Semantic Segmentation on FSS-1000 5-shot
90.4mIoUDCAMA
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DCAMABackbone=Swin-B2022.07 | 90.4 | 94.1 | |
| DCAMABackbone=ResNet-1012022.07 | 89.1 | 93.1 | |
| HSNetBackbone=Swin-B, Type=Pixel-wise, reimplementation=true2022.07 | 88.9 | 93.2 | |
| DCAMABackbone=ResNet-50, Type=Pixel-wise2022.07 | 88.8 | 92.9 | |
| HSNetBackbone=ResNet-101, Type=Pixel-wise2022.07 | 88.5 | — | |
| DANBackbone=ResNet-1012022.07 | 88.1 | — | |
| HERA (DINOv3)Training (S/T)=∅, Backbone=ViT-base2026.05 | 86.7 | — | |
| PMNetPublication=WACV 2024, Training (S/T)=✓/✓2026.05 | 86.3 | — | |
| DFNPublication=ICML 2025, Training (S/T)=✓/✓2026.05 | 85.7 | — | |
| DATOPublication=CVPR 2025, Training (S/T)=✓/×2026.05 | 84.6 | — | |
| LoECPublication=CVPR 2025, Training (S/T)=✓/✓, Backbone=ViT-base2026.05 | 83.7 | — | |
| DoG-LSTMBackbone=ResNet-50, Type=Prototype2022.07 | 83.4 | — | |
| SDRCPublication=ICML 2025, Training (S/T)=✓/✓, Backbone=ViT-base2026.05 | 82.6 | — | |
| IFAPublication=CVPR 2024, Training (S/T)=✓/✓2026.05 | 82.4 | — | |
| APSegPublication=CVPR 2024, Training (S/T)=✓/✓, Backbone=ViT-base2026.05 | 81.9 | — | |
| APMPublication=NeurIPS 2024, Training (S/T)=✓/✓2026.05 | 81.9 | — | |
| TVGTANetPublication=ACM MM2025, Training (S/T)=✓/✓2026.05 | 81.4 | — | |
| PATNetPublication=ECCV 2022, Training (S/T)=✓/✓2026.05 | 81.2 | — | |
| HSNetPublication=ICCV 2021, Training (S/T)=✓/×2026.05 | 81 | — | |
| DR-AdapterPublication=CVPR 2024, Training (S/T)=✓/✓2026.05 | 80.4 | — | |
| HERA (DINOv2)Training (S/T)=∅, Backbone=ViT-base2026.05 | 80.3 | — | |
| SSPPublication=ECCV 2022, Training (S/T)=✓/×, Reproduced=true2026.05 | 80.2 | — | |
| ABCDFSSPublication=CVPR 2024, Training (S/T)=✓/✓2026.05 | 76.2 | — | |
| RePRIPublication=CVPR 2021, Training (S/T)=✓/×2026.05 | 74.2 | — | |
| CaNetPublication=CVPR 2019, Training (S/T)=✓/×2026.05 | 72 | — | |
| PANetPublication=ICCV 2019, Training (S/T)=✓/×2026.05 | 71.7 | — | |
| PFENetPublication=TPAMI 2020, Training (S/T)=✓/×2026.05 | 70.5 | — | |
| RPMMsPublication=ECCV 2020, Training (S/T)=✓/×2026.05 | 67.1 | — | |
| PGNetPublication=ICCV 2019, Training (S/T)=✓/×2026.05 | 62.7 | — |