Few-Shot Semantic Segmentation on DeepGlobe 1-shot
51.1mIoUDATO
Evaluation results
| Method | Links | |
|---|---|---|
| DATOPublication=CVPR 2025, Training (S/T)=✓/×2026.05 | 51.1 | |
| IFAPublication=CVPR 2024, Training (S/T)=✓/✓2026.05 | 50.6 | |
| HERA (DINOv3)Training (S/T)=∅, Backbone=ViT-base2026.05 | 44.6 | |
| SDRCPublication=ICML 2025, Training (S/T)=✓/✓, Backbone=ViT-base2026.05 | 43.2 | |
| ABCDFSSPublication=CVPR 2024, Training (S/T)=✓/✓2026.05 | 42.6 | |
| LoECPublication=CVPR 2025, Training (S/T)=✓/✓, Backbone=ViT-base2026.05 | 42.1 | |
| TVGTANetPublication=ACM MM2025, Training (S/T)=✓/✓2026.05 | 42 | |
| DR-AdapterPublication=CVPR 2024, Training (S/T)=✓/✓2026.05 | 41.3 | |
| HERA (DINOv2)Training (S/T)=∅, Backbone=ViT-base2026.05 | 41.2 | |
| APMPublication=NeurIPS 2024, Training (S/T)=✓/✓2026.05 | 40.9 | |
| SSPPublication=ECCV 2022, Training (S/T)=✓/×, Reproduced=true2026.05 | 40.5 | |
| DFNPublication=ICML 2025, Training (S/T)=✓/✓2026.05 | 39.5 | |
| PATNetPublication=ECCV 2022, Training (S/T)=✓/✓2026.05 | 37.9 | |
| PMNetPublication=WACV 2024, Training (S/T)=✓/✓2026.05 | 37.1 | |
| PANetPublication=ICCV 2019, Training (S/T)=✓/×2026.05 | 36.6 | |
| APSegPublication=CVPR 2024, Training (S/T)=✓/✓, Backbone=ViT-base2026.05 | 35.9 | |
| HSNetPublication=ICCV 2021, Training (S/T)=✓/×2026.05 | 29.7 | |
| RePRIPublication=CVPR 2021, Training (S/T)=✓/×2026.05 | 25 | |
| CaNetPublication=CVPR 2019, Training (S/T)=✓/×2026.05 | 22.3 | |
| PFENetPublication=TPAMI 2020, Training (S/T)=✓/×2026.05 | 16.9 | |
| RPMMsPublication=ECCV 2020, Training (S/T)=✓/×2026.05 | 13 | |
| PGNetPublication=ICCV 2019, Training (S/T)=✓/×2026.05 | 10.7 |