Few-Shot Semantic Segmentation on CD-FSS Average 5-shot
77.9mIoUHERA (DINOv3)
Evaluation Results
| Method | Links | |
|---|---|---|
| HERA (DINOv3)Training (S/T)=∅, Backbone=ViT-base2026.05 | 77.9 | |
| DATOPublication=CVPR 2025, Training (S/T)=✓/×2026.05 | 73.8 | |
| HERA (DINOv2)Training (S/T)=∅, Backbone=ViT-base2026.05 | 73.4 | |
| IFAPublication=CVPR 2024, Training (S/T)=✓/✓2026.05 | 71.4 | |
| LoECPublication=CVPR 2025, Training (S/T)=✓/✓, Backbone=ViT-base2026.05 | 70.4 | |
| DFNPublication=ICML 2025, Training (S/T)=✓/✓2026.05 | 69.8 | |
| TVGTANetPublication=ACM MM2025, Training (S/T)=✓/✓2026.05 | 69.5 | |
| SDRCPublication=ICML 2025, Training (S/T)=✓/✓, Backbone=ViT-base2026.05 | 67.3 | |
| DR-AdapterPublication=CVPR 2024, Training (S/T)=✓/✓2026.05 | 65.4 | |
| APMPublication=NeurIPS 2024, Training (S/T)=✓/✓2026.05 | 65.2 | |
| APSegPublication=CVPR 2024, Training (S/T)=✓/✓, Backbone=ViT-base2026.05 | 65.1 | |
| ABCDFSSPublication=CVPR 2024, Training (S/T)=✓/✓2026.05 | 65 | |
| PMNetPublication=WACV 2024, Training (S/T)=✓/✓2026.05 | 64.1 | |
| SSPPublication=ECCV 2022, Training (S/T)=✓/×, Reproduced=true2026.05 | 63.1 | |
| PATNetPublication=ECCV 2022, Training (S/T)=✓/✓2026.05 | 62 | |
| PANetPublication=ICCV 2019, Training (S/T)=✓/×2026.05 | 55.1 | |
| HSNetPublication=ICCV 2021, Training (S/T)=✓/×2026.05 | 51.4 | |
| RePRIPublication=CVPR 2021, Training (S/T)=✓/×2026.05 | 48.3 | |
| CaNetPublication=CVPR 2019, Training (S/T)=✓/×2026.05 | 38 | |
| PFENetPublication=TPAMI 2020, Training (S/T)=✓/×2026.05 | 35 | |
| RPMMsPublication=ECCV 2020, Training (S/T)=✓/×2026.05 | 32.9 | |
| PGNetPublication=ICCV 2019, Training (S/T)=✓/×2026.05 | 31.1 |