Few-shot Segmentation on PASCAL-5i 5-shot
78mIoUFPTrans
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| FPTransBackbone=DeiT-B/162022.10 | 78 | 76.7 | 79 | 81 | 75.1 | — | |
| BaselineBackbone=DeiT-B/162022.10 | 75.8 | 75.3 | 78.1 | 76.1 | 73.7 | — | |
| MSANetBackbone=ResNet1012022.06 | 73.99 | 73.78 | 77.84 | 73.14 | 71.2 | 84.3 | |
| FPTransBackbone=ViT-B/162022.10 | 73.7 | 73.5 | 75.7 | 77.4 | 68.3 | — | |
| MSANetBackbone=ResNet502022.06 | 72.6 | 72.7 | 76.26 | 73.52 | 67.94 | 83.23 | |
| MSANet (Meta Learner ablation)Backbone=ResNet1012022.06 | 72.21 | 72.14 | 76.66 | 70.77 | 69.27 | 81.94 | |
| VATBackbone=ResNet1012022.06 | 71.6 | 73.3 | 75.2 | 68.4 | 69.5 | 82 | |
| BaselineBackbone=ViT-B/162022.10 | 71.5 | 70.5 | 76 | 74.2 | 65.5 | — | |
| BAMBackbone=ResNet502022.06 | 70.91 | 70.59 | 75.05 | 70.79 | 67.2 | 82.18 | |
| BAMBackbone=Res-502022.10 | 70.9 | 70.6 | 75.1 | 70.8 | 67.2 | — | |
| MSANet (Meta Learner ablation)Backbone=ResNet502022.06 | 70.79 | 70.14 | 74.99 | 71.39 | 66.64 | 81.09 | |
| MSANetBackbone=VGG162022.06 | 70.4 | 69.33 | 73.51 | 73.59 | 65.18 | 80.5 | |
| HSNetBackbone=ResNet1012022.06 | 70.4 | 71.8 | 74.4 | 67 | 68.3 | 80.6 | |
| HSNetBackbone=Res-1012022.10 | 70.4 | 71.8 | 74.4 | 67 | 68.3 | — | |
| VATBackbone=ResNet502022.06 | 70 | 72.4 | 73.6 | 68.6 | 65.7 | 80.9 | |
| HSNetBackbone=ResNet502022.06 | 69.5 | 70.3 | 73.2 | 67.4 | 67.1 | 80.6 | |
| HSNetBackbone=Res-502022.10 | 69.5 | 70.3 | 73.2 | 67.4 | 67.1 | — | |
| MSANet (Meta Learner ablation)Backbone=VGG162022.06 | 68.8 | 66.82 | 72.05 | 72.41 | 63.9 | 79.62 | |
| BAMBackbone=VGG162022.06 | 68.76 | 67.36 | 73.05 | 70.61 | 64 | 81.1 | |
| CyCTRBackbone=ResNet1012022.06 | 66.6 | 73.5 | 74 | 58.6 | 60.2 | 75 | |
| CyCTRBackbone=Res-1012022.10 | 66.6 | 73.5 | 74 | 58.6 | 60.2 | — | |
| RePRIBackbone=ResNet1012022.06 | 65.6 | 66.2 | 71.4 | 67 | 57.7 | — | |
| CyCTRBackbone=Res-502022.10 | 65.6 | 71.1 | 73.2 | 60.5 | 57.5 | — | |
| RePRIBackbone=Res-1012022.10 | 65.6 | 66.2 | 71.4 | 67 | 57.7 | — | |
| PPNetBackbone=ResNet1012022.06 | 65.1 | 60.3 | 70 | 69.4 | 60.7 | 77.5 | |
| HSNetBackbone=VGG162022.06 | 64.1 | 64.9 | 69 | 64.1 | 58.6 | 76.6 | |
| PPNetBackbone=ResNet502022.06 | 62.97 | 58.85 | 68.28 | 66.77 | 57.98 | 75.76 | |
| PFENetBackbone=ResNet502022.06 | 61.9 | 63.1 | 70.7 | 55.8 | 57.9 | 73.9 | |
| PFENetBackbone=Res-502022.10 | 61.9 | 63.1 | 70.7 | 55.8 | 57.9 | — | |
| PFENetBackbone=ResNet1012022.06 | 61.4 | 62.8 | 70.4 | 54.9 | 57.6 | 73.5 | |
| PFENetBackbone=Res-1012022.10 | 61.4 | 62.8 | 70.4 | 54.9 | 57.6 | — | |
| DANBackbone=ResNet1012022.06 | 60.5 | 57.9 | 69 | 60.1 | 54.9 | 72.3 | |
| DANBackbone=Res-1012022.10 | 60.5 | 57.9 | 69 | 60.1 | 54.9 | — | |
| FWBBackbone=ResNet1012022.06 | 59.9 | 54.8 | 67.4 | 62.2 | 55.3 | — | |
| PANetBackbone=ResNet502022.06 | 59.3 | 55.3 | 67.2 | 61.3 | 53.2 | — | |
| PFENetBackbone=VGG162022.06 | 59 | 59 | 69.1 | 54.8 | 52.9 | 72.3 | |
| CRNetBackbone=ResNet502022.06 | 58.8 | — | — | — | — | — | |
| CRNetBackbone=VGG162022.06 | 58.5 | — | — | — | — | — | |
| PGNetBackbone=ResNet502022.06 | 58.5 | 57.7 | 68.7 | 52.9 | 54.6 | 70.5 | |
| RPMMBackbone=Res-502022.10 | 57.3 | 56.3 | 67.3 | 54.5 | 51 | — | |
| CANetBackbone=ResNet502022.06 | 57.1 | 55.5 | 67.8 | 51.9 | 53.2 | — | |
| PANetBackbone=VGG162022.06 | 55.7 | 51.8 | 64.6 | 59.8 | 46.5 | — | |
| FWBBackbone=VGG162022.06 | 55.1 | 50.9 | 62.9 | 56.5 | 50.1 | — | |
| SG-OneBackbone=VGG162022.06 | 47.1 | 41.9 | 58.6 | 48.6 | 39.4 | — |