Few-shot Semantic Segmentation on PASCAL-5^i 61 (test)
64.8mIoUHSNet
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| HSNetBackbone=ResNet101, Shot=5-shot, Ignore Label=False, Learnable Parameters=2.6M2021.04 | 64.8 | 63.9 | 69.9 | 62 | 63.6 | 77.1 | |
| HSNetBackbone=ResNet50, Shot=5-shot, Ignore Label=False, Learnable Parameters=2.6M2021.04 | 64.2 | 62.6 | 69.2 | 62.5 | 62.4 | 77.4 | |
| HSNetBackbone=ResNet101, Shot=1-shot, Ignore Label=False, Learnable Parameters=2.6M2021.04 | 61.1 | 60.1 | 67.8 | 57.3 | 59 | 74.4 | |
| HSNetBackbone=VGG16, Shot=5-shot, Ignore Label=False, Learnable Parameters=2.6M2021.04 | 59.1 | 58.3 | 64.7 | 58.9 | 54.6 | 73.5 | |
| HSNetBackbone=ResNet50, Shot=1-shot, Ignore Label=False, Learnable Parameters=2.6M2021.04 | 59.1 | 57.4 | 66.8 | 55.8 | 56.5 | 73.8 | |
| CRNetBackbone=ResNet50, Shot=5-shot, Ignore Label=False2021.04 | 58.8 | — | — | — | — | 71.5 | |
| CRNetBackbone=VGG16, Shot=5-shot, Ignore Label=False2021.04 | 58.5 | — | — | — | — | 71 | |
| RPMMBackbone=ResNet50, Shot=5-shot, Ignore Label=False, Learnable Parameters=19.7M2021.04 | 57.3 | 56.3 | 67.3 | 54.5 | 51 | — | |
| CANetBackbone=ResNet50, Shot=5-shot, Ignore Label=False, Learnable Parameters=19.0M2021.04 | 57.1 | 55.5 | 67.8 | 51.9 | 53.2 | 69.6 | |
| RPMMBackbone=ResNet50, Shot=1-shot, Ignore Label=False, Learnable Parameters=19.7M2021.04 | 56.3 | 55.2 | 66.9 | 52.6 | 50.7 | — | |
| CRNetBackbone=ResNet50, Shot=1-shot, Ignore Label=False2021.04 | 55.7 | — | — | — | — | 66.8 | |
| CANetBackbone=ResNet50, Shot=1-shot, Ignore Label=False, Learnable Parameters=19.0M2021.04 | 55.4 | 52.5 | 65.9 | 51.3 | 51.9 | 66.2 | |
| CRNetBackbone=VGG16, Shot=1-shot, Ignore Label=False2021.04 | 55.2 | — | — | — | — | 66.4 | |
| HSNetBackbone=VGG16, Shot=1-shot, Ignore Label=False, Learnable Parameters=2.6M2021.04 | 55.2 | 53.6 | 61.7 | 55 | 50.3 | 70.5 | |
| SG-OneBackbone=VGG16, Shot=5-shot, Ignore Label=False, Learnable Parameters=19.0M2021.04 | 47.1 | 41.9 | 58.6 | 48.6 | 39.4 | 65.9 | |
| SG-OneBackbone=VGG16, Shot=1-shot, Ignore Label=False, Learnable Parameters=19.0M2021.04 | 46.3 | 40.2 | 58.4 | 48.4 | 38.4 | 63.1 |