Few-Shot Semantic Segmentation on COCO 20^i (test)
48.3mIoU (s-0)PPNet
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| PPNetBackbone=ResNet-50, Shot=5-shot2021.08 | 48.3 | — | 30.9 | 35.7 | 30.2 | 36.2 | |
| PANetBackbone=ResNet-50, Shot=5-shot2021.08 | 45.9 | — | 29.2 | 30.6 | 29.6 | 33.8 | |
| CWTBackbone=ResNet-50, Shot=5-shot2021.08 | 40.1 | — | 43.8 | 39 | 42.4 | 41.3 | |
| PFENetBackbone=ResNet-101, Shot=5-shot2021.08 | 38.5 | — | 38.6 | 38.2 | 34.3 | 37.4 | |
| CWTBackbone=ResNet-101, Shot=5-shot2021.08 | 38.5 | — | 46.7 | 39.4 | 43.2 | 42 | |
| PPNetBackbone=ResNet-50, Shot=1-shot2021.08 | 34.5 | — | 25.4 | 24.3 | 18.6 | 25.7 | |
| PFENetBackbone=ResNet-101, Shot=1-shot2021.08 | 34.3 | — | 33 | 32.3 | 30.1 | 32.4 | |
| RPMMsBackbone=ResNet-50, Shot=5-shot2021.08 | 33.8 | — | 42 | 33 | 33.3 | 35.5 | |
| CWTBackbone=ResNet-50, Shot=1-shot2021.08 | 32.2 | — | 36 | 31.6 | 31.6 | 32.9 | |
| PANetBackbone=ResNet-50, Shot=1-shot2021.08 | 31.5 | — | 22.6 | 21.5 | 16.2 | 23 | |
| CWTBackbone=ResNet-101, Shot=1-shot2021.08 | 30.3 | — | 36.6 | 30.5 | 32.2 | 32.4 | |
| RPMMsBackbone=ResNet-50, Shot=1-shot2021.08 | 29.5 | — | 36.8 | 29 | 27 | 30.6 | |
| FWBBackbone=ResNet-101, Shot=1-shot2021.08 | 19.9 | — | 18 | 21 | 28.9 | 21.2 | |
| FWBBackbone=ResNet-101, Shot=5-shot2021.08 | 19.1 | — | 21.5 | 23.9 | 30.1 | 23.7 | |
| FPTransN-way=1, K-shot=12024.07 | — | 42 | — | — | — | — | |
| FPTransN-way=1, K-shot=52024.07 | — | 53.8 | — | — | — | — | |
| Label AnythingN-way=1, K-shot=12024.07 | — | 39.7 | — | — | — | — | |
| Label AnythingN-way=1, K-shot=52024.07 | — | 41.2 | — | — | — | — | |
| MFNetN-way=1, K-shot=12024.07 | — | 34.9 | — | — | — | — | |
| MFNetN-way=1, K-shot=52024.07 | — | 39.2 | — | — | — | — | |
| PANetN-way=1, K-shot=12024.07 | — | 23 | — | — | — | — | |
| PANetN-way=1, K-shot=52024.07 | — | 33.8 | — | — | — | — | |
| PPNetN-way=1, K-shot=12024.07 | — | 27.2 | — | — | — | — | |
| PPNetN-way=1, K-shot=52024.07 | — | 36.7 | — | — | — | — | |
| PPNet(w/o U)N-way=1, K-shot=12024.07 | — | 25.7 | — | — | — | — | |
| PPNet(w/o U)N-way=1, K-shot=52024.07 | — | 36.2 | — | — | — | — |