Few-Shot Semantic Segmentation on COCO-20i -> PASCAL-5i cross-dataset
85.8mIoUOracle
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| OracleBackbone=ResNet-50, Shots=1-shot2022.12 | 85.8 | — | — | — | — | — | |
| OracleBackbone=ResNet-50, Shots=5-shot2022.12 | 85.8 | — | — | — | — | — | |
| DSV-LFSShots=1-shot, Fine-tuning=false2025.03 | 80.67 | 74.86 | 85.23 | 82.23 | 80.37 | — | |
| Oracle-RePRIBackbone=ResNet-50, Shot=5-shot2020.12 | 79.7 | — | — | — | — | — | |
| IFAShots=1-shot, Fine-tuning=false, Venue=CVPR'242025.03 | 79.6 | — | — | — | — | — | |
| FPTransBackbone=DeiT-B/16, Shots=5-shot2022.10 | 79.3 | — | — | — | — | — | |
| DGPNetBackbone=ResNet-101, Shot=52021.10 | 78.5 | — | — | — | — | — | |
| DGPNetBackbone=ResNet-50, Shot=52021.10 | 77.5 | — | — | — | — | — | |
| FPTransBackbone=ViT-B/16, Shots=5-shot2022.10 | 76.9 | — | — | — | — | — | |
| Oracle-RePRIBackbone=ResNet-50, Shot=1-shot2020.12 | 76.2 | — | — | — | — | — | |
| HSNet-HMBackbone=ResNet-101, Few-shot setting=5-shot2022.03 | 70.9 | 53.7 | 70.7 | 75.2 | 83.9 | — | |
| MM-FormerBackbone=ResNet-50, Shots=5-shot2022.12 | 70.4 | — | — | — | — | — | |
| HSNetBackbone=ResNet-101, Few-shot setting=5-shot2022.03 | 70.3 | 57.2 | 69.5 | 72 | 82.4 | — | |
| HSNetBackbone=ResNet-101, Shot=52021.10 | 70.3 | — | — | — | — | — | |
| HSNetBackbone=Res-101, Shots=5-shot2022.10 | 70.3 | — | — | — | — | — | |
| DGPNetBackbone=ResNet-101, Shot=12021.10 | 70.1 | — | — | — | — | — | |
| VATBackbone=ResNet-50, Few-shot setting=5-shot2022.03 | 69.7 | 58.5 | 68 | 72.5 | 79.9 | — | |
| HSNet-HMBackbone=ResNet-50, Few-shot setting=5-shot2022.03 | 69.7 | 50.7 | 71.4 | 73.4 | 83.1 | — | |
| VAT-HMBackbone=ResNet-50, Few-shot setting=5-shot2022.03 | 69.7 | 55.6 | 68.1 | 72.4 | 82.8 | — | |
| FPTransBackbone=DeiT-B/16, Shots=1-shot2022.10 | 69.7 | — | — | — | — | — | |
| RTDShots=1-shot, Fine-tuning=false, Venue=CVPR'222025.03 | 69.7 | 59.4 | 70.4 | 70.5 | 78.4 | — | |
| DGPNetBackbone=ResNet-50, Shot=12021.10 | 68.9 | — | — | — | — | — | |
| HSNetBackbone=ResNet-50, Few-shot setting=5-shot2022.03 | 68.7 | 56.9 | 65.9 | 71.3 | 80.8 | — | |
| HSNetBackbone=ResNet-50, Shot=52021.10 | 68.7 | — | — | — | — | — | |
| HSNetBackbone=ResNet-50, Shots=5-shot2022.12 | 68.7 | — | — | — | — | — | |
| PMNetShots=1-shot, Fine-tuning=false, Venue=WACV'242025.03 | 68.4 | 71 | 72.3 | 66.6 | 63.8 | — | |
| RePRIShot=5-shot2020.12 | 67.7 | — | — | — | — | — | |
| RePRIBackbone=ResNet-50, Few-shot setting=5-shot2022.03 | 67.7 | 56.5 | 68.2 | 70 | 76.2 | — | |
| RePRIBackbone=Res-50, Shots=5-shot2022.10 | 67.7 | — | — | — | — | — | |
| REPRIBackbone=ResNet-50, Shots=5-shot2022.12 | 67.7 | — | — | — | — | — | |
| MM-FormerBackbone=ResNet-50, Shots=1-shot2022.12 | 67.7 | — | — | — | — | — | |
| FPTransBackbone=ViT-B/16, Shots=1-shot2022.10 | 67.6 | — | — | — | — | — | |
| HSNet-HMBackbone=ResNet-101, Few-shot setting=1-shot2022.03 | 66.5 | 46.7 | 68.6 | 71.1 | 79.7 | — | |
| HSNet-HMShots=1-shot, Fine-tuning=false, Venue=ECCV'222025.03 | 66.5 | 46.7 | 68.6 | 71.1 | 79.7 | — | |
| RePRIBackbone=ResNet-50, Shot=52021.10 | 66.2 | — | — | — | — | — | |
| VAT-HMShots=1-shot, Fine-tuning=false, Venue=ECCV'222025.03 | 65.6 | 48.3 | 68.6 | 69.6 | 79.8 | — | |
| HSNet-HMBackbone=ResNet-50, Few-shot setting=1-shot2022.03 | 65.2 | 43.4 | 68.2 | 69.4 | 79.9 | — | |
| VAT-HMBackbone=ResNet-50, Few-shot setting=1-shot2022.03 | 65.1 | 48.3 | 64.9 | 67.5 | 79.8 | — | |
| VATBackbone=ResNet-50, Few-shot setting=1-shot2022.03 | 64.5 | 52.1 | 64.1 | 67.4 | 74.2 | — | |
| VATShots=1-shot, Fine-tuning=false, Venue=ECCV'222025.03 | 64.5 | 52.1 | 64.1 | 67.4 | 74.2 | — | |
| HSNetBackbone=ResNet-101, Few-shot setting=1-shot2022.03 | 64.1 | 47 | 65.2 | 67.1 | 77.1 | — | |
| HSNetBackbone=ResNet-101, Shot=12021.10 | 64.1 | — | — | — | — | — | |
| HSNetBackbone=Res-101, Shots=1-shot2022.10 | 64.1 | — | — | — | — | — | |
| HSNetShots=1-shot, Fine-tuning=false, Venue=ICCV'212025.03 | 64.1 | 47 | 65.2 | 67.1 | 77.1 | — | |
| PFENetBackbone=ResNet50, Shot=5-shot2020.12 | 63.4 | — | — | — | — | — | |
| PFENetBackbone=ResNet-50, Few-shot setting=5-shot2022.03 | 63.4 | 45.1 | 66.8 | 68.5 | 73.1 | — | |
| PFENetBackbone=ResNet-50, Shot=52021.10 | 63.4 | — | — | — | — | — | |
| PFENetBackbone=Res-50, Shots=5-shot2022.10 | 63.4 | — | — | — | — | — | |
| PFENetBackbone=ResNet-50, Shots=5-shot2022.12 | 63.4 | — | — | — | — | — | |
| RePRIShot=1-shot2020.12 | 63.2 | — | — | — | — | — | |
| RePRIBackbone=ResNet-50, Few-shot setting=1-shot2022.03 | 63.2 | 52.2 | 64.3 | 64.8 | 71.6 | — | |
| RePRIBackbone=Res-50, Shots=1-shot2022.10 | 63.2 | — | — | — | — | — | |
| REPRIBackbone=ResNet-50, Shots=1-shot2022.12 | 63.2 | — | — | — | — | — | |
| RePRIShots=1-shot, Fine-tuning=false, Venue=CVPR'212025.03 | 63.2 | 52.2 | 64.3 | 64.8 | 71.6 | — | |
| RePRIBackbone=ResNet-50, Shot=12021.10 | 63.1 | — | — | — | — | — | |
| HSNetBackbone=ResNet-50, Few-shot setting=1-shot2022.03 | 61.6 | 45.4 | 61.2 | 63.4 | 75.9 | — | |
| HSNetBackbone=ResNet-50, Shot=12021.10 | 61.6 | — | — | — | — | — | |
| HSNetBackbone=ResNet-50, Shots=1-shot2022.12 | 61.6 | — | — | — | — | — | |
| PFENetBackbone=ResNet50, Shot=1-shot2020.12 | 61.1 | — | — | — | — | — | |
| PFENetBackbone=ResNet-50, Few-shot setting=1-shot2022.03 | 61.1 | 43.2 | 65.1 | 66.5 | 69.7 | — | |
| PFENetBackbone=ResNet-50, Shot=12021.10 | 61.1 | — | — | — | — | — | |
| PFENetBackbone=Res-50, Shots=1-shot2022.10 | 61.1 | — | — | — | — | — | |
| PFENetBackbone=ResNet-50, Shots=1-shot2022.12 | 61.1 | — | — | — | — | — | |
| PFENetShots=1-shot, Fine-tuning=false, Venue=TPMAI2025.03 | 61.1 | 43.2 | 65.1 | 66.5 | 69.7 | — | |
| RPMMShot=5-shot2020.12 | 53.8 | — | — | — | — | — | |
| RPMMBackbone=ResNet-50, Few-shot setting=5-shot2022.03 | 53.8 | 40.2 | 58 | 55.2 | 61.8 | — | |
| RPMMBackbone=ResNet-50, Shot=52021.10 | 53.8 | — | — | — | — | — | |
| RPMMShot=1-shot2020.12 | 49.6 | — | — | — | — | — | |
| RPMMBackbone=ResNet-50, Few-shot setting=1-shot2022.03 | 49.6 | 36.3 | 55 | 52.5 | 54.6 | — | |
| RPMMBackbone=ResNet-50, Shot=12021.10 | 49.6 | — | — | — | — | — | |
| HSNetBackbone=ResNet-50, Shots=1-shot, Publication=ICCV212024.09 | — | 45.4 | 61.2 | 63.4 | 75.9 | 61.6 | |
| HSNetBackbone=ResNet-50, Shots=5-shot, Publication=ICCV212024.09 | — | 56.9 | 65.9 | 71.3 | 80.8 | 68.7 | |
| HSNetBackbone=ResNet-101, Shots=1-shot, Publication=ICCV212024.09 | — | 47 | 65.2 | 67.1 | 77.1 | 64.1 | |
| HSNetBackbone=ResNet-101, Shots=5-shot, Publication=ICCV212024.09 | — | 57.2 | 69.5 | 72 | 82.4 | 70.3 | |
| HSNet-HMBackbone=ResNet-50, Shots=1-shot, Publication=ECCV222024.09 | — | 43.4 | 68.2 | 69.4 | 79.9 | 65.2 | |
| HSNet-HMBackbone=ResNet-50, Shots=5-shot, Publication=ECCV222024.09 | — | 50.7 | 71.4 | 73.4 | 83.1 | 69.7 | |
| HSNet-HMBackbone=ResNet-101, Shots=1-shot, Publication=ECCV222024.09 | — | 46.7 | 68.6 | 71.1 | 79.7 | 66.5 | |
| HSNet-HMBackbone=ResNet-101, Shots=5-shot, Publication=ECCV222024.09 | — | 53.7 | 70.7 | 75.2 | 83.9 | 70.9 | |
| MSDNetBackbone=ResNet-50, Shots=1-shot, Publication=current2024.09 | — | 70.7 | 73.2 | 71.1 | 73.2 | 72.1 | |
| MSDNetBackbone=ResNet-50, Shots=5-shot, Publication=current2024.09 | — | 72.5 | 75 | 73.8 | 75.5 | 74.2 | |
| MSDNetBackbone=ResNet-101, Shots=1-shot, Publication=current2024.09 | — | 71.6 | 75.6 | 73 | 75.2 | 73.9 | |
| MSDNetBackbone=ResNet-101, Shots=5-shot, Publication=current2024.09 | — | 71.5 | 79.6 | 76.4 | 77.9 | 76.4 | |
| PFENetBackbone=ResNet-50, Shots=1-shot, Publication=TPAMI202024.09 | — | 43.2 | 65.1 | 66.6 | 69.7 | 61.1 | |
| PFENetBackbone=ResNet-50, Shots=5-shot, Publication=TPAMI202024.09 | — | 45.1 | 66.8 | 68.5 | 73.1 | 63.4 | |
| PMNetBackbone=ResNet-50, Shots=1-shot, Publication=WACV242024.09 | — | 68.8 | 70 | 65.1 | 62.3 | 66.6 | |
| PMNetBackbone=ResNet-50, Shots=5-shot, Publication=WACV242024.09 | — | 73.9 | 74.5 | 73.3 | 72.1 | 73.4 | |
| PMNetBackbone=ResNet-101, Shots=1-shot, Publication=WACV242024.09 | — | 71 | 72.3 | 66.6 | 63.8 | 68.4 | |
| PMNetBackbone=ResNet-101, Shots=5-shot, Publication=WACV242024.09 | — | 75.2 | 76.3 | 77 | 72.6 | 75.3 | |
| RePRIBackbone=ResNet-50, Shots=1-shot, Publication=CVPR212024.09 | — | 52.2 | 64.3 | 64.8 | 71.6 | 63.2 | |
| RePRIBackbone=ResNet-50, Shots=5-shot, Publication=CVPR212024.09 | — | 56.5 | 68.2 | 70 | 76.2 | 67.7 | |
| RTDBackbone=ResNet-50, Shots=1-shot, Publication=ECCV222024.09 | — | 57.4 | 62.2 | 68 | 74.8 | 65.6 | |
| RTDBackbone=ResNet-50, Shots=5-shot, Publication=ECCV222024.09 | — | 65.7 | 69.7 | 70.8 | 75 | 70.1 | |
| RTDBackbone=ResNet-101, Shots=1-shot, Publication=ECCV222024.09 | — | 59.4 | 64.3 | 70.8 | 72 | 66.6 | |
| RTDBackbone=ResNet-101, Shots=5-shot, Publication=ECCV222024.09 | — | 67.2 | 72.7 | 72 | 78.9 | 72.7 | |
| VATBackbone=ResNet-50, Shots=1-shot, Publication=ECCV222024.09 | — | 52.1 | 64.1 | 67.4 | 74.2 | 64.5 | |
| VATBackbone=ResNet-50, Shots=5-shot, Publication=ECCV222024.09 | — | 58.5 | 68 | 72.5 | 79.9 | 69.7 | |
| VAT-HMBackbone=ResNet-50, Shots=1-shot, Publication=ECCV222024.09 | — | 68.3 | 64.9 | 67.5 | 79.8 | 65.1 | |
| VAT-HMBackbone=ResNet-50, Shots=5-shot, Publication=ECCV222024.09 | — | 55.6 | 68.1 | 72.4 | 82.8 | 69.7 |