Few-Shot Semantic Segmentation on Chest X-ray 1-shot
85.8mIoUHERA (DINOv3)
Evaluation Results
| Method | Links | |
|---|---|---|
| HERA (DINOv3)Training (S/T)=∅, Backbone=ViT-base2026.05 | 85.8 | |
| TVGTANetPublication=ACM MM2025, Training (S/T)=✓/✓2026.05 | 84.6 | |
| APSegPublication=CVPR 2024, Training (S/T)=✓/✓, Backbone=ViT-base2026.05 | 84.1 | |
| LoECPublication=CVPR 2025, Training (S/T)=✓/✓, Backbone=ViT-base2026.05 | 83.9 | |
| DFNPublication=ICML 2025, Training (S/T)=✓/✓2026.05 | 83.2 | |
| HERA (DINOv2)Training (S/T)=∅, Backbone=ViT-base2026.05 | 83.2 | |
| SDRCPublication=ICML 2025, Training (S/T)=✓/✓, Backbone=ViT-base2026.05 | 82.9 | |
| DR-AdapterPublication=CVPR 2024, Training (S/T)=✓/✓2026.05 | 82.4 | |
| ABCDFSSPublication=CVPR 2024, Training (S/T)=✓/✓2026.05 | 79.8 | |
| DATOPublication=CVPR 2025, Training (S/T)=✓/×2026.05 | 79.6 | |
| APMPublication=NeurIPS 2024, Training (S/T)=✓/✓2026.05 | 78.3 | |
| SSPPublication=ECCV 2022, Training (S/T)=✓/×, Reproduced=true2026.05 | 74.2 | |
| IFAPublication=CVPR 2024, Training (S/T)=✓/✓2026.05 | 74 | |
| PMNetPublication=WACV 2024, Training (S/T)=✓/✓2026.05 | 70.4 | |
| PATNetPublication=ECCV 2022, Training (S/T)=✓/✓2026.05 | 66.6 | |
| RePRIPublication=CVPR 2021, Training (S/T)=✓/×2026.05 | 65.1 | |
| PANetPublication=ICCV 2019, Training (S/T)=✓/×2026.05 | 57.8 | |
| HSNetPublication=ICCV 2021, Training (S/T)=✓/×2026.05 | 51.9 | |
| PGNetPublication=ICCV 2019, Training (S/T)=✓/×2026.05 | 34 | |
| RPMMsPublication=ECCV 2020, Training (S/T)=✓/×2026.05 | 30.1 | |
| CaNetPublication=CVPR 2019, Training (S/T)=✓/×2026.05 | 28.4 | |
| PFENetPublication=TPAMI 2020, Training (S/T)=✓/×2026.05 | 27.2 |