Cross-Domain Few-Shot Segmentation (1-shot & 5-shot) on ISIC
55.73mIoU (1-shot)Ours
Evaluation results
| Method | Links | ||
|---|---|---|---|
| OursBackbone=DINOv3-B, Training Approach=Training-free, Task=CD-FSS, Mark=Ours2026.06 | 55.73 | 62.55 | |
| PATNetBackbone=DINOv3-B, Training Approach=Training-based, Task=CD-FSS, Mark=ECCV-222026.06 | 54.37 | 62.36 | |
| LoECBackbone=ViT-B, Training Approach=Training-based, Task=CD-FSS, Mark=CVPR-252026.06 | 52.91 | 62.43 | |
| LoECBackbone=DINOv3-B, Training Approach=Training-based, Task=CD-FSS, Mark=CVPR-252026.06 | 50.98 | 61.38 | |
| DFNBackbone=ViT-B, Training Approach=Training-based, Task=CD-FSS, Mark=ICML-252026.06 | 50.36 | 58.53 | |
| ABCDFSSBackbone=DINOv3-B, Training Approach=Training-based, Task=CD-FSS, Mark=CVPR-242026.06 | 49.56 | 56.32 | |
| GF-SAMBackbone=DINOv3-B+SAM-B, Training Approach=Training-free, Task=FSS, Mark=NIPS-242026.06 | 49.13 | 56.91 | |
| FPTransBackbone=ViT-B, Training Approach=Training-based, Task=FSS, Mark=NIPS-222026.06 | 48.65 | 60.37 | |
| FSSAMBackbone=DINOv2-B+SAM2, Training Approach=Training-based, Task=FSS, Mark=ICML-252026.06 | 47.75 | 59.68 | |
| SDRCBackbone=ViT-B, Training Approach=Training-based, Task=CD-FSS, Mark=ICML-252026.06 | 46.57 | 55.02 | |
| ABCDFSSBackbone=ResNet-50, Training Approach=Training-based, Task=CD-FSS, Mark=CVPR-242026.06 | 45.7 | 53.3 | |
| APSegBackbone=SAM-B, Training Approach=Training-based, Task=CD-FSS, Mark=CVPR-242026.06 | 45.43 | 53.98 | |
| GF-SAMBackbone=DINOv2-B+SAM-B, Training Approach=Training-free, Task=FSS, Mark=NIPS-242026.06 | 44.47 | 50.25 | |
| APMBackbone=ResNet-50, Training Approach=Training-based, Task=CD-FSS, Mark=NIPS-242026.06 | 41.71 | 51.16 | |
| PATNetBackbone=ResNet-50, Training Approach=Training-based, Task=CD-FSS, Mark=ECCV-222026.06 | 41.16 | 53.58 | |
| DRABackbone=ResNet-50, Training Approach=Training-based, Task=CD-FSS, Mark=CVPR-242026.06 | 40.77 | 48.87 | |
| MatcherBackbone=DINOv3-B+SAM-B, Training Approach=Training-free, Task=FSS, Mark=ICLR-242026.06 | 38.68 | 46.85 | |
| MatcherBackbone=DINOv2-B+SAM-B, Training Approach=Training-free, Task=FSS, Mark=ICLR-242026.06 | 38.29 | 39.22 | |
| ISABackbone=ResNet-50, Training Approach=Training-based, Task=CD-FSS, Mark=ICCV-252026.06 | 37.2 | 56.1 | |
| SSPBackbone=ResNet-50, Training Approach=Training-based, Task=FSS, Mark=ECCV-222026.06 | 35.49 | 45.86 | |
| MAUPBackbone=DINOv2-B+SAM-B, Training Approach=Training-free, Task=FSMIS, Mark=MICCAI-252026.06 | 33.88 | 36.35 | |
| HDMNetBackbone=ResNet-50, Training Approach=Training-based, Task=FSS, Mark=CVPR-232026.06 | 33 | 35 | |
| PerSAMBackbone=SAM-B, Training Approach=Training-free, Task=FSS, Mark=ICLR-242026.06 | 23.27 | 25.33 |