Few-shot Segmentation on PASCAL 5i (val)
74.2mIoU (Mean)HDMNet + AENet
Evaluation Results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| HDMNet + AENetBackbone=ResNet50, Shots=5-shot2024.07 | 74.2 | — | — | — | — | — | — | — | 73.9 | 77.8 | 73.3 | 72 | 84.5 | |
| SCCAN + AENetBackbone=ResNet50, Shots=5-shot2024.07 | 74.1 | — | — | — | — | — | — | — | 74.2 | 76.5 | 74.8 | 70.6 | 84.5 | |
| CyCTR + AENetBackbone=ResNet50, Shots=5-shot2024.07 | 72.6 | — | — | — | — | — | — | — | 73 | 76.2 | 74.1 | 67 | 83 | |
| HDMNetBackbone=ResNet-50, Shots=5-shot2023.03 | 71.8 | — | — | — | 71.3 | 76.2 | 71.3 | 68.5 | — | — | — | — | — | |
| HDMNetBackbone=ResNet50, Shots=5-shot2024.07 | 71.8 | — | — | — | — | — | — | — | 71.3 | 76.2 | 71.3 | 68.5 | — | |
| MIANetBackbone=ResNet50, Shots=5-shot2024.07 | 71.6 | — | — | — | — | — | — | — | 70.2 | 77.4 | 70 | 68.8 | 82.2 | |
| BAMBackbone=ResNet-50, Shots=5-shot2023.03 | 70.9 | — | — | — | 70.6 | 75.1 | 70.8 | 67.2 | — | — | — | — | — | |
| DACMBackbone=ResNet50, Shots=5-shot2024.07 | 70.9 | — | — | — | — | — | — | — | 72.4 | 73.7 | 69.1 | 68.4 | 81.3 | |
| BAMBackbone=ResNet50, Shots=5-shot2024.07 | 70.9 | — | — | — | — | — | — | — | 70.6 | 75.1 | 70.8 | 67.2 | 82.2 | |
| SCCAN + AENetBackbone=VGG16, Shots=5-shot2024.07 | 70.6 | — | — | — | — | — | — | — | 70.8 | 75.1 | 72.2 | 64.2 | 81.8 | |
| HDMNet + AENetBackbone=ResNet50, Shots=1-shot2024.07 | 70.3 | — | — | — | — | — | — | — | 71.3 | 75.9 | 68.6 | 65.4 | 81.2 | |
| SCCANBackbone=ResNet50, Shots=5-shot2024.07 | 70.3 | — | — | — | — | — | — | — | 72.3 | 74.1 | 69.1 | 65.6 | 81.8 | |
| FECANetBackbone=ResNet50, Shots=5-shot2024.07 | 70 | — | — | — | — | — | — | — | 72.9 | 74 | 65.2 | 67.8 | 80.7 | |
| SCCAN + AENetBackbone=ResNet50, Shots=1-shot2024.07 | 69.8 | — | — | — | — | — | — | — | 72.2 | 75.5 | 68.5 | 63.1 | 80.8 | |
| HDMNet + AENetBackbone=VGG16, Shots=5-shot2024.07 | 69.6 | — | — | — | — | — | — | — | 69.1 | 74.8 | 69.4 | 65.1 | 82 | |
| ABCNetBackbone=ResNet50, Shots=5-shot2024.07 | 69.6 | — | — | — | — | — | — | — | 71.7 | 74.2 | 65.4 | 67 | 80 | |
| RiFeNetBackbone=ResNet50, Shots=5-shot2024.07 | 69.6 | — | — | — | — | — | — | — | 70 | 74.7 | 69.4 | 64.2 | — | |
| HSNetBackbone=ResNet-50, Shots=5-shot2023.03 | 69.5 | — | — | — | 70.3 | 73.2 | 67.4 | 67.1 | — | — | — | — | — | |
| HDMNetBackbone=ResNet-50, Shots=1-shot2023.03 | 69.4 | — | — | — | 71 | 75.4 | 68.9 | 62.1 | — | — | — | — | — | |
| HDMNetBackbone=ResNet50, Shots=1-shot2024.07 | 69.4 | — | — | — | — | — | — | — | 71 | 75.4 | 68.9 | 62.1 | — | |
| HDMNetBackbone=VGG-16, Shots=5-shot2023.03 | 69.3 | — | — | — | 68.1 | 73.1 | 71.8 | 64 | — | — | — | — | — | |
| SSPBackbone=ResNet-50, Shots=5-shot2023.03 | 69.3 | — | — | — | 67.5 | 72.3 | 75.2 | 62.1 | — | — | — | — | — | |
| HDMNetBackbone=VGG16, Shots=5-shot2024.07 | 69.3 | — | — | — | — | — | — | — | 68.1 | 73.1 | 71.8 | 64 | — | |
| CyCTR + AENetBackbone=ResNet50, Shots=1-shot2024.07 | 69 | — | — | — | — | — | — | — | 70.4 | 74.4 | 69.4 | 61.6 | 80.2 | |
| BAMBackbone=VGG16, Shots=5-shot2024.07 | 68.8 | — | — | — | — | — | — | — | 67.4 | 73.1 | 70.6 | 64 | 81.1 | |
| MIANetBackbone=ResNet50, Shots=1-shot2024.07 | 68.7 | — | — | — | — | — | — | — | 68.5 | 75.8 | 67.5 | 63.2 | 79.5 | |
| DCAMABackbone=ResNet-50, Shots=5-shot2023.03 | 68.5 | — | — | — | 70.5 | 73.9 | 63.7 | 65.8 | — | — | — | — | — | |
| SCCANBackbone=VGG16, Shots=5-shot2024.07 | 68.4 | — | — | — | — | — | — | — | 67.2 | 72.3 | 70.5 | 63.8 | 79.1 | |
| BAMBackbone=ResNet-50, Shots=1-shot2023.03 | 67.8 | — | — | — | 69 | 73.6 | 67.6 | 61.1 | — | — | — | — | — | |
| BAMBackbone=ResNet50, Shots=1-shot2024.07 | 67.8 | — | — | — | — | — | — | — | 69 | 73.6 | 67.6 | 61.1 | 79.7 | |
| CyCTRBackbone=ResNet-50, Shots=5-shot2023.03 | 67.5 | — | — | — | 69.3 | 73.5 | 63.8 | 63.5 | — | — | — | — | — | |
| FECANetBackbone=ResNet50, Shots=1-shot2024.07 | 67.4 | — | — | — | — | — | — | — | 69.2 | 72.3 | 62.4 | 65.7 | 78.7 | |
| RiFeNetBackbone=ResNet50, Shots=1-shot2024.07 | 67.1 | — | — | — | — | — | — | — | 68.4 | 73.5 | 67.1 | 59.4 | — | |
| SCCANBackbone=ResNet50, Shots=1-shot2024.07 | 66.8 | — | — | — | — | — | — | — | 68.3 | 72.5 | 66.8 | 59.8 | 77.7 | |
| FECANetBackbone=VGG16, Shots=5-shot2024.07 | 66.7 | — | — | — | — | — | — | — | 68.6 | 70.8 | 66.7 | 60.7 | 77.6 | |
| SCCAN + AENetBackbone=VGG16, Shots=1-shot2024.07 | 66.6 | — | — | — | — | — | — | — | 66.3 | 73.3 | 68.5 | 58.4 | 79 | |
| HDMNet + AENetBackbone=VGG16, Shots=1-shot2024.07 | 66.1 | — | — | — | — | — | — | — | 64.7 | 73.2 | 66.4 | 60.1 | 78.1 | |
| ABCNetBackbone=ResNet50, Shots=1-shot2024.07 | 66 | — | — | — | — | — | — | — | 68.8 | 73.4 | 62.3 | 59.5 | 76 | |
| DACMBackbone=VGG16, Shots=5-shot2024.07 | 65.7 | — | — | — | — | — | — | — | 66.1 | 70.6 | 65.8 | 60.2 | 77.8 | |
| DACMBackbone=ResNet50, Shots=1-shot2024.07 | 65.7 | — | — | — | — | — | — | — | 66.5 | 72.6 | 62.2 | 61.3 | 77.8 | |
| CyCTRBackbone=ResNet50, Shots=5-shot2024.07 | 65.6 | — | — | — | — | — | — | — | 71.1 | 73.2 | 60.5 | 57.5 | — | |
| SD-AANetBackbone=ResNet-50, Shots=5-shot2023.03 | 65.5 | — | — | — | 65.5 | 71.6 | 62.5 | 62.3 | — | — | — | — | — | |
| HDMNetBackbone=VGG-16, Shots=1-shot2023.03 | 65.1 | — | — | — | 64.8 | 71.4 | 67.7 | 56.4 | — | — | — | — | — | |
| HDMNetBackbone=VGG16, Shots=1-shot2024.07 | 65.1 | — | — | — | — | — | — | — | 64.8 | 71.4 | 67.7 | 56.4 | — | |
| SCCANBackbone=VGG16, Shots=1-shot2024.07 | 64.7 | — | — | — | — | — | — | — | 63.3 | 70.8 | 66.6 | 58.2 | 77.2 | |
| DCAMABackbone=ResNet-50, Shots=1-shot2023.03 | 64.6 | — | — | — | 67.5 | 72.3 | 59.6 | 59 | — | — | — | — | — | |
| BAMBackbone=VGG16, Shots=1-shot2024.07 | 64.4 | — | — | — | — | — | — | — | 63.2 | 70.8 | 66.1 | 57.5 | 77.3 | |
| FECANetBackbone=VGG16, Shots=1-shot2024.07 | 64.3 | — | — | — | — | — | — | — | 66.5 | 68.9 | 63.6 | 58.3 | 76.2 | |
| CyCTRBackbone=ResNet50, Shots=1-shot2024.07 | 64.2 | — | — | — | — | — | — | — | 67.8 | 72.8 | 58 | 58 | — | |
| HSNetBackbone=VGG-16, Shots=5-shot2023.03 | 64.1 | — | — | — | 64.9 | 69 | 64.1 | 58.6 | — | — | — | — | — | |
| HSNetBackbone=ResNet-50, Shots=1-shot2023.03 | 64 | — | — | — | 64.3 | 70.7 | 60.3 | 60.5 | — | — | — | — | — | |
| CyCTRBackbone=ResNet-50, Shots=1-shot2023.03 | 64 | — | — | — | 65.7 | 71 | 59.5 | 59.7 | — | — | — | — | — | |
| SD-AANetBackbone=ResNet-50, Shots=1-shot2023.03 | 61.9 | — | — | — | 60.9 | 70.8 | 58.4 | 57.3 | — | — | — | — | — | |
| PFENetBackbone=ResNet-50, Shots=5-shot2023.03 | 61.9 | — | — | — | 63.1 | 70.7 | 55.8 | 57.9 | — | — | — | — | — | |
| PFENetBackbone=ResNet50, Shots=5-shot2024.07 | 61.9 | — | — | — | — | — | — | — | 63.1 | 70.7 | 55.8 | 57.9 | 73.9 | |
| DACMBackbone=VGG16, Shots=1-shot2024.07 | 61.8 | — | — | — | — | — | — | — | 61.8 | 67.8 | 61.4 | 56.3 | 75.5 | |
| SSPBackbone=ResNet-50, Shots=1-shot2023.03 | 61.4 | — | — | — | 60.5 | 67.8 | 66.4 | 51 | — | — | — | — | — | |
| PFENetBackbone=ResNet50, Multi-scale inference=false2021.04 | 60.8 | — | — | — | 61.7 | 69.5 | 55.4 | 56.3 | — | — | — | — | — | |
| PFENetBackbone=ResNet-50, Shots=1-shot2023.03 | 60.8 | — | — | — | 61.7 | 69.5 | 55.4 | 56.3 | — | — | — | — | — | |
| PFENetBackbone=ResNet50, Shots=1-shot2024.07 | 60.8 | — | — | — | — | — | — | — | 61.7 | 69.5 | 55.4 | 56.3 | 73.3 | |
| PFENetBackbone=ResNet101, Multi-scale inference=false2021.04 | 60.1 | — | — | — | 60.5 | 69.4 | 54.4 | 55.9 | — | — | — | — | — | |
| HSNetBackbone=VGG-16, Shots=1-shot2023.03 | 59.7 | — | — | — | 59.6 | 65.7 | 59.6 | 54 | — | — | — | — | — | |
| ASGNetBackbone=ResNet101, Multi-scale inference=false2021.04 | 59.31 | — | — | — | 59.84 | 67.43 | 55.59 | 54.39 | — | — | — | — | — | |
| ASGNetBackbone=ResNet50, Multi-scale inference=false2021.04 | 59.29 | — | — | — | 58.84 | 67.86 | 56.79 | 53.66 | — | — | — | — | — | |
| PFENetBackbone=VGG-16, Shots=5-shot2023.03 | 59 | — | — | — | 59 | 69.1 | 54.8 | 52.9 | — | — | — | — | — | |
| PFENetBackbone=VGG16, Shots=5-shot2024.07 | 59 | — | — | — | — | — | — | — | 59 | 69.1 | 54.8 | 52.9 | 72.3 | |
| DANBackbone=ResNet101, Multi-scale inference=true2021.04 | 58.2 | — | — | — | 54.7 | 68.6 | 57.8 | 51.6 | — | — | — | — | — | |
| PFENetBackbone=VGG-16, Shots=1-shot2023.03 | 58 | — | — | — | 56.9 | 68.2 | 54.4 | 52.4 | — | — | — | — | — | |
| PFENetBackbone=VGG16, Shots=1-shot2024.07 | 58 | — | — | — | — | — | — | — | 56.9 | 68.2 | 54.4 | 52.5 | 72 | |
| SimPropNetBackbone=ResNet50, Multi-scale inference=false2021.04 | 57.19 | — | — | — | 54.82 | 67.33 | 54.52 | 52.02 | — | — | — | — | — | |
| RPMMsBackbone=ResNet50, Multi-scale inference=false2021.04 | 56.34 | — | — | — | 55.15 | 66.91 | 52.61 | 50.68 | — | — | — | — | — | |
| FWBBackbone=ResNet101, Multi-scale inference=false2021.04 | 56.19 | — | — | — | 51.3 | 64.49 | 56.71 | 52.24 | — | — | — | — | — | |
| PGNetBackbone=ResNet50, Multi-scale inference=true2021.04 | 56 | — | — | — | 56 | 66.9 | 50.6 | 50.4 | — | — | — | — | — | |
| PANetBackbone=VGG-16, Shots=5-shot2023.03 | 55.7 | — | — | — | 51.8 | 64.6 | 59.8 | 46.5 | — | — | — | — | — | |
| CANetBackbone=ResNet50, Multi-scale inference=true2021.04 | 55.4 | — | — | — | 52.5 | 65.9 | 51.3 | 51.9 | — | — | — | — | — | |
| FWBBackbone=VGG-16, Multi-scale inference=false2021.04 | 51.9 | — | — | — | 47.04 | 59.64 | 52.61 | 48.27 | — | — | — | — | — | |
| PPNetBackbone=ResNet50, Multi-scale inference=false2021.04 | 51.5 | — | — | — | 47.83 | 58.75 | 53.8 | 45.63 | — | — | — | — | — | |
| PANetBackbone=VGG-16, Multi-scale inference=false2021.04 | 48.1 | — | — | — | 42.3 | 58 | 51.1 | 41.2 | — | — | — | — | — | |
| PANetBackbone=VGG-16, Shots=1-shot2023.03 | 48.1 | — | — | — | 42.3 | 58 | 51.1 | 41.2 | — | — | — | — | — | |
| SG-OneBackbone=VGG-16, Multi-scale inference=false2021.04 | 46.3 | — | — | — | 40.2 | 58.4 | 48.4 | 38.4 | — | — | — | — | — | |
| AMPBackbone=VGG-16, Multi-scale inference=false2021.04 | 43.4 | — | — | — | 41.9 | 50.2 | 46.7 | 34.4 | — | — | — | — | — | |
| co-FCNBackbone=VGG-16, Multi-scale inference=false2021.04 | 41.1 | — | — | — | 36.7 | 50.6 | 44.9 | 32.4 | — | — | — | — | — | |
| OSLSMBackbone=VGG-16, Multi-scale inference=false2021.04 | 40.8 | — | — | — | 33.6 | 55.3 | 40.9 | 33.5 | — | — | — | — | — | |
| Oracle-RePRIBackbone=ResNet502020.12 | — | 73.3 | 77.9 | 78.6 | — | — | — | — | — | — | — | — | — | |
| PFENetBackbone=ResNet502020.12 | — | 60.8 | 61.9 | 62.1 | — | — | — | — | — | — | — | — | — | |
| RePRIBackbone=ResNet502020.12 | — | 59.1 | 66.8 | 68.2 | — | — | — | — | — | — | — | — | — | |
| RPMMBackbone=ResNet502020.12 | — | 56.3 | 57.3 | 57.6 | — | — | — | — | — | — | — | — | — |