Few-Shot Semantic Segmentation on ISIC 1-shot 2018
68.8mIoUDATO
Evaluation Results
| Method | Links | |
|---|---|---|
| DATOPublication=CVPR 2025, Training (S/T)=✓/×2026.05 | 68.8 | |
| IFAPublication=CVPR 2024, Training (S/T)=✓/✓2026.05 | 66.3 | |
| HERA (DINOv3)Training (S/T)=∅, Backbone=ViT-base2026.05 | 61.2 | |
| HERA (DINOv2)Training (S/T)=∅, Backbone=ViT-base2026.05 | 55.6 | |
| LoECPublication=CVPR 2025, Training (S/T)=✓/✓, Backbone=ViT-base2026.05 | 52.9 | |
| PMNetPublication=WACV 2024, Training (S/T)=✓/✓2026.05 | 51.2 | |
| DFNPublication=ICML 2025, Training (S/T)=✓/✓2026.05 | 50.4 | |
| TVGTANetPublication=ACM MM2025, Training (S/T)=✓/✓2026.05 | 47.2 | |
| SDRCPublication=ICML 2025, Training (S/T)=✓/✓, Backbone=ViT-base2026.05 | 46.6 | |
| ABCDFSSPublication=CVPR 2024, Training (S/T)=✓/✓2026.05 | 45.7 | |
| APSegPublication=CVPR 2024, Training (S/T)=✓/✓, Backbone=ViT-base2026.05 | 45.4 | |
| APMPublication=NeurIPS 2024, Training (S/T)=✓/✓2026.05 | 41.7 | |
| PATNetPublication=ECCV 2022, Training (S/T)=✓/✓2026.05 | 41.2 | |
| DR-AdapterPublication=CVPR 2024, Training (S/T)=✓/✓2026.05 | 40.8 | |
| SSPPublication=ECCV 2022, Training (S/T)=✓/×, Reproduced=true2026.05 | 35.5 | |
| HSNetPublication=ICCV 2021, Training (S/T)=✓/×2026.05 | 31.2 | |
| PANetPublication=ICCV 2019, Training (S/T)=✓/×2026.05 | 25.3 | |
| CaNetPublication=CVPR 2019, Training (S/T)=✓/×2026.05 | 25.2 | |
| PFENetPublication=TPAMI 2020, Training (S/T)=✓/×2026.05 | 23.5 | |
| RePRIPublication=CVPR 2021, Training (S/T)=✓/×2026.05 | 23.3 | |
| PGNetPublication=ICCV 2019, Training (S/T)=✓/×2026.05 | 21.9 | |
| RPMMsPublication=ECCV 2020, Training (S/T)=✓/×2026.05 | 18 |