B+SAM2, Training Approach=Training-based, Task=FSS, Mark=ICML-252026.06 | 77.11 | 86.56 | |
| MatcherBackbone=DINOv2-B+SAM-B, Training Approach=Training-free, Task=FSS, Mark=ICLR-242026.06 | 76.42 | 79.04 | |
| MatcherBackbone=DINOv3-B+SAM-B, Training Approach=Training-free, Task=FSS, Mark=ICLR-242026.06 | 75.86 | 81.07 | |
| SSPBackbone=ResNet-50, Training Approach=Training-based, Task=FSS, Mark=ECCV-222026.06 | 74.44 | 74.26 | |
| MAUPBackbone=DINOv2-B+SAM-B, Training Approach=Training-free, Task=FSMIS, Mark=MICCAI-252026.06 | 73.96 | 75.63 | |
| LoECBackbone=DINOv3-B, Training Approach=Training-based, Task=CD-FSS, Mark=CVPR-252026.06 | 73.83 | 74.58 | |
| PATNetBackbone=ResNet-50, Training Approach=Training-based, Task=CD-FSS, Mark=ECCV-222026.06 | 66.61 | 70.2 | |
| PATNetBackbone=DINOv3-B, Training Approach=Training-based, Task=CD-FSS, Mark=ECCV-222026.06 | 62.69 | 64.42 | |
| GF-SAMBackbone=DINOv3-B+SAM-B, Training Approach=Training-free, Task=FSS, Mark=NIPS-242026.06 | 43.37 | 42.63 | |
| GF-SAMBackbone=DINOv2-B+SAM-B, Training Approach=Training-free, Task=FSS, Mark=NIPS-242026.06 | 38.7 | 37.93 | |
| HDMNetBackbone=ResNet-50, Training Approach=Training-based, Task=FSS, Mark=CVPR-232026.06 | 30.6 | 31.3 | |
| PerSAMBackbone=SAM-B, Training Approach=Training-free, Task=FSS, Mark=ICLR-242026.06 | 29.95 | 30.05 |