Few-shot Semantic Segmentation on CD-FSS 1-shot 1.0 (test)
70.93mIoU (Average)DHANet
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| DHANetBackbone=ViT-base2026.06 | 70.93 | 86.06 | 64.25 | 83.61 | 49.79 | |
| DATOPublication=CVPR 2025, Training (S/T)=✓/×2026.05 | 70.3 | — | — | — | — | |
| HERA (DINOv3)Training (S/T)=∅, Backbone=ViT-base2026.05 | 68.3 | — | — | — | — | |
| HSLBackbone=ViT-base2026.06 | 68.24 | 85.95 | 59.36 | 81.89 | 45.77 | |
| IFAPublication=CVPR 2024, Training (S/T)=✓/✓2026.05 | 67.8 | — | — | — | — | |
| LoECBackbone=ViT-base2026.06 | 65.01 | 83.94 | 52.91 | 81.05 | 42.12 | |
| LoECPublication=CVPR 2025, Training (S/T)=✓/✓, Backbone=ViT-base2026.05 | 65 | — | — | — | — | |
| DFNPublication=ICML 2025, Training (S/T)=✓/✓2026.05 | 64 | — | — | — | — | |
| DFNBackbone=ViT-base2026.06 | 63.99 | 83.18 | 50.36 | 82.97 | 39.45 | |
| SDRCBackbone=ViT-base2026.06 | 63.22 | 82.86 | 46.57 | 80.31 | 43.15 | |
| SDRCPublication=ICML 2025, Training (S/T)=✓/✓, Backbone=ViT-base2026.05 | 63.2 | — | — | — | — | |
| TVGTANetPublication=ACM MM2025, Training (S/T)=✓/✓2026.05 | 63 | — | — | — | — | |
| HERA (DINOv2)Training (S/T)=∅, Backbone=ViT-base2026.05 | 62.6 | — | — | — | — | |
| FPTransBackbone=ViT-base2026.06 | 62.17 | 80.92 | 48.65 | 80.74 | 38.36 | |
| APSegBackbone=ViT-base2024.06 | 61.3 | 84.1 | 45.43 | 79.71 | 35.94 | |
| APSegPublication=CVPR 2024, Training (S/T)=✓/✓, Backbone=ViT-base2026.05 | 61.3 | — | — | — | — | |
| APSegBackbone=ViT-base2026.06 | 61.3 | 84.1 | 45.43 | 79.71 | 35.94 | |
| DR-AdapterPublication=CVPR 2024, Training (S/T)=✓/✓2026.05 | 60.9 | — | — | — | — | |
| ISABackbone=Res-502026.06 | 60.9 | 83.4 | 37.2 | 78.8 | 44.3 | |
| DRABackbone=Res-502026.06 | 60.86 | 82.35 | 40.77 | 79.05 | 41.29 | |
| PMNetPublication=WACV 2024, Training (S/T)=✓/✓2026.05 | 60.8 | — | — | — | — | |
| ABCDFSSPublication=CVPR 2024, Training (S/T)=✓/✓2026.05 | 60.7 | — | — | — | — | |
| ABCDFSSBackbone=Res-502026.06 | 60.67 | 79.8 | 45.7 | 74.6 | 42.6 | |
| APMBackbone=Res-502026.06 | 60.03 | 78.25 | 41.71 | 79.29 | 40.86 | |
| APMPublication=NeurIPS 2024, Training (S/T)=✓/✓2026.05 | 60 | — | — | — | — | |
| DMTNetBackbone=Res-502026.06 | 59.74 | 73.74 | 43.55 | 81.52 | 40.14 | |
| SSPPublication=ECCV 2022, Training (S/T)=✓/×, Reproduced=true2026.05 | 57.3 | — | — | — | — | |
| SSPBackbone=Res-502026.06 | 57.21 | 74.44 | 35.49 | 78.91 | 40 | |
| PATNetPublication=ECCV 2022, Training (S/T)=✓/✓2026.05 | 56.1 | — | — | — | — | |
| PATNetBackbone=Res-502024.06 | 56.06 | 66.61 | 41.16 | 78.59 | 37.89 | |
| PATNetBackbone=Res-502026.06 | 56.06 | 66.61 | 41.16 | 78.59 | 37.89 | |
| PATNet+Backbone=ViT-base2024.06 | 53.77 | 76.43 | 44.25 | 72.03 | 22.37 | |
| HSNetPublication=ICCV 2021, Training (S/T)=✓/×2026.05 | 47.6 | — | — | — | — | |
| HSNetBackbone=Res-502024.06 | 47.57 | 51.88 | 31.2 | 77.53 | 29.65 | |
| HSNetBackbone=Res-502026.06 | 47.57 | 51.88 | 31.2 | 77.53 | 29.65 | |
| PANetPublication=ICCV 2019, Training (S/T)=✓/×2026.05 | 47.2 | — | — | — | — | |
| PANetBackbone=Res-502024.06 | 47.19 | 57.75 | 25.29 | 69.15 | 36.55 | |
| RePRIPublication=CVPR 2021, Training (S/T)=✓/×2026.05 | 46.1 | — | — | — | — | |
| RePRIBackbone=Res-502024.06 | 46.09 | 65.08 | 23.27 | 70.96 | 25.03 | |
| RePRIBackbone=Res-502026.06 | 46.09 | 65.08 | 23.27 | 70.96 | 25.03 | |
| VRP-SAMBackbone=ViT-base2026.06 | 44.99 | 30.54 | 28.21 | 80.78 | 40.43 | |
| AMPBackbone=VGG-162024.06 | 43.61 | 51.23 | 28.42 | 57.18 | 37.61 | |
| HDMNetBackbone=Res-502026.06 | 41 | 30.6 | 33 | 75.1 | 25.4 | |
| PerSAMBackbone=ViT-base2024.06 | 37.56 | 29.95 | 23.27 | 60.92 | 36.08 | |
| PerSAMBackbone=ViT-base2026.06 | 37.56 | 29.95 | 23.27 | 60.92 | 36.08 | |
| CaNetBackbone=Res-502024.06 | 36.63 | 28.35 | 25.16 | 70.67 | 22.32 | |
| CaNetPublication=CVPR 2019, Training (S/T)=✓/×2026.05 | 36.6 | — | — | — | — | |
| PFENetBackbone=Res-502024.06 | 34.62 | 27.22 | 23.5 | 70.87 | 16.88 | |
| PFENetPublication=TPAMI 2020, Training (S/T)=✓/×2026.05 | 34.6 | — | — | — | — | |
| PGNetBackbone=Res-502024.06 | 32.24 | 33.95 | 21.86 | 62.42 | 10.73 | |
| PGNetPublication=ICCV 2019, Training (S/T)=✓/×2026.05 | 32.2 | — | — | — | — | |
| RPMMsPublication=ECCV 2020, Training (S/T)=✓/×2026.05 | 31.6 | — | — | — | — | |
| RPMMsBackbone=Res-502024.06 | 31.56 | 30.11 | 18.02 | 65.12 | 12.99 | |
| RestNetBackbone=Res-502024.06 | — | 70.43 | 42.25 | 81.53 | — |