Few-shot Semantic Segmentation on COCO-20^i v1.0
60.7mIoU (Overall)DiffewS-n
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| DiffewS-nShots=5-shot, Venue=this work, Setting=Strict, Training time improvements=true2024.10 | 60.7 | 57.3 | 66.5 | 60.3 | 58.8 | — | |
| DCAMAShots=5-shot, Venue=ECCV'22, Setting=Strict2024.10 | 58.3 | 55.4 | 60.3 | 59.9 | 57.5 | — | |
| HDMNetShots=5-shot, Venue=CVPR'23, Setting=Strict2024.10 | 56 | 50.6 | 61.6 | 55.7 | 56 | — | |
| DiffewSShots=5-shot, Venue=this work, Setting=Strict2024.10 | 56 | 52 | 63 | 54.5 | 54.3 | — | |
| DiffewS-nShots=1-shot, Venue=this work, Setting=Strict, Training time improvements=true2024.10 | 52.2 | 47.1 | 56.6 | 53.8 | 48.3 | — | |
| BAMShots=5-shot, Venue=CVPR'22, Setting=Strict2024.10 | 51.2 | 49.3 | 54.2 | 51.6 | 49.6 | — | |
| DiffewSShots=1-shot, Venue=this work, Setting=Strict2024.10 | 51.2 | 47.7 | 56.4 | 51.9 | 48.7 | — | |
| DCAMAShots=1-shot, Venue=ECCV'22, Setting=Strict2024.10 | 50.9 | 49.5 | 52.7 | 52.8 | 48.7 | — | |
| HSNet-HMBackbone=ResNet-101, Shots=5-shot2022.03 | 50.6 | 46.5 | 55.2 | 51.8 | 48.9 | 72.9 | |
| ASNet-HMBackbone=ResNet-101, Shots=5-shot2022.03 | 50.6 | 47.7 | 51.6 | 52.1 | 50.8 | 73.3 | |
| HDMNetShots=1-shot, Venue=CVPR'23, Setting=Strict2024.10 | 50 | 43.8 | 55.3 | 51.6 | 49.4 | — | |
| ASNetBackbone=ResNet-50, Shots=5-shot2022.03 | 49.5 | 48 | 52.1 | 49.7 | 48.2 | 72.7 | |
| HSNetBackbone=ResNet-101, Shots=5-shot2022.03 | 49.5 | 45.9 | 53 | 51.8 | 47.1 | 72.4 | |
| ASNetBackbone=ResNet-101, Shots=5-shot2022.03 | 49.5 | 48 | 52.1 | 49.7 | 48.2 | 72.7 | |
| HSNetShots=5-shot, Venue=ICCV'21, Setting=Strict2024.10 | 49.5 | 45.9 | 53 | 51.8 | 47.1 | — | |
| HSNet-HMBackbone=ResNet-50, Shots=5-shot2022.03 | 49.4 | 45.3 | 53.1 | 52.1 | 47 | 72.2 | |
| ASNet-HMBackbone=ResNet-50, Shots=5-shot2022.03 | 48.4 | 46.3 | 50.2 | 48.4 | 48.6 | 72.2 | |
| VAT-HMBackbone=ResNet-50, Shots=5-shot2022.03 | 48.3 | 45.2 | 51 | 50.7 | 46.4 | 71.8 | |
| VATBackbone=ResNet-50, Shots=5-shot2022.03 | 47.9 | 44.1 | 51.1 | 50.2 | 46.1 | 72.4 | |
| VATShots=5-shot, Venue=ECCV'22, Setting=Strict2024.10 | 47.9 | 44.1 | 51.1 | 50.2 | 46.1 | — | |
| HSNetBackbone=ResNet-50, Shots=5-shot2022.03 | 46.9 | 43.3 | 51.3 | 48.2 | 45 | 70.7 | |
| HSNet-HMBackbone=ResNet-101, Shots=1-shot2022.03 | 46.5 | 41.2 | 50 | 48.8 | 45.9 | 71.5 | |
| BAMShots=1-shot, Venue=CVPR'22, Setting=Strict2024.10 | 46.2 | 43.4 | 50.6 | 47.5 | 43.4 | — | |
| ASNet-HMBackbone=ResNet-101, Shots=1-shot2022.03 | 45.9 | 43.5 | 46.4 | 47.2 | 46.4 | 71.1 | |
| CyCTRBackbone=ResNet-50, Shots=5-shot2022.03 | 45.6 | 41.1 | 48.9 | 45.2 | 47 | — | |
| CyCTRShots=5-shot, Venue=NeurIPS'21, Setting=Strict2024.10 | 45.6 | 41.1 | 48.9 | 45.2 | 47 | — | |
| ASNet-HMBackbone=ResNet-50, Shots=1-shot2022.03 | 44.7 | 42.8 | 46 | 44.8 | 45 | 70.4 | |
| HSNet-HMBackbone=ResNet-50, Shots=1-shot2022.03 | 44.3 | 41 | 45.7 | 46.9 | 43.7 | 70.8 | |
| VAT-HMBackbone=ResNet-50, Shots=1-shot2022.03 | 43.2 | 42.2 | 43.3 | 45 | 42.2 | 70 | |
| ASNetBackbone=ResNet-101, Shots=1-shot2022.03 | 43.1 | 41.8 | 45.4 | 43.2 | 41.9 | 69.4 | |
| PFENetBackbone=ResNet-101, Shots=5-shot2022.03 | 42.7 | 40.4 | 46.8 | 43.2 | 40.5 | 65.8 | |
| ASGNetBackbone=ResNet-50, Shots=5-shot2022.03 | 42.5 | — | — | — | — | 67 | |
| IMR-HSNetBackbone=ResNet50, A. Type=Image, Shots=1-shot2023.03 | 42.4 | 39.5 | 43.8 | 42.4 | 44.1 | — | |
| ASNetBackbone=ResNet-50, Shots=1-shot2022.03 | 42.2 | 41.5 | 44.1 | 42.8 | 40.6 | 69.4 | |
| RePRIBackbone=ResNet-50, Shots=5-shot2022.03 | 41.6 | 39.3 | 45.4 | 39.7 | 41.8 | — | |
| VATBackbone=ResNet-50, Shots=1-shot2022.03 | 41.3 | 39 | 43.8 | 42.6 | 39.7 | 68.8 | |
| VATShots=1-shot, Venue=ECCV'22, Setting=Strict2024.10 | 41.3 | 39 | 43.8 | 42.6 | 39.7 | — | |
| HSNetBackbone=ResNet-101, Shots=1-shot2022.03 | 41.2 | 37.2 | 44.1 | 42.4 | 41.3 | 69.1 | |
| HSNetShots=1-shot, Venue=ICCV'21, Setting=Strict2024.10 | 41.2 | 37.2 | 44.1 | 42.4 | 41.3 | — | |
| CyCTRBackbone=ResNet-50, Shots=1-shot2022.03 | 40.3 | 38.9 | 43 | 39.6 | 39.8 | — | |
| CyCTRShots=1-shot, Venue=NeurIPS'21, Setting=Strict2024.10 | 40.3 | 38.9 | 43 | 39.6 | 39.8 | — | |
| HSNetBackbone=ResNet-50, Shots=1-shot2022.03 | 39.2 | 36.3 | 43.1 | 38.7 | 38.7 | 68.2 | |
| HSNetBackbone=ResNet50, A. Type=Pixel, Shots=1-shot2023.03 | 39.2 | 36.3 | 43.1 | 38.7 | 38.7 | — | |
| PFENetBackbone=ResNet-50, Shots=5-shot2022.03 | 39 | 36.5 | 43.3 | 37.8 | 38.4 | — | |
| PFENetBackbone=ResNet-101, Shots=1-shot2022.03 | 38.5 | 36.8 | 41.8 | 38.7 | 36.7 | 63 | |
| IMR-HSNetBackbone=VGG16, A. Type=Image, Shots=1-shot2023.03 | 37.7 | 34.9 | 38.8 | 37 | 40.1 | — | |
| SS-PFENetBackbone=VGG16, A. Type=Pixel, Shots=1-shot2023.03 | 37.5 | 35.6 | 39.2 | 37.6 | 37.3 | — | |
| Wu et al.Backbone=ResNet50, A. Type=Pixel, Shots=1-shot2023.03 | 37.5 | 34.9 | 41 | 37.2 | 37 | — | |
| SAGNNBackbone=VGG16, A. Type=Pixel, Shots=1-shot2023.03 | 37.3 | 35 | 40.5 | 37.6 | 36 | — | |
| PFENetBackbone=VGG16, A. Type=Pixel, Shots=1-shot2023.03 | 36.3 | 35.4 | 38.1 | 36.8 | 34.7 | — | |
| PFENetBackbone=ResNet-50, Shots=1-shot2022.03 | 35.8 | 36.5 | 38.6 | 34.5 | 33.8 | — | |
| RPMMBackbone=ResNet-50, Shots=5-shot2022.03 | 35.5 | 33.8 | 42 | 33 | 33.3 | — | |
| ASGNetBackbone=ResNet-50, Shots=1-shot2022.03 | 34.6 | — | — | — | — | 60.4 | |
| ASGNetBackbone=ResNet50, A. Type=Pixel, Shots=1-shot2023.03 | 34.6 | — | — | — | — | — | |
| PMMBackbone=ResNet-50, Shots=5-shot2022.03 | 34.3 | 33 | 40.6 | 30.3 | 33.3 | — | |
| RePRIBackbone=ResNet-50, Shots=1-shot2022.03 | 34.1 | 32 | 38.7 | 32.7 | 33.1 | — | |
| RePRIBackbone=ResNet50, A. Type=Pixel, Shots=1-shot2023.03 | 34 | 31.2 | 38.1 | 33.3 | 33 | — | |
| Yang et al.Backbone=ResNet50, A. Type=Pixel, Shots=1-shot2023.03 | 33.9 | 46.8 | 35.3 | 26.2 | 27.1 | — | |
| CWTBackbone=ResNet50, A. Type=Pixel, Shots=1-shot2023.03 | 32.9 | 32.2 | 36 | 31.6 | 31.6 | — | |
| ASRBackbone=ResNet50, A. Type=Pixel, Shots=1-shot2023.03 | 32.6 | 29.9 | 35 | 31.9 | 33.5 | — | |
| RPMMBackbone=ResNet-50, Shots=1-shot2022.03 | 30.6 | 29.5 | 36.8 | 28.9 | 27 | — | |
| PMMBackbone=ResNet-50, Shots=1-shot2022.03 | 29.6 | 29.3 | 34.8 | 27.1 | 27.3 | — | |
| DANBackbone=ResNet-101, Shots=5-shot2022.03 | 29.6 | — | — | — | — | 63.9 | |
| SS-PANetBackbone=VGG16, A. Type=Pixel, Shots=1-shot2023.03 | 26.2 | 29.8 | 21.2 | 26.5 | 28.5 | — | |
| DANBackbone=ResNet-101, Shots=1-shot2022.03 | 24.4 | — | — | — | — | 62.3 | |
| FWBBackbone=ResNet-101, Shots=5-shot2022.03 | 23.7 | 19.1 | 21.5 | 23.9 | 30.1 | — | |
| FWBBackbone=ResNet-101, Shots=1-shot2022.03 | 21.2 | 17 | 18 | 21 | 28.9 | — | |
| Lee et al.Backbone=VGG16, A. Type=Image, Shots=1-shot2023.03 | 17 | 24.2 | 12.9 | 17 | 14 | — | |
| Siam et al.Backbone=ResNet50, A. Type=Image, Shots=1-shot2023.03 | 15 | — | — | — | — | — | |
| PANetBackbone=VGG16, A. Type=Box, Shots=1-shot2023.03 | 8 | 12.7 | 8.7 | 5.9 | 4.8 | — |