Few-shot Segmentation on PASCAL-5i
76.8mIoU (Fold 0)Oracle-RePRI
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Oracle-RePRIBackbone=ResNet101, Shots=5-shot2020.12 | 76.8 | 81.7 | 79.5 | 74.5 | 78.1 | — | — | |
| DCAMABackbone=Swin-B, Type=Pixel-wise, Shots=5-shot2022.07 | 75.7 | 77.1 | 72 | 74.8 | — | 82.9 | 74.9 | |
| Oracle-RePRIBackbone=ResNet50, Shots=5-shot2020.12 | 75.1 | 80.8 | 81.4 | 74.4 | 77.9 | — | — | |
| HMNetBackbone=ResNet50, Shots=5-shot2024.09 | 74.2 | 77.3 | 74.1 | 70.9 | 74.1 | 84.4 | — | |
| Oracle-RePRIBackbone=ResNet101, Shots=1-shot2020.12 | 73.9 | 79.7 | 76.1 | 65.1 | 73.7 | — | — | |
| CyCTRBackbone=ResNet-101, Shots=52021.12 | 73.5 | 74 | 58.6 | 60.2 | 66.6 | 75 | — | |
| CyCTRBackbone=ResNet-101, Type=Pixel-wise, Shots=5-shot2022.07 | 73.5 | 74 | 58.6 | 60.2 | — | — | 66.6 | |
| VATBackbone=ResNet-101, Shots=5, # learnable params=3.3M2021.12 | 73.3 | 75.2 | 68.4 | 69.5 | 71.6 | 82 | — | |
| AMNetBackbone=ResNet50, Shots=5-shot2024.09 | 73.2 | 77.8 | 73.2 | 68.7 | 73.2 | — | — | |
| FECANetBackbone=ResNet50, Shots=5-shot2024.09 | 72.9 | 74 | 65.2 | 67.8 | 70 | 80.7 | — | |
| Oracle-RePRIBackbone=ResNet50, Shots=1-shot2020.12 | 72.4 | 78 | 77.1 | 65.8 | 73.3 | — | — | |
| VATBackbone=ResNet-50, Shots=5, # learnable params=3.2M2021.12 | 72.4 | 73.6 | 68.6 | 65.7 | 70 | 80.9 | — | |
| VATBackbone=ResNet50, Shots=5-shot2024.09 | 72.4 | 73.6 | 68.6 | 65.7 | 70.1 | 80.9 | — | |
| DACMBackbone=ResNet50, Shots=5-shot2024.09 | 72.4 | 73.7 | 69.1 | 68.4 | 70.9 | 81.3 | — | |
| BAM + SVFbackbone=ResNet50, dataset trick (novel class removal)=false2022.06 | 72.3 | 74.43 | 65.16 | 69.43 | 70.33 | — | — | |
| SCCANBackbone=ResNet50, Shots=5-shot2024.09 | 72.3 | 74.1 | 69.1 | 65.6 | 70.3 | 81.8 | — | |
| DCAMABackbone=Swin-B, Type=Pixel-wise, Shots=1-shot2022.07 | 72.2 | 73.8 | 64.3 | 67.1 | — | 78.5 | 69.3 | |
| HSNetBackbone=Swin-B, Type=Pixel-wise, Shots=5-shot, is_reimplementation=true2022.07 | 72.2 | 77.5 | 64 | 72.6 | — | 81.2 | 71.6 | |
| HMNetBackbone=ResNet50, Shots=1-shot2024.09 | 72.2 | 75.4 | 70 | 63.9 | 70.4 | 81.6 | — | |
| PFENetbackbone=ResNet50, dataset trick (novel class removal)=false2022.06 | 72.11 | 73.67 | 61.61 | 67.5 | 68.72 | — | — | |
| SVFBackbone=ResNet50, Shots=5-shot2024.09 | 72.1 | 76.2 | 72 | 68.9 | 72.3 | 83.2 | — | |
| PFENet + SVFbackbone=ResNet50, dataset trick (novel class removal)=false2022.06 | 72.09 | 73.99 | 63.58 | 70.03 | 69.92 | — | — | |
| BAM + SVFbackbone=ResNet50, dataset trick (novel class removal)=true2022.06 | 72.05 | 76.17 | 71.97 | 68.91 | 72.28 | — | — | |
| PFENet + SVFbackbone=ResNet50, dataset trick (novel class removal)=true2022.06 | 71.82 | 74.92 | 70.97 | 69.58 | 71.82 | — | — | |
| HSNetBackbone=ResNet-101, Shots=5, # learnable params=2.6M2021.12 | 71.8 | 74.4 | 67 | 68.3 | 70.4 | 80.6 | — | |
| HSNetBackbone=ResNet-101, Type=Pixel-wise, Shots=5-shot2022.07 | 71.8 | 74.4 | 67 | 68.3 | — | 80.6 | 70.4 | |
| ABCNetBackbone=ResNet50, Shots=5-shot2024.09 | 71.7 | 74.2 | 65.4 | 67 | 69.6 | 80 | — | |
| baseline + SVFbackbone=ResNet50, dataset trick (novel class removal)=false2022.06 | 71.49 | 74.04 | 59.38 | 67.43 | 68.09 | — | — | |
| HDMNetBackbone=ResNet50, Shots=5-shot2024.09 | 71.3 | 76.2 | 71.3 | 68.5 | 71.8 | — | — | |
| CyCTRBackbone=ResNet-50, Shots=52021.12 | 71.1 | 73.2 | 60.5 | 57.5 | 65.6 | — | — | |
| AMNetBackbone=ResNet50, Shots=1-shot2024.09 | 71.1 | 75.9 | 69.7 | 63.7 | 70.1 | — | — | |
| CyCTRBackbone=ResNet50, Shots=5-shot2024.09 | 71.1 | 73.2 | 60.5 | 57.5 | 65.6 | — | — | |
| CyCTRBackbone=Res-101, Few-shot setting=5-shot2021.06 | 71 | 75 | 58.5 | 65 | 67.4 | — | — | |
| CyCTRBackbone=ResNet-50, Shot=5-shot2023.08 | 71 | 75 | 58.5 | 65 | — | — | 67.4 | |
| HDMNetBackbone=ResNet50, Shots=1-shot2024.09 | 71 | 75.4 | 68.9 | 62.1 | 69.4 | — | — | |
| PFENetbackbone=ResNet50, dataset trick (novel class removal)=true2022.06 | 70.93 | 75.32 | 69.6 | 68.96 | 71.2 | — | — | |
| baselinebackbone=ResNet50, dataset trick (novel class removal)=false2022.06 | 70.75 | 72.92 | 58.86 | 65.56 | 67.02 | — | — | |
| BAMbackbone=ResNet50, dataset trick (novel class removal)=false2022.06 | 70.72 | 74.21 | 63.58 | 66.18 | 68.67 | — | — | |
| DCAMABackbone=ResNet-101, Type=Pixel-wise, Shots=5-shot2022.07 | 70.7 | 73.7 | 66.8 | 61.9 | — | 80.8 | 68.3 | |
| BAMBackbone=ResNet50, Shots=5-shot2024.09 | 70.6 | 75.1 | 70.8 | 67.2 | 70.9 | 82.2 | — | |
| BAMBackbone=ResNet50, Shots=5-shot2022.03 | 70.59 | 75.05 | 70.79 | 67.2 | 70.91 | — | — | |
| BAMbackbone=ResNet50, dataset trick (novel class removal)=true2022.06 | 70.59 | 75.05 | 70.79 | 67.2 | 70.91 | — | — | |
| DCAMABackbone=ResNet-50, Type=Pixel-wise, Shots=5-shot2022.07 | 70.5 | 73.9 | 63.7 | 65.8 | — | 79.5 | 68.5 | |
| HMNetBackbone=VGG16, Shots=5-shot2024.09 | 70.5 | 76 | 72.2 | 65.7 | 71.1 | 82.6 | — | |
| baseline + SVFbackbone=ResNet50, dataset trick (novel class removal)=true2022.06 | 70.37 | 75.06 | 71.08 | 69.16 | 71.42 | — | — | |
| HSNetBackbone=ResNet-50, Shots=5, # learnable params=2.6M2021.12 | 70.3 | 73.2 | 67.4 | 67.1 | 69.5 | 80.6 | — | |
| HSNetBackbone=ResNet50, Shots=5-shot2022.03 | 70.3 | 73.2 | 67.4 | 67.1 | 69.5 | — | — | |
| HSNetBackbone=ResNet50, Shots=5-shot2022.04 | 70.3 | 73.2 | 67.4 | 67.1 | 69.5 | 80.6 | — | |
| HSNetBackbone=ResNet-50, Shot=5-shot2023.08 | 70.3 | 73.2 | 67.4 | 67.1 | — | 80.6 | 69.5 | |
| DPCNBackbone=ResNet50, Shots=5-shot2022.04 | 70 | 73.2 | 70.9 | 65.5 | 69.9 | 80.7 | — | |
| baselinebackbone=ResNet50, dataset trick (novel class removal)=true2022.06 | 69.89 | 74.16 | 67.87 | 65.73 | 69.41 | — | — | |
| SVFBackbone=ResNet50, Shots=1-shot2024.09 | 69.4 | 74.5 | 68.8 | 63.1 | 69 | 80.1 | — | |
| BAM + SVFbackbone=ResNet50, dataset trick (novel class removal)=true2022.06 | 69.38 | 74.51 | 68.8 | 63.09 | 68.95 | — | — | |
| CyCTRBackbone=ResNet-101, Shots=12021.12 | 69.3 | 72.7 | 56.5 | 58.6 | 64.3 | 72.9 | — | |
| CyCTRBackbone=Res-50, Few-shot setting=5-shot2021.06 | 69.3 | 73.5 | 63.8 | 63.5 | 67.5 | — | — | |
| CyCTRBackbone=ResNet-101, Type=Pixel-wise, Shots=1-shot2022.07 | 69.3 | 72.7 | 56.5 | 58.6 | — | — | 64.3 | |
| PFENet + SVFbackbone=ResNet50, dataset trick (novel class removal)=true2022.06 | 69.27 | 73.55 | 67.49 | 62.3 | 68.15 | — | — | |
| Masked Cross-image EncodingBackbone=ResNet-50, Shot=5-shot2023.08 | 69.23 | 73.68 | 70.45 | 66.76 | — | 81.33 | 70.03 | |
| FECANetBackbone=ResNet50, Shots=1-shot2024.09 | 69.2 | 72.3 | 62.4 | 65.7 | 67.4 | 78.7 | — | |
| PFENet + SVFbackbone=VGG16, dataset trick (novel class removal)=true2022.06 | 69.11 | 73.67 | 69.13 | 67.3 | 69.8 | — | — | |
| BAMBackbone=ResNet50, Shots=1-shot2024.09 | 69 | 73.6 | 67.6 | 61.1 | 67.8 | 79.7 | — | |
| BAMBackbone=ResNet50, Shots=1-shot2022.03 | 68.97 | 73.59 | 67.55 | 61.13 | 67.81 | — | — | |
| BAMbackbone=ResNet50, dataset trick (novel class removal)=true2022.06 | 68.97 | 73.59 | 67.55 | 61.13 | 67.81 | — | — | |
| ABCNetBackbone=ResNet50, Shots=1-shot2024.09 | 68.8 | 73.4 | 62.3 | 59.5 | 66 | 76 | — | |
| FECANetBackbone=VGG16, Shots=5-shot2024.09 | 68.6 | 70.8 | 66.7 | 60.7 | 66.7 | 77.6 | — | |
| baseline + SVFbackbone=VGG16, dataset trick (novel class removal)=true2022.06 | 68.52 | 72.15 | 69.08 | 63.59 | 68.34 | — | — | |
| VATBackbone=ResNet-101, Shots=1, # learnable params=3.3M2021.12 | 68.4 | 72.5 | 64.8 | 64.2 | 67.5 | 78.8 | — | |
| BAMbackbone=ResNet50, dataset trick (novel class removal)=false2022.06 | 68.37 | 72.05 | 57.55 | 60.38 | 64.59 | — | — | |
| PFENet + SVFbackbone=ResNet50, dataset trick (novel class removal)=false2022.06 | 68.31 | 71.99 | 56.25 | 61.82 | 64.59 | — | — | |
| SCCANBackbone=ResNet50, Shots=1-shot2024.09 | 68.3 | 72.5 | 66.8 | 59.8 | 66.8 | 77.7 | — | |
| BAM + SVFbackbone=ResNet50, dataset trick (novel class removal)=false2022.06 | 68.17 | 72.86 | 57.77 | 62.04 | 65.21 | — | — | |
| HDMNetBackbone=VGG16, Shots=5-shot2024.09 | 68.1 | 73.1 | 71.8 | 64 | 69.3 | — | — | |
| HSNetBackbone=Swin-B, Type=Pixel-wise, Shots=1-shot, is_reimplementation=true2022.07 | 67.9 | 74 | 60.3 | 67 | — | 77.9 | 67.3 | |
| CyCTRBackbone=ResNet-50, Shots=12021.12 | 67.8 | 72.8 | 58 | 58 | 64.2 | — | — | |
| SVFBackbone=VGG16, Shots=5-shot2024.09 | 67.8 | 74.1 | 71 | 63.6 | 69.1 | — | — | |
| CyCTRBackbone=ResNet50, Shots=1-shot2024.09 | 67.8 | 72.8 | 58 | 58 | 64.2 | — | — | |
| BAM + SVFbackbone=VGG16, dataset trick (novel class removal)=true2022.06 | 67.75 | 74.11 | 70.99 | 63.57 | 69.11 | — | — | |
| PFENetbackbone=VGG16, dataset trick (novel class removal)=true2022.06 | 67.73 | 72.82 | 69.31 | 67.59 | 69.36 | — | — | |
| VATBackbone=ResNet-50, Shots=1, # learnable params=3.2M2021.12 | 67.6 | 71.2 | 62.3 | 60.1 | 65.3 | 77.4 | — | |
| VATBackbone=ResNet50, Shots=1-shot2024.09 | 67.6 | 72 | 62.3 | 60.1 | 65.5 | 77.8 | — | |
| DCAMABackbone=ResNet-50, Type=Pixel-wise, Shots=1-shot2022.07 | 67.5 | 72.3 | 59.6 | 59 | — | 75.7 | 64.6 | |
| baseline + SVFbackbone=ResNet50, dataset trick (novel class removal)=true2022.06 | 67.42 | 71.57 | 67.99 | 61.57 | 67.14 | — | — | |
| BAMBackbone=VGG16, Shots=5-shot2024.09 | 67.4 | 73.1 | 70.6 | 64 | 68.8 | 81.1 | — | |
| BAMBackbone=VGG16, Shots=5-shot2022.03 | 67.36 | 73.05 | 70.61 | 64 | 68.76 | — | — | |
| BAMbackbone=VGG16, dataset trick (novel class removal)=true2022.06 | 67.36 | 73.05 | 70.61 | 64 | 68.76 | — | — | |
| HSNetBackbone=ResNet-101, Shots=1, # learnable params=2.6M2021.12 | 67.3 | 72.3 | 62 | 63.1 | 66.2 | 77.6 | — | |
| HSNetBackbone=ResNet-101, Type=Pixel-wise, Shots=1-shot2022.07 | 67.3 | 72.3 | 62 | 63.1 | — | 77.6 | 66.2 | |
| BaselineBackbone=ResNet50, Shots=5-shot2022.03 | 67.28 | 72.38 | 69.16 | 66.25 | 68.77 | — | — | |
| BAM*Backbone=ResNet-50, Shot=5-shot2023.08 | 67.28 | 72.38 | 69.16 | 66.25 | — | — | 68.77 | |
| CyCTRBackbone=Res-101, Few-shot setting=1-shot2021.06 | 67.2 | 71.1 | 57.6 | 59 | 63.7 | — | — | |
| CyCTRBackbone=ResNet-50, Shot=1-shot2023.08 | 67.2 | 71.1 | 57.6 | 59 | — | — | 63.7 | |
| SCCANBackbone=VGG16, Shots=5-shot2024.09 | 67.2 | 72.3 | 70.5 | 63.8 | 68.4 | 79.1 | — | |
| DCPBackbone=ResNet50, Shots=5-shot2022.04 | 67.19 | 73.15 | 66.39 | 64.48 | 67.8 | — | — | |
| PFENetbackbone=ResNet50, dataset trick (novel class removal)=false2022.06 | 67.06 | 71.61 | 55.21 | 59.46 | 63.34 | — | — | |
| baseline + SVFbackbone=ResNet50, dataset trick (novel class removal)=false2022.06 | 66.88 | 70.84 | 62.33 | 60.63 | 65.17 | — | — | |
| HMNetBackbone=VGG16, Shots=1-shot2024.09 | 66.7 | 74.5 | 68.9 | 59 | 67.3 | 79.2 | — | |
| PFENetbackbone=ResNet50, dataset trick (novel class removal)=true2022.06 | 66.61 | 72.55 | 65.33 | 60.91 | 66.35 | — | — | |
| FECANetBackbone=VGG16, Shots=1-shot2024.09 | 66.5 | 68.9 | 63.6 | 58.3 | 64.3 | 76.2 | — | |
| DACMBackbone=ResNet50, Shots=1-shot2024.09 | 66.5 | 72.6 | 62.2 | 61.3 | 65.7 | 77.8 | — | |
| baselinebackbone=ResNet50, dataset trick (novel class removal)=false2022.06 | 66.36 | 69.22 | 57.64 | 58.73 | 62.99 | — | — |