Semantic Segmentation on PASCAL-5i (5-Fold mIoU Evaluation)
89.8Mean mIoUSegGPT
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| SegGPTShots=few-shot, Setting=In-context2024.10 | 89.8 | — | — | — | — | — | — | — | — | — | — | |
| DiffewSShots=one-shot, Setting=In-context2024.10 | 88.3 | — | — | — | — | — | — | — | — | — | — | |
| DiffewSShots=few-shot, Setting=In-context2024.10 | 87.8 | — | — | — | — | — | — | — | — | — | — | |
| FPTransShots=few-shot, Setting=In-context2024.10 | 83.2 | — | — | — | — | — | — | — | — | — | — | |
| SegGPTShots=one-shot, Setting=In-context2024.10 | 83.2 | — | — | — | — | — | — | — | — | — | — | |
| CLIPixBackbone=ResNet, Setting=0-shot, Multimodal=true2026.07 | 80.7 | — | — | — | — | — | — | 77.9 | 87.5 | 79.7 | 77.5 | |
| CLIPixBackbone=EfficientNet, Setting=0-shot, Multimodal=true2026.07 | 79.1 | — | — | — | — | — | — | 76.9 | 85.9 | 77.9 | 75.8 | |
| LLaFS++Backbone=ResNet, Setting=5-shot, Multimodal=true2026.07 | 78.8 | — | — | — | — | — | — | 79.7 | 83.6 | 77.9 | 73.8 | |
| FPTransShots=one-shot, Setting=In-context2024.10 | 77.7 | — | — | — | — | — | — | — | — | — | — | |
| LLaFS++Backbone=ResNet, Setting=1-shot, Multimodal=true2026.07 | 77.2 | — | — | — | — | — | — | 77.8 | 82.1 | 75.8 | 72.9 | |
| PI_CLIPBackbone=ResNet, Setting=5-shot, Multimodal=true2026.07 | 77.2 | — | — | — | — | — | — | 76.7 | 83.8 | 75.2 | 73.2 | |
| CLIPixBackbone=MobileNet, Setting=0-shot, Multimodal=true2026.07 | 76.9 | — | — | — | — | — | — | 75.1 | 83.7 | 75.8 | 73.1 | |
| PI_CLIPBackbone=ResNet, Setting=1-shot, Multimodal=true2026.07 | 76.8 | — | — | — | — | — | — | 76.4 | 83.5 | 74.7 | 72.8 | |
| VATShots=few-shot, Setting=In-context2024.10 | 76.3 | — | — | — | — | — | — | — | — | — | — | |
| MatcherShots=few-shot, Setting=In-context2024.10 | 75.6 | — | — | — | — | — | — | — | — | — | — | |
| DSV-LFSBackbone=SAM, Setting=5-shot, Multimodal=true2026.07 | 75.2 | — | — | — | — | — | — | 72 | 82 | 71.3 | 75.5 | |
| DSV-LFSBackbone=SAM, Setting=1-shot, Multimodal=true2026.07 | 74.9 | — | — | — | — | — | — | 71.6 | 81.9 | 71.1 | 75 | |
| ABCBBackbone=ResNet, Setting=5-shot2026.07 | 74.9 | — | — | — | — | — | — | 74.8 | 78.5 | 73.6 | 72.6 | |
| AENetBackbone=ResNet, Setting=5-shot2026.07 | 74.2 | — | — | — | — | — | — | 73.9 | 77.8 | 73.3 | 72 | |
| HMNetBackbone=ResNet, Setting=5-shot2026.07 | 74.1 | — | — | — | — | — | — | 74.2 | 77.3 | 74.1 | 70.9 | |
| HSNetShots=few-shot, Setting=In-context2024.10 | 73.8 | — | — | — | — | — | — | — | — | — | — | |
| SSPBackbone=ResNet, Setting=5-shot2026.07 | 73.1 | — | — | — | — | — | — | 70.5 | 76.4 | 79 | 66.4 | |
| VATShots=one-shot, Setting=In-context2024.10 | 72.4 | — | — | — | — | — | — | — | — | — | — | |
| ABCBBackbone=ResNet, Setting=1-shot2026.07 | 72 | — | — | — | — | — | — | 73 | 76 | 69.7 | 69.2 | |
| HDMNetBackbone=ResNet, Setting=5-shot2026.07 | 71.8 | — | — | — | — | — | — | 71.3 | 76.2 | 71.3 | 68.5 | |
| MIANetBackbone=ResNet, Setting=5-shot2026.07 | 71.6 | — | — | — | — | — | — | 70.2 | 77.4 | 70 | 68.7 | |
| BAMBackbone=ResNet, Setting=5-shot2026.07 | 70.9 | — | — | — | — | — | — | 70.6 | 75 | 70.8 | 67.2 | |
| PMGA-NetBackbone=ResNet, Setting=0-shot, Multimodal=true2026.07 | 70.6 | — | — | — | — | — | — | 68.2 | 78.8 | 68.8 | 66.5 | |
| HSNetBackbone network=ResNet101, Shots=5-shot, learnable params=2.6M2021.04 | 70.4 | 71.8 | 74.4 | 67 | 68.3 | 80.6 | — | — | — | — | — | |
| HMNetBackbone=ResNet, Setting=1-shot2026.07 | 70.4 | — | — | — | — | — | — | 72.2 | 75.4 | 70 | 63.9 | |
| HSNetBackbone=ResNet, Setting=5-shot2026.07 | 70.4 | — | — | — | — | — | — | 71.8 | 74.4 | 67 | 68.3 | |
| AENetBackbone=ResNet, Setting=1-shot2026.07 | 70.3 | — | — | — | — | — | — | 71.3 | 75.9 | 68.6 | 65.4 | |
| HSNetBackbone network=ResNet50, Shots=5-shot, learnable params=2.6M2021.04 | 69.5 | 70.3 | 73.2 | 67.4 | 67.1 | 80.6 | — | — | — | — | — | |
| HSNetBackbone=ResNet-50, Shots=5-shot2022.10 | 69.5 | — | — | — | — | — | — | — | — | — | — | |
| HDMNetBackbone=ResNet, Setting=1-shot2026.07 | 69.4 | — | — | — | — | — | — | 71 | 75.4 | 68.9 | 62.1 | |
| IPMTBackbone=ResNet-101, Shots=5-shot2022.10 | 69.2 | — | — | — | — | — | — | — | — | — | — | |
| HSNetShots=one-shot, Setting=In-context2024.10 | 68.7 | — | — | — | — | — | — | — | — | — | — | |
| MIANetBackbone=ResNet, Setting=1-shot2026.07 | 68.7 | — | — | — | — | — | — | 68.5 | 75.7 | 67.5 | 64.2 | |
| IPMTBackbone=ResNet-50, Shots=5-shot2022.10 | 68.2 | — | — | — | — | — | — | — | — | — | — | |
| MatcherShots=one-shot, Setting=In-context2024.10 | 67.9 | — | — | — | — | — | — | — | — | — | — | |
| DCPBackbone=ResNet-50, Shots=5-shot2022.10 | 67.8 | — | — | — | — | — | — | — | — | — | — | |
| BAMBackbone=ResNet, Setting=1-shot2026.07 | 67.8 | — | — | — | — | — | — | 68.9 | 73.6 | 67.5 | 61.3 | |
| CyCTRBackbone=ResNet-50, Shots=5-shot2022.10 | 67.5 | — | — | — | — | — | — | — | — | — | — | |
| NERTNetBackbone=ResNet-101, Shots=5-shot2022.10 | 67 | — | — | — | — | — | — | — | — | — | — | |
| IPMTBackbone=ResNet-50, Shots=1-shot2022.10 | 66.8 | — | — | — | — | — | — | — | — | — | — | |
| RePRIBackbone network=ResNet50, Shots=5-shot2021.04 | 66.6 | 64.6 | 71.4 | 71.1 | 59.3 | — | — | — | — | — | — | |
| RePRIBackbone=ResNet-50, Shots=5-shot2022.10 | 66.6 | — | — | — | — | — | — | — | — | — | — | |
| CyCTRBackbone=ResNet-101, Shots=5-shot2022.10 | 66.6 | — | — | — | — | — | — | — | — | — | — | |
| HSNetBackbone network=ResNet101, Shots=1-shot, learnable params=2.6M2021.04 | 66.2 | 67.3 | 72.3 | 62 | 63.1 | 77.6 | — | — | — | — | — | |
| HSNetBackbone=ResNet101, Method=1-shot2022.01 | 66.2 | 72.3 | 62 | 63.1 | — | 77.6 | 67.3 | — | — | — | — | |
| HSNetBackbone=ResNet, Setting=1-shot2023.04 | 66.2 | — | — | — | — | 77.6 | — | 67.3 | 72.3 | 62 | 63.1 | |
| HSNetBackbone=ResNet, Setting=1-shot2026.07 | 66.2 | — | — | — | — | — | — | 67.3 | 72.3 | 62 | 63.1 | |
| IPMTBackbone=ResNet-101, Shots=1-shot2022.10 | 66.1 | — | — | — | — | — | — | — | — | — | — | |
| NERTNetBackbone=ResNet-50, Shots=5-shot2022.10 | 65.7 | — | — | — | — | — | — | — | — | — | — | |
| RePRIBackbone network=ResNet101, Shots=5-shot2021.04 | 65.6 | 66.2 | 71.4 | 67 | 57.7 | — | — | — | — | — | — | |
| PPNetBackbone network=ResNet101, Shots=5-shot, learnable params=50.5M2021.04 | 65.1 | 60.3 | 70 | 69.4 | 60.7 | 77.5 | — | — | — | — | — | |
| CWTBackbone=ResNet-101, Shots=5-shot2022.10 | 64.7 | — | — | — | — | — | — | — | — | — | — | |
| PainterShots=few-shot, Setting=In-context2024.10 | 64.6 | — | — | — | — | — | — | — | — | — | — | |
| SSPBackbone=ResNet, Setting=1-shot2026.07 | 64.6 | — | — | — | — | — | — | 63.2 | 70.4 | 68.5 | 56.3 | |
| PainterShots=one-shot, Setting=In-context2024.10 | 64.5 | — | — | — | — | — | — | — | — | — | — | |
| CyCTRBackbone=ResNet-101, Shots=1-shot2022.10 | 64.3 | — | — | — | — | — | — | — | — | — | — | |
| NERTNetBackbone=ResNet-50, Shots=1-shot2022.10 | 64.2 | — | — | — | — | — | — | — | — | — | — | |
| HSNetBackbone network=VGG16, Shots=5-shot, learnable params=2.6M2021.04 | 64.1 | 64.9 | 69 | 64.1 | 58.6 | 76.6 | — | — | — | — | — | |
| HSNetBackbone network=ResNet50, Shots=1-shot, learnable params=2.6M2021.04 | 64 | 64.3 | 70.7 | 60.3 | 60.5 | 76.7 | — | — | — | — | — | |
| HSNetBackbone=ResNet-50, Shots=1-shot2022.10 | 64 | — | — | — | — | — | — | — | — | — | — | |
| CyCTRBackbone=ResNet-50, Shots=1-shot2022.10 | 64 | — | — | — | — | — | — | — | — | — | — | |
| HSNetBackbone network=ResNet101, Shots=5-shot, Support feature masking=false, learnable params=2.6M2021.04 | 63.7 | 68.9 | 71.9 | 56.3 | 57.9 | 73.8 | — | — | — | — | — | |
| CWTBackbone=ResNet-50, Shots=5-shot2022.10 | 63.7 | — | — | — | — | — | — | — | — | — | — | |
| NERTNetBackbone=ResNet-101, Shots=1-shot2022.10 | 63.7 | — | — | — | — | — | — | — | — | — | — | |
| PPNetBackbone network=ResNet50, Shots=5-shot, learnable params=31.5M2021.04 | 63 | 58.9 | 68.3 | 66.8 | 58 | 75.8 | — | — | — | — | — | |
| DCPBackbone=ResNet-50, Shots=1-shot2022.10 | 62.8 | — | — | — | — | — | — | — | — | — | — | |
| PATBackbone=DeiT-B, Setting=0-shot, Multimodal=true2026.07 | 62.3 | — | — | — | — | — | — | 70.1 | 70.6 | 54.1 | 54.3 | |
| PFENetBackbone network=ResNet50, Shots=5-shot, learnable params=10.8M2021.04 | 61.9 | 63.1 | 70.7 | 55.8 | 57.9 | 73.9 | — | — | — | — | — | |
| PFENetBackbone=ResNet-50, Shots=5-shot2022.10 | 61.9 | — | — | — | — | — | — | — | — | — | — | |
| HSNetBackbone network=ResNet101, Shots=1-shot, Support feature masking=false, learnable params=2.6M2021.04 | 61.5 | 66.2 | 69.5 | 53.9 | 56.2 | 72.5 | — | — | — | — | — | |
| PFENetBackbone network=ResNet101, Shots=5-shot, learnable params=10.8M2021.04 | 61.4 | 62.8 | 70.4 | 54.9 | 57.6 | 73.5 | — | — | — | — | — | |
| PFENetBackbone=ResNet-101, Shots=5-shot2022.10 | 61.4 | — | — | — | — | — | — | — | — | — | — | |
| PATBackbone=ViT-B, Setting=0-shot, Multimodal=true2026.07 | 61.2 | — | — | — | — | — | — | 67 | 69.6 | 56.4 | 51.8 | |
| PFENetBackbone network=ResNet50, Shots=1-shot, learnable params=10.8M2021.04 | 60.8 | 61.7 | 69.5 | 55.4 | 56.3 | 73.3 | — | — | — | — | — | |
| PFENetBackbone=ResNet-50, Shots=1-shot2022.10 | 60.8 | — | — | — | — | — | — | — | — | — | — | |
| DANBackbone network=ResNet101, Shots=5-shot2021.04 | 60.5 | 57.9 | 69 | 60.1 | 54.9 | 72.3 | — | — | — | — | — | |
| DANBackbone=ResNet-101, Shots=5-shot2022.10 | 60.5 | — | — | — | — | — | — | — | — | — | — | |
| PFENetBackbone network=ResNet101, Shots=1-shot, learnable params=10.8M2021.04 | 60.1 | 60.5 | 69.4 | 54.4 | 55.9 | 72.9 | — | — | — | — | — | |
| PFENetBackbone=ResNet101, Method=1-shot2022.01 | 60.1 | 69.4 | 54.4 | 55.9 | — | 72.9 | 60.5 | — | — | — | — | |
| PFENetBackbone=ResNet-101, Shots=1-shot2022.10 | 60.1 | — | — | — | — | — | — | — | — | — | — | |
| PFENetBackbone=ResNet, Setting=1-shot2023.04 | 60.1 | — | — | — | — | 72.9 | — | 60.5 | 69.4 | 54.4 | 55.9 | |
| FWBBackbone network=ResNet101, Shots=5-shot, learnable params=43.0M2021.04 | 59.9 | 54.8 | 67.4 | 62.2 | 55.3 | — | — | — | — | — | — | |
| HSNetBackbone network=VGG16, Shots=1-shot, learnable params=2.6M2021.04 | 59.7 | 59.6 | 65.7 | 59.6 | 54 | 73.4 | — | — | — | — | — | |
| RePRIBackbone network=ResNet50, Shots=1-shot2021.04 | 59.7 | 59.8 | 68.3 | 62.1 | 48.5 | — | — | — | — | — | — | |
| RePRIBackbone=ResNet-50, Shots=1-shot2022.10 | 59.7 | — | — | — | — | — | — | — | — | — | — | |
| RePRIBackbone network=ResNet101, Shots=1-shot2021.04 | 59.4 | 59.6 | 68.6 | 62.2 | 47.2 | — | — | — | — | — | — | |
| RePRIBackbone=ResNet101, Method=1-shot2022.01 | 59.4 | 68.6 | 62.2 | 47.2 | — | — | 59.6 | — | — | — | — | |
| SAZSBackbone=ViT-L, Setting=zero-shot2023.04 | 59.4 | — | — | — | — | 69 | — | 62.7 | 64.3 | 60.6 | 50.2 | |
| SAZSBackbone=ViT-L, Setting=0-shot, Multimodal=true2026.07 | 59.4 | — | — | — | — | — | — | 62.7 | 64.3 | 60.6 | 50.2 | |
| PANetBackbone network=ResNet50, Shots=5-shot, learnable params=23.5M2021.04 | 59.3 | 55.3 | 67.2 | 61.3 | 53.2 | — | — | — | — | — | — | |
| PFENetBackbone network=VGG16, Shots=5-shot, learnable params=10.4M2021.04 | 59 | 59 | 69.1 | 54.8 | 52.9 | 72.3 | — | — | — | — | — | |
| HPABackbone=ResNet, Setting=0-shot, Multimodal=true2026.07 | 58.7 | — | — | — | — | — | — | 52.7 | 70.1 | 60.4 | 51.7 | |
| PGNetBackbone network=ResNet50, Shots=5-shot, learnable params=17.2M2021.04 | 58.5 | 57.7 | 68.7 | 52.9 | 54.6 | 70.5 | — | — | — | — | — | |
| DANBackbone network=ResNet101, Shots=1-shot2021.04 | 58.2 | 54.7 | 68.6 | 57.8 | 51.6 | 71.9 | — | — | — | — | — | |
| DANBackbone=ResNet101, Method=1-shot2022.01 | 58.2 | 68.6 | 57.8 | 51.6 | — | 71.9 | 54.7 | — | — | — | — |