Few-shot Segmentation on Pascal 5^i (test)
73.6mIoU (S0)VAT + MSI
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| VAT + MSIBackbone=ResNet101, Shots=5-shot2022.12 | 73.6 | 76.1 | 68 | 71.3 | 72.2 | 82.3 | |
| CyCTRBackbone=ResNet101, Shots=5-shot2022.12 | 73.5 | 74 | 58.6 | 60.2 | 66.6 | 75 | |
| ASNet + MSIBackbone=ResNet101, Shots=5-shot2022.12 | 73.4 | 75.5 | 66.2 | 71 | 71.5 | 81.3 | |
| VATBackbone=ResNet101, Shots=5-shot2022.12 | 73.3 | 75.2 | 68.4 | 69.5 | 71.6 | 82 | |
| VAT + MSIBackbone=ResNet101, Shots=1-shot2022.12 | 73.1 | 73.9 | 64.7 | 68.8 | 70.1 | 82.3 | |
| ASNetBackbone=ResNet101, Shots=5-shot2022.12 | 73.1 | 75.6 | 65.7 | 69.9 | 71.1 | 81 | |
| VAT + MSIBackbone=ResNet50, Shots=5-shot2022.12 | 73 | 74.2 | 66.6 | 70.5 | 71.1 | 81.2 | |
| ASNetBackbone=ResNet50, Shots=5-shot2022.12 | 72.6 | 74.3 | 65.3 | 67.1 | 70.8 | 80.4 | |
| VATBackbone=ResNet50, Shots=5-shot2022.12 | 72.4 | 73.6 | 68.6 | 65.7 | 70 | 80.9 | |
| ASNet + MSIBackbone=ResNet50, Shots=5-shot2022.12 | 72 | 73.2 | 64 | 68 | 69.3 | 80.2 | |
| HSNet + MSIBackbone=ResNet101, Shots=5-shot2022.12 | 71.9 | 74.9 | 64.1 | 67.7 | 69.7 | 79.5 | |
| HSNetBackbone=ResNet101, Shots=5-shot2022.12 | 71.8 | 74.4 | 67 | 68.3 | 70.4 | 80.6 | |
| CyCTRBackbone=ResNet50, Shots=5-shot2022.12 | 71.1 | 73.2 | 60.5 | 57.5 | 65.6 | — | |
| VAT + MSIBackbone=ResNet50, Shots=1-shot2022.12 | 71 | 72.5 | 63.8 | 65.9 | 68.3 | 79.1 | |
| HSNet + MSIBackbone=ResNet50, Shots=5-shot2022.12 | 70.7 | 72.8 | 61.5 | 66.6 | 67.9 | 78.2 | |
| DCAMABackbone=ResNet101, Shots=5-shot2022.12 | 70.7 | 73.7 | 66.8 | 61.9 | 68.3 | 80.8 | |
| BAMBackbone=ResNet50, Shots=5-shot2022.12 | 70.6 | 75.1 | 70.8 | 67.2 | 70.9 | — | |
| HSNet + MSIBackbone=ResNet101, Shots=1-shot2022.12 | 70.5 | 72.9 | 60.6 | 64.3 | 67.1 | 77.8 | |
| ASNet + MSIBackbone=ResNet101, Shots=1-shot2022.12 | 70.5 | 73.8 | 61.3 | 65.5 | 67.8 | 78.8 | |
| DCAMABackbone=ResNet50, Shots=5-shot2022.12 | 70.3 | 73.2 | 67.4 | 67.1 | 69.5 | 80.6 | |
| HSNetBackbone=ResNet50, Shots=5-shot2022.12 | 70.3 | 73.2 | 67.4 | 67.1 | 69.5 | 80.6 | |
| CyCTRBackbone=ResNet101, Shots=1-shot2022.12 | 69.3 | 72.7 | 56.5 | 58.6 | 64.3 | 72.9 | |
| ASNet + MSIBackbone=ResNet50, Shots=1-shot2022.12 | 69.2 | 71.7 | 59.7 | 64.4 | 66.3 | 77.9 | |
| BAMBackbone=ResNet50, Shots=1-shot2022.12 | 69 | 73.6 | 67.6 | 61.1 | 67.8 | — | |
| ASNetBackbone=ResNet101, Shots=1-shot2022.12 | 69 | 73.1 | 62 | 63.6 | 66.9 | 78 | |
| ASNetBackbone=ResNet50, Shots=1-shot2022.12 | 68.9 | 71.7 | 61.1 | 62.7 | 66.1 | 77.7 | |
| VATBackbone=ResNet101, Shots=1-shot2022.12 | 68.4 | 72.5 | 64.8 | 64.2 | 67.5 | 78.8 | |
| HSNet + MSIBackbone=ResNet50, Shots=1-shot2022.12 | 68.1 | 71.5 | 58.2 | 62.9 | 65.2 | 76.5 | |
| CyCTRBackbone=ResNet50, Shots=1-shot2022.12 | 67.8 | 72.8 | 58 | 58 | 64.2 | — | |
| VATBackbone=ResNet50, Shots=1-shot2022.12 | 67.6 | 71.2 | 62.3 | 60.1 | 65.3 | 77.4 | |
| DCAMABackbone=ResNet50, Shots=1-shot2022.12 | 67.5 | 72.3 | 59.6 | 59 | 64.6 | 76.7 | |
| HSNetBackbone=ResNet101, Shots=1-shot2022.12 | 67.3 | 72.3 | 62 | 63.1 | 66.2 | 77.6 | |
| RePRIBackbone=ResNet101, Shots=5-shot2022.12 | 66.2 | 71.4 | 67 | 57.7 | 65.6 | — | |
| DCAMABackbone=ResNet101, Shots=1-shot2022.12 | 65.4 | 71.4 | 63.2 | 58.3 | 64.6 | 77.6 | |
| RePRIBackbone=ResNet50, Shots=5-shot2022.12 | 64.6 | 71.4 | 71.1 | 59.3 | 66.6 | — | |
| HSNetBackbone=ResNet50, Shots=1-shot2022.12 | 64.3 | 70.7 | 60.3 | 60.5 | 64 | 76.7 | |
| CWTBackbone=ResNet101, Shots=5-shot2022.12 | 62.6 | 70.2 | 68.8 | 57.2 | 64.7 | — | |
| CWTBackbone=ResNet50, Shots=5-shot2022.12 | 61.3 | 68.5 | 68.5 | 56.6 | 63.7 | — | |
| RePRIBackbone=ResNet50, Shots=1-shot2022.12 | 59.8 | 68.3 | 62.1 | 48.5 | 59.7 | — | |
| RePRIBackbone=ResNet101, Shots=1-shot2022.12 | 59.6 | 68.6 | 62.2 | 47.2 | 59.4 | — | |
| CWTBackbone=ResNet101, Shots=1-shot2022.12 | 56.9 | 65.2 | 61.2 | 48.8 | 58 | — | |
| CWTBackbone=ResNet50, Shots=1-shot2022.12 | 56.3 | 62 | 59.9 | 47.2 | 56.4 | — |