Semantic Segmentation on FSS-1000 1-shot
90.1mIoUDCAMA
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DCAMABackbone=Swin-B2022.07 | 90.1 | 93.8 | |
| DCAMABackbone=ResNet-1012022.07 | 88.3 | 92.4 | |
| DCAMABackbone=ResNet-50, Type=Pixel-wise2022.07 | 88.2 | 92.5 | |
| HSNetBackbone=Swin-B, Type=Pixel-wise, reimplementation=true2022.07 | 86.7 | 91.8 | |
| HSNetBackbone=ResNet-101, Type=Pixel-wise2022.07 | 86.5 | — | |
| DANBackbone=ResNet-1012022.07 | 85.2 | — | |
| PMNetPublication=WACV 2024, Training (S/T)=✓/✓2026.05 | 84.6 | — | |
| DFNPublication=ICML 2025, Training (S/T)=✓/✓2026.05 | 83 | — | |
| P2SAMmode=one-shot, encoder=SAM2024.03 | 82.4 | — | |
| Matchermode=one-shot, encoder=SAM2024.03 | 82.1 | — | |
| DATOPublication=CVPR 2025, Training (S/T)=✓/×2026.05 | 81.8 | — | |
| HERA (DINOv3)Training (S/T)=∅, Backbone=ViT-base2026.05 | 81.6 | — | |
| LoECPublication=CVPR 2025, Training (S/T)=✓/✓, Backbone=ViT-base2026.05 | 81.1 | — | |
| DoG-LSTMBackbone=ResNet-50, Type=Prototype2022.07 | 80.8 | — | |
| SDRCPublication=ICML 2025, Training (S/T)=✓/✓, Backbone=ViT-base2026.05 | 80.3 | — | |
| IFAPublication=CVPR 2024, Training (S/T)=✓/✓2026.05 | 80.1 | — | |
| APSegPublication=CVPR 2024, Training (S/T)=✓/✓, Backbone=ViT-base2026.05 | 79.7 | — | |
| APMPublication=NeurIPS 2024, Training (S/T)=✓/✓2026.05 | 79.3 | — | |
| DR-AdapterPublication=CVPR 2024, Training (S/T)=✓/✓2026.05 | 79.1 | — | |
| SSPPublication=ECCV 2022, Training (S/T)=✓/×, Reproduced=true2026.05 | 79 | — | |
| PATNetPublication=ECCV 2022, Training (S/T)=✓/✓2026.05 | 78.6 | — | |
| TVGTANetPublication=ACM MM2025, Training (S/T)=✓/✓2026.05 | 78.3 | — | |
| HSNetPublication=ICCV 2021, Training (S/T)=✓/×2026.05 | 77.5 | — | |
| ABCDFSSPublication=CVPR 2024, Training (S/T)=✓/✓2026.05 | 74.6 | — | |
| PerSAMmode=one-shot, encoder=SAM2024.03 | 71.2 | — | |
| RePRIPublication=CVPR 2021, Training (S/T)=✓/×2026.05 | 71 | — | |
| PFENetPublication=TPAMI 2020, Training (S/T)=✓/×2026.05 | 70.9 | — | |
| CaNetPublication=CVPR 2019, Training (S/T)=✓/×2026.05 | 70.7 | — | |
| HERA (DINOv2)Training (S/T)=∅, Backbone=ViT-base2026.05 | 70.2 | — | |
| PANetPublication=ICCV 2019, Training (S/T)=✓/×2026.05 | 69.2 | — | |
| RPMMsPublication=ECCV 2020, Training (S/T)=✓/×2026.05 | 65.1 | — | |
| PGNetPublication=ICCV 2019, Training (S/T)=✓/×2026.05 | 62.4 | — |