Few-Shot Segmentation on Pascal 5^i 1-way 5-shot
72.6mIoU (0-shot)ASNet
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| ASNetBackbone=ResNet-50, # learn. params.=1.3 M2022.03 | 72.6 | 74.3 | 65.3 | 67.1 | 70.8 | 80.4 | |
| HSNetBackbone=ResNet-50, # learn. params.=2.6 M2022.03 | 70.3 | 73.2 | 67.4 | 67.1 | 69.5 | 80.6 | |
| CMNBackbone=ResNet-502022.03 | 65.8 | 70.4 | 57.6 | 60.8 | 63.7 | 72.8 | |
| SAGNNBackbone=ResNet-502022.03 | 64.9 | 70 | 57 | 59.3 | 62.8 | 73.3 | |
| MLCBackbone=ResNet-50, # learn. params.=8.7 M2022.03 | 63.5 | 71.6 | 71.2 | 58.1 | 66.1 | — | |
| PFENetBackbone=ResNet-50, # learn. params.=31.5 M2022.03 | 63.1 | 70.7 | 55.8 | 57.9 | 61.9 | 73.9 | |
| MMNetBackbone=ResNet-50, # learn. params.=10.4 M2022.03 | 62.2 | 71.5 | 57.5 | 62.4 | 63.4 | — | |
| ASNetBackbone=ResNet1012022.03 | 60.3 | 64.7 | 41.4 | 58.5 | 56.2 | — | |
| PPNetBackbone=ResNet-50, # learn. params.=23.5 M2022.03 | 58.4 | 67.8 | 64.9 | 56.7 | 62 | 75.8 | |
| CANetBackbone=ResNet-502022.03 | 55.5 | 67.8 | 51.9 | 53.2 | 57.1 | 69.6 | |
| HSNetBackbone=ResNet1012022.03 | 55.2 | 64.2 | 41.7 | 58.4 | 54.9 | — | |
| PANetBackbone=ResNet1012022.03 | 48.2 | 59.1 | 45.5 | 50.5 | 50.8 | — | |
| PFENetBackbone=ResNet1012022.03 | 42.2 | 56 | 35.7 | 48.7 | 45.7 | — |