Few-shot Semantic Segmentation on COCO 20 i (cross-val)
44.9mIoU (Fold 0)SiGCN
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| SiGCNBackbone=ResNet50, Shot=5-shot2023.01 | 44.9 | 54.5 | 46.5 | 45.9 | 48 | 66.2 | |
| HSNetBackbone=ResNet50, Shot=5-shot2023.01 | 43.3 | 51.3 | 48.2 | 45 | 46.9 | 70.7 | |
| CyCTRBackbone=ResNet50, Shot=5-shot2023.01 | 41.1 | 48.9 | 45.2 | 47 | 45.6 | — | |
| SAGNNBackbone=ResNet101, Shot=5-shot2023.01 | 40.9 | 48.3 | 42.6 | 38.9 | 42.7 | 63.4 | |
| CyCTRBackbone=ResNet50, Shot=1-shot2023.01 | 38.9 | 43 | 39.6 | 39.8 | 40.3 | — | |
| SiGCNBackbone=ResNet50, Shot=1-shot2023.01 | 38.7 | 46.3 | 43.1 | 37.5 | 41.4 | 62.7 | |
| RePRIBackbone=ResNet50, Shot=5-shot2023.01 | 38.5 | 46.2 | 40 | 43.6 | 42.1 | — | |
| SAGNNBackbone=VGG16, Shot=5-shot2023.01 | 37.2 | 45.2 | 40.4 | 40 | 40.7 | 63.1 | |
| MMNetBackbone=ResNet50, Shot=5-shot2023.01 | 37 | 40.3 | 39.3 | 36 | 38.2 | — | |
| HSNetBackbone=ResNet50, Shot=1-shot2023.01 | 36.3 | 43.1 | 38.7 | 38.7 | 39.2 | 68.2 | |
| SAGNNBackbone=ResNet101, Shot=1-shot2023.01 | 36.1 | 41 | 38.2 | 33.5 | 37.2 | 60.9 | |
| PFENetBackbone=VGG16, Shot=5-shot2023.01 | 35.9 | 40.7 | 38.1 | 36.1 | 37.7 | 61.6 | |
| BaselineBackbone=ResNet50, Shot=5-shot2023.01 | 35.3 | 43.1 | 38.4 | 38.7 | 38.9 | 62 | |
| SAGNNBackbone=VGG16, Shot=1-shot2023.01 | 35 | 40.5 | 37.6 | 36 | 37.3 | 61.2 | |
| MMNetBackbone=ResNet50, Shot=1-shot2023.01 | 34.9 | 41 | 37.2 | 37 | 37.5 | — | |
| BaselineBackbone=ResNet50, Shot=1-shot2023.01 | 33.6 | 39.2 | 36.5 | 34.2 | 35.9 | 60.7 | |
| PFENetBackbone=VGG16, Shot=1-shot2023.01 | 33.4 | 36 | 34.1 | 32.8 | 34.1 | 60 | |
| RePRIBackbone=ResNet50, Shot=1-shot2023.01 | 31.2 | 38.1 | 33.3 | 33 | 34 | — | |
| FWBBackbone=VGG16, Shot=5-shot2023.01 | 20.9 | 19.2 | 21.9 | 28.4 | 22.6 | — | |
| FWBBackbone=VGG16, Shot=1-shot2023.01 | 18.4 | 16.7 | 19.6 | 25.4 | 20 | — |