Few-shot segmentation on ISIC
79.8mIoUDCDNet
Evaluation Results
| Method | Links | |
|---|---|---|
| DCDNetBackbone=ResNet-50, Publication=-, Shot=5-shot2025.11 | 79.8 | |
| DCDNetBackbone=ResNet-50, Publication=-, Shot=1-shot2025.11 | 72 | |
| FROSTShots (k)=102026.06 | 70.4 | |
| IFABackbone=ResNet-50, Publication=CVPR 2024, Shot=5-shot2025.11 | 69.8 | |
| INSID3Shots (k)=102026.06 | 67 | |
| IFABackbone=ResNet-50, Publication=CVPR 2024, Shot=1-shot2025.11 | 66.3 | |
| FSSDINOShots (k)=102026.06 | 65.4 | |
| GF-SAMShots (k)=102026.06 | 60.7 | |
| APSegBackbone=Vit-base, Publication=CVPR 2024, Shot=5-shot2025.11 | 54 | |
| PATNetBackbone=ResNet-50, Publication=CVPR 2022, Shot=5-shot2025.11 | 53.6 | |
| ABCDFSSBackbone=ResNet-50, Publication=CVPR 2024, Shot=5-shot2025.11 | 53.3 | |
| FROSTShots (k)=12026.06 | 52.6 | |
| FSSDINOShots (k)=12026.06 | 52.3 | |
| APMBackbone=ResNet-50, Publication=NeurIPS 2024, Shot=5-shot2025.11 | 51.2 | |
| INSID3Shots (k)=12026.06 | 50.5 | |
| DR-AdapterBackbone=ResNet-50, Publication=CVPR 2024, Shot=5-shot2025.11 | 48.9 | |
| GF-SAMShots (k)=12026.06 | 48.9 | |
| LoECBackbone=ResNet-50, Publication=CVPR 2025, Shot=5-shot2025.11 | 47 | |
| SSPBackbone=ResNet-50, Publication=ECCV 2022, Shot=5-shot2025.11 | 45.9 | |
| ABCDFSSBackbone=ResNet-50, Publication=CVPR 2024, Shot=1-shot2025.11 | 45.7 | |
| APSegBackbone=Vit-base, Publication=CVPR 2024, Shot=1-shot2025.11 | 45.4 | |
| APMBackbone=ResNet-50, Publication=NeurIPS 2024, Shot=1-shot2025.11 | 41.7 | |
| PATNetBackbone=ResNet-50, Publication=CVPR 2022, Shot=1-shot2025.11 | 41.2 | |
| DR-AdapterBackbone=ResNet-50, Publication=CVPR 2024, Shot=1-shot2025.11 | 40.8 | |
| LoECBackbone=ResNet-50, Publication=CVPR 2025, Shot=1-shot2025.11 | 38.2 | |
| MatcherShots (k)=102026.06 | 36.2 | |
| SSPBackbone=ResNet-50, Publication=ECCV 2022, Shot=1-shot2025.11 | 35.5 | |
| HSNetBackbone=ResNet-50, Publication=ICCV 2021, Shot=5-shot2025.11 | 35.1 | |
| MatcherShots (k)=12026.06 | 33.4 | |
| HSNetBackbone=ResNet-50, Publication=ICCV 2021, Shot=1-shot2025.11 | 31.2 | |
| PerSAMShots (k)=102026.06 | 26.9 | |
| PerSAMBackbone=Vit-base, Publication=ICLR 2023, Shot=5-shot2025.11 | 25.3 | |
| PerSAMBackbone=Vit-base, Publication=ICLR 2023, Shot=1-shot2025.11 | 23.3 | |
| PerSAMShots (k)=12026.06 | 22.7 |