Few-Shot Segmentation on ISIC 2018
73.6mIoUHERA (DINOv3)
Evaluation results
| Method | Links | |
|---|---|---|
| HERA (DINOv3)Training (S/T)=∅, Backbone=ViT-base2026.05 | 73.6 | |
| DATOPublication=CVPR 2025, Training (S/T)=✓/×2026.05 | 70.3 | |
| IFAPublication=CVPR 2024, Training (S/T)=✓/✓2026.05 | 69.8 | |
| HERA (DINOv2)Training (S/T)=∅, Backbone=ViT-base2026.05 | 68.7 | |
| SSPShots=5-shot, Training Protocol=Training-required2026.02 | 65.4 | |
| LoECPublication=CVPR 2025, Training (S/T)=✓/✓, Backbone=ViT-base2026.05 | 62.4 | |
| TVGTANetPublication=ACM MM2025, Training (S/T)=✓/✓2026.05 | 58.8 | |
| DFNPublication=ICML 2025, Training (S/T)=✓/✓2026.05 | 58.5 | |
| CPSShots=5-shot, Training Protocol=SAM-based Training-free2026.02 | 56.6 | |
| GF-SAMShots=5-shot, Training Protocol=SAM-based Training-free2026.02 | 55.2 | |
| SDRCPublication=ICML 2025, Training (S/T)=✓/✓, Backbone=ViT-base2026.05 | 55 | |
| PMNetPublication=WACV 2024, Training (S/T)=✓/✓2026.05 | 54.5 | |
| APSegPublication=CVPR 2024, Training (S/T)=✓/✓, Backbone=ViT-base2026.05 | 54 | |
| PATNetShots=5-shot, Training Protocol=Training-required2026.02 | 53.6 | |
| PATNetPublication=ECCV 2022, Training (S/T)=✓/✓2026.05 | 53.6 | |
| ABCDFSSShots=5-shot, Training Protocol=Training-required2026.02 | 53.3 | |
| ABCDFSSPublication=CVPR 2024, Training (S/T)=✓/✓2026.05 | 53.3 | |
| CPSShots=1-shot, Training Protocol=SAM-based Training-free2026.02 | 51.3 | |
| APMPublication=NeurIPS 2024, Training (S/T)=✓/✓2026.05 | 51.2 | |
| DR-AdapterPublication=CVPR 2024, Training (S/T)=✓/✓2026.05 | 48.9 | |
| GF-SAMShots=1-shot, Training Protocol=SAM-based Training-free2026.02 | 48.7 | |
| SSPShots=1-shot, Training Protocol=Training-required2026.02 | 48.6 | |
| SSPPublication=ECCV 2022, Training (S/T)=✓/×, Reproduced=true2026.05 | 48.2 | |
| ABCDFSSShots=1-shot, Training Protocol=Training-required2026.02 | 45.7 | |
| PATNetShots=1-shot, Training Protocol=Training-required2026.02 | 41.2 | |
| MatcherShots=1-shot, Training Protocol=SAM-based Training-free2026.02 | 38.6 | |
| HSNetShots=5-shot, Training Protocol=Training-required2026.02 | 35.1 | |
| HSNetPublication=ICCV 2021, Training (S/T)=✓/×2026.05 | 35.1 | |
| MatcherShots=5-shot, Training Protocol=SAM-based Training-free2026.02 | 35 | |
| PANetShots=5-shot, Training Protocol=Training-required2026.02 | 34 | |
| PANetPublication=ICCV 2019, Training (S/T)=✓/×2026.05 | 34 | |
| HSNetShots=1-shot, Training Protocol=Training-required2026.02 | 31.2 | |
| AMPShots=5-shot, Training Protocol=Training-required2026.02 | 30.4 | |
| AMPShots=1-shot, Training Protocol=Training-required2026.02 | 28.4 | |
| CaNetShots=5-shot, Training Protocol=Training-required2026.02 | 28.2 | |
| CaNetPublication=CVPR 2019, Training (S/T)=✓/×2026.05 | 28.2 | |
| RePRIShots=5-shot, Training Protocol=Training-required2026.02 | 26.2 | |
| RePRIPublication=CVPR 2021, Training (S/T)=✓/×2026.05 | 26.2 | |
| PANetShots=1-shot, Training Protocol=Training-required2026.02 | 25.3 | |
| CaNetShots=1-shot, Training Protocol=Training-required2026.02 | 25.2 | |
| PerSAMShots=1-shot, Training Protocol=SAM-based Training-free2026.02 | 23.9 | |
| PFENetShots=5-shot, Training Protocol=Training-required2026.02 | 23.8 | |
| PFENetPublication=TPAMI 2020, Training (S/T)=✓/×2026.05 | 23.8 | |
| PFENetShots=1-shot, Training Protocol=Training-required2026.02 | 23.5 | |
| RePRIShots=1-shot, Training Protocol=Training-required2026.02 | 23.3 | |
| PGNetShots=1-shot, Training Protocol=Training-required2026.02 | 21.9 | |
| PGNetShots=5-shot, Training Protocol=Training-required2026.02 | 21.3 | |
| PGNetPublication=ICCV 2019, Training (S/T)=✓/×2026.05 | 21.3 | |
| RPMMsShots=5-shot, Training Protocol=Training-required2026.02 | 20 | |
| RPMMsPublication=ECCV 2020, Training (S/T)=✓/×2026.05 | 20 | |
| RPMMsShots=1-shot, Training Protocol=Training-required2026.02 | 18 |