Few-Shot Semantic Segmentation on PASCAL-5^i
82.5Mean ScoreOracle
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| OracleBackbone=ResNet-50, Shots=1-shot2022.12 | 82.5 | — | — | — | — | — | — | — | — | — | — | |
| OracleBackbone=ResNet-50, Shots=5-shot2022.12 | 82.5 | — | — | — | — | — | — | — | — | — | — | |
| FPTransBackbone=DeiT-B/16, Shots=5-shot2022.10 | 78 | 76.7 | 79 | 81 | 75.1 | — | — | — | — | — | — | |
| BaselineBackbone=DeiT-B/16, Shots=5-shot2022.10 | 75.8 | 75.3 | 78.1 | 76.1 | 73.7 | — | — | — | — | — | — | |
| VINEIE=ResNet, Shots=5-shot2026.03 | 75.1 | — | — | — | — | — | 78.6 | 80.9 | 72.8 | 68.2 | — | |
| VINEIE=ResNet, Shots=1-shot2026.03 | 74.2 | — | — | — | — | — | 76.5 | 78.7 | 72.6 | 69.1 | — | |
| HMNetIE=ResNet, Shots=5-shot2026.03 | 74.1 | — | — | — | — | — | 74.2 | 77.3 | 74.1 | 70.9 | — | |
| FCP†IE=ResNet, Shots=5-shot2026.03 | 74 | — | — | — | — | — | 77.2 | 78.8 | 72.2 | 67.7 | — | |
| FPTransBackbone=ViT-B/16, Shots=5-shot2022.10 | 73.7 | 73.5 | 75.7 | 77.4 | 68.3 | — | — | — | — | — | — | |
| FCP†IE=ResNet, Shots=1-shot2026.03 | 73.2 | — | — | — | — | — | 74.9 | 77.4 | 71.8 | 68.8 | — | |
| VINEIE=VGG, Shots=5-shot2026.03 | 72.6 | — | — | — | — | — | 74 | 77.2 | 72.8 | 66.3 | — | |
| UniFSSIE=ResNet, Shots=5-shot2026.03 | 72.6 | — | — | — | — | — | 75.4 | 77.1 | 67.9 | 69.9 | — | |
| FCP†IE=VGG, Shots=5-shot2026.03 | 71.8 | — | — | — | — | — | 73.5 | 76.4 | 71.6 | 65.8 | — | |
| VRP-SAM†IE=ResNet, Shots=1-shot2026.03 | 71.8 | — | — | — | — | — | 74.5 | 77.3 | 69.5 | 65.8 | — | |
| HDMNetIE=ResNet, Shots=5-shot2026.03 | 71.8 | — | — | — | — | — | 71.3 | 76.2 | 71.3 | 68.5 | — | |
| BaselineBackbone=ViT-B/16, Shots=5-shot2022.10 | 71.5 | 70.5 | 76 | 74.2 | 65.5 | — | — | — | — | — | — | |
| VINEIE=VGG, Shots=1-shot2026.03 | 71.4 | — | — | — | — | — | 72.6 | 75.9 | 71.5 | 65.8 | — | |
| VRP-SAM†IE=ResNet, Shots=5-shot2026.03 | 71.4 | — | — | — | — | — | 76.3 | 76.6 | 69.5 | 63.1 | — | |
| HMNetIE=VGG, Shots=5-shot2026.03 | 71.1 | — | — | — | — | — | 70.5 | 76 | 72.2 | 65.7 | — | |
| BAMBackbone=Res-50, Shots=5-shot2022.10 | 70.9 | 70.6 | 75.1 | 70.8 | 67.2 | — | — | — | — | — | — | |
| BAMIE=ResNet, Shots=5-shot2026.03 | 70.9 | — | — | — | — | — | 70.5 | 75.1 | 70.8 | 67.2 | — | |
| FCP†IE=VGG, Shots=1-shot2026.03 | 70.5 | — | — | — | — | — | 71.9 | 75 | 69.8 | 65.5 | — | |
| HSNetBackbone=Res-101, Shots=5-shot2022.10 | 70.4 | 71.8 | 74.4 | 67 | 68.3 | — | — | — | — | — | — | |
| HMNetIE=ResNet, Shots=1-shot2026.03 | 70.4 | — | — | — | — | — | 72.2 | 75.4 | 70 | 63.9 | — | |
| UniFSSIE=ResNet, Shots=1-shot2026.03 | 69.7 | — | — | — | — | — | 72.7 | 75.6 | 63.7 | 66.9 | — | |
| VRP-SAM†IE=VGG, Shots=5-shot2026.03 | 69.6 | — | — | — | — | — | 72.8 | 75 | 67.5 | 63.2 | — | |
| HSNetBackbone=Res-50, Shots=5-shot2022.10 | 69.5 | 70.3 | 73.2 | 67.4 | 67.1 | — | — | — | — | — | — | |
| HSNetBackbone=ResNet-50, Shots=5-shot2022.12 | 69.5 | — | — | — | — | — | — | — | — | — | — | |
| HDMNetIE=ResNet, Shots=1-shot2026.03 | 69.4 | — | — | — | — | — | 71 | 75.4 | 68.9 | 62.1 | — | |
| HDMNetIE=VGG, Shots=5-shot2026.03 | 69.3 | — | — | — | — | — | 68.1 | 73.1 | 71.8 | 64 | — | |
| SSPIE=ResNet, Shots=5-shot2026.03 | 69.3 | — | — | — | — | — | 67.5 | 72.3 | 75.2 | 62.1 | — | |
| FPTransBackbone=DeiT-B/16, Shots=1-shot2022.10 | 68.8 | 72.3 | 70.6 | 68.3 | 64.1 | — | — | — | — | — | — | |
| VRP-SAM†IE=VGG, Shots=1-shot2026.03 | 68.4 | — | — | — | — | — | 69.9 | 73.9 | 67.6 | 62.3 | — | |
| BAMBackbone=Res-50, Shots=1-shot2022.10 | 67.8 | 69 | 73.6 | 67.6 | 61.1 | — | — | — | — | — | — | |
| BAMIE=ResNet, Shots=1-shot2026.03 | 67.8 | — | — | — | — | — | 69 | 73.6 | 67.6 | 61.1 | — | |
| CyCTRBackbone=ResNet-50, Shots=5-shot2022.12 | 67.5 | — | — | — | — | — | — | — | — | — | — | |
| CyCTRIE=ResNet, Shots=5-shot2026.03 | 67.5 | — | — | — | — | — | 69.3 | 73.5 | 63.8 | 63.5 | — | |
| HMNetIE=VGG, Shots=1-shot2026.03 | 67.3 | — | — | — | — | — | 66.7 | 74.5 | 68.9 | 59 | — | |
| REPRIBackbone=ResNet-50, Shots=5-shot2022.12 | 66.8 | — | — | — | — | — | — | — | — | — | — | |
| CyCTRBackbone=Res-101, Shots=5-shot2022.10 | 66.6 | 73.5 | 74 | 58.6 | 60.2 | — | — | — | — | — | — | |
| HSNetBackbone=Res-101, Shots=1-shot2022.10 | 66.2 | 67.3 | 72.3 | 62 | 63.1 | — | — | — | — | — | — | |
| CyCTRBackbone=Res-50, Shots=5-shot2022.10 | 65.6 | 71.1 | 73.2 | 60.5 | 57.5 | — | — | — | — | — | — | |
| RePRIBackbone=Res-101, Shots=5-shot2022.10 | 65.6 | 66.2 | 71.4 | 67 | 57.7 | — | — | — | — | — | — | |
| HDMNetIE=VGG, Shots=1-shot2026.03 | 65.1 | — | — | — | — | — | 64.8 | 71.4 | 67.7 | 56.4 | — | |
| BaselineBackbone=DeiT-B/16, Shots=1-shot2022.10 | 64.9 | 68.2 | 69.4 | 61.7 | 60.5 | — | — | — | — | — | — | |
| MM-FormerBackbone=ResNet-50, Shots=5-shot2022.12 | 64.9 | — | — | — | — | — | — | — | — | — | — | |
| FPTransBackbone=ViT-B/16, Shots=1-shot2022.10 | 64.7 | 67.1 | 69.8 | 65.6 | 56.4 | — | — | — | — | — | — | |
| CyCTRBackbone=Res-101, Shots=1-shot2022.10 | 64.3 | 69.3 | 72.7 | 56.5 | 58.6 | — | — | — | — | — | — | |
| CyCTRBackbone=Res-50, Shots=1-shot2022.10 | 64.2 | 67.8 | 72.8 | 58 | 58 | — | — | — | — | — | — | |
| HSNetBackbone=Res-50, Shots=1-shot2022.10 | 64 | 64.3 | 70.7 | 60.3 | 60.5 | — | — | — | — | — | — | |
| HSNetBackbone=ResNet-50, Shots=1-shot2022.12 | 64 | — | — | — | — | — | — | — | — | — | — | |
| CyCTRBackbone=ResNet-50, Shots=1-shot2022.12 | 64 | — | — | — | — | — | — | — | — | — | — | |
| CyCTRIE=ResNet, Shots=1-shot2026.03 | 64 | — | — | — | — | — | 65.7 | 71 | 59.5 | 59.7 | — | |
| MM-FormerBackbone=ResNet-50, Shots=1-shot2022.12 | 63.3 | — | — | — | — | — | — | — | — | — | — | |
| SCLBackbone=ResNet-50, Shots=5-shot2022.12 | 62.9 | — | — | — | — | — | — | — | — | — | — | |
| PPNetBackbone=Res-50, Shots=5-shot2022.10 | 62 | 58.4 | 67.8 | 64.9 | 56.7 | — | — | — | — | — | — | |
| PFENetBackbone=Res-50, Shots=5-shot2022.10 | 61.9 | 63.1 | 70.7 | 55.8 | 57.9 | — | — | — | — | — | — | |
| PFENetBackbone=ResNet-50, Shots=5-shot2022.12 | 61.9 | — | — | — | — | — | — | — | — | — | — | |
| PFENetIE=ResNet, Shots=5-shot2026.03 | 61.9 | — | — | — | — | — | 63.1 | 70.7 | 55.8 | 57.9 | — | |
| BaselineBackbone=ViT-B/16, Shots=1-shot2022.10 | 61.8 | 62.9 | 69.1 | 62.2 | 53 | — | — | — | — | — | — | |
| SCLBackbone=ResNet-50, Shots=1-shot2022.12 | 61.8 | — | — | — | — | — | — | — | — | — | — | |
| PFENetBackbone=Res-101, Shots=5-shot2022.10 | 61.4 | 62.8 | 70.4 | 54.9 | 57.6 | — | — | — | — | — | — | |
| SSPIE=ResNet, Shots=1-shot2026.03 | 61.4 | — | — | — | — | — | 60.5 | 67.8 | 66.4 | 51 | — | |
| PFENetBackbone=Res-50, Shots=1-shot2022.10 | 60.8 | 61.7 | 69.5 | 55.4 | 56.3 | — | — | — | — | — | — | |
| PFENetBackbone=ResNet-50, Shots=1-shot2022.12 | 60.8 | — | — | — | — | — | — | — | — | — | — | |
| PFENetIE=ResNet, Shots=1-shot2026.03 | 60.8 | — | — | — | — | — | 61.7 | 69.5 | 55.4 | 56.3 | — | |
| DANBackbone=Res-101, Shots=5-shot2022.10 | 60.5 | 57.9 | 69 | 60.1 | 54.9 | — | — | — | — | — | — | |
| PFENetBackbone=Res-101, Shots=1-shot2022.10 | 60.1 | 60.5 | 69.4 | 54.4 | 55.9 | — | — | — | — | — | — | |
| FWBBackbone=Res-101, Shots=5-shot2022.10 | 59.9 | 54.9 | 67.4 | 62.2 | 55.3 | — | — | — | — | — | — | |
| RePRIBackbone=Res-101, Shots=1-shot2022.10 | 59.4 | 59.6 | 68.6 | 62.2 | 47.2 | — | — | — | — | — | — | |
| REPRIBackbone=ResNet-50, Shots=1-shot2022.12 | 59.1 | — | — | — | — | — | — | — | — | — | — | |
| DANBackbone=Res-101, Shots=1-shot2022.10 | 58.2 | 54.7 | 68.6 | 57.8 | 51.6 | — | — | — | — | — | — | |
| RPMMBackbone=Res-50, Shots=5-shot2022.10 | 57.3 | 56.3 | 67.3 | 54.5 | 51 | — | — | — | — | — | — | |
| RPMMBackbone=Res-50, Shots=1-shot2022.10 | 56.3 | 55.2 | 66.9 | 52.6 | 50.7 | — | — | — | — | — | — | |
| FWBBackbone=Res-101, Shots=1-shot2022.10 | 56.2 | 51.3 | 64.5 | 56.7 | 52.2 | — | — | — | — | — | — | |
| PPNetBackbone=Res-50, Shots=1-shot2022.10 | 51.5 | 47.8 | 58.8 | 53.8 | 45.6 | — | — | — | — | — | — | |
| A-MCGBackbone=ResNet-1012022.10 | — | — | 61.2 | — | — | 62.2 | — | — | — | — | — | |
| CyCTRBackbone=ResNet-1012022.10 | — | — | 73 | — | — | 75.4 | — | — | — | — | — | |
| DANBackbone=ResNet-1012022.10 | — | — | 71.9 | — | — | 72.3 | — | — | — | — | — | |
| DCPBackbone=ResNet-502022.10 | — | — | 75.6 | — | — | 79.7 | — | — | — | — | — | |
| FROSTShots (k)=12026.06 | — | — | — | — | — | — | — | — | — | — | 70.1 | |
| FROSTShots (k)=102026.06 | — | — | — | — | — | — | — | — | — | — | 83.7 | |
| FSSDINOShots (k)=12026.06 | — | — | — | — | — | — | — | — | — | — | 65.5 | |
| FSSDINOShots (k)=102026.06 | — | — | — | — | — | — | — | — | — | — | 80.2 | |
| GF-SAMShots (k)=12026.06 | — | — | — | — | — | — | — | — | — | — | 71.9 | |
| GF-SAMShots (k)=102026.06 | — | — | — | — | — | — | — | — | — | — | 83.9 | |
| HSNetBackbone=ResNet-502022.10 | — | — | 76.7 | — | — | 80.6 | — | — | — | — | — | |
| HSNetBackbone=ResNet101, Shots=1-shot2023.05 | — | — | — | — | — | — | 67.3 | 72.3 | 62 | 63.1 | 66.2 | |
| INSID3Shots (k)=12026.06 | — | — | — | — | — | — | — | — | — | — | 69.9 | |
| INSID3Shots (k)=102026.06 | — | — | — | — | — | — | — | — | — | — | 81.5 | |
| IPMTBackbone=ResNet-502022.10 | — | — | 77.1 | — | — | 81.4 | — | — | — | — | — | |
| IPMTBackbone=ResNet-1012022.10 | — | — | 78.5 | — | — | 80.3 | — | — | — | — | — | |
| MatcherShots (k)=12026.06 | — | — | — | — | — | — | — | — | — | — | 68.2 | |
| MatcherShots (k)=102026.06 | — | — | — | — | — | — | — | — | — | — | 75.4 | |
| MIANetBackbone=ResNet101, Shots=1-shot2023.05 | — | — | — | — | — | — | 68.54 | 76.34 | 64.92 | 60.7 | 67.63 | |
| NTRENetBackbone=ResNet101, Shots=1-shot2023.05 | — | — | — | — | — | — | 65.5 | 71.8 | 59.1 | 58.3 | 63.7 | |
| PerSAMShots (k)=12026.06 | — | — | — | — | — | — | — | — | — | — | 45.6 | |
| PerSAMShots (k)=102026.06 | — | — | — | — | — | — | — | — | — | — | 55 | |
| PFENetBackbone=ResNet-502022.10 | — | — | 73.3 | — | — | 73.9 | — | — | — | — | — | |
| PFENetBackbone=ResNet-1012022.10 | — | — | 72.9 | — | — | 73.5 | — | — | — | — | — |