Semantic Segmentation on COCO-20i (Fold-0)
46.9mIoUQCLNet
Evaluation Results
| Method | Links | |
|---|---|---|
| QCLNetBackbone=ResNet-101, Shot=5-shot, # learnable params=2.6M2023.05 | 46.9 | |
| QCLNetBackbone=ResNet-50, Shot=5-shot, # learnable params=2.6M2023.05 | 46.4 | |
| HSNetBackbone=ResNet-101, Shot=5-shot, # learnable params=2.6M2023.05 | 45.9 | |
| HSNetBackbone=ResNet-50, Shot=5-shot, # learnable params=2.6M2023.05 | 43.3 | |
| SAGNNBackbone=ResNet-101, Shot=5-shot2023.05 | 40.9 | |
| QCLNetBackbone=ResNet-101, Shot=1-shot, # learnable params=2.6M2023.05 | 40 | |
| QCLNetBackbone=ResNet-50, Shot=1-shot, # learnable params=2.6M2023.05 | 39.8 | |
| PPNetBackbone=ResNet-50, Shot=5-shot, # learnable params=31.5M2023.05 | 39 | |
| PFENetBackbone=ResNet-101, Shot=5-shot, # learnable params=10.8M2023.05 | 38.5 | |
| HSNetBackbone=ResNet-101, Shot=1-shot, # learnable params=2.6M2023.05 | 37.2 | |
| PFENetBackbone=ResNet-50, Shot=1-shot, # learnable params=10.8M2023.05 | 36.5 | |
| PFENetBackbone=ResNet-50, Shot=5-shot, # learnable params=10.8M2023.05 | 36.5 | |
| HSNetBackbone=ResNet-50, Shot=1-shot, # learnable params=2.6M2023.05 | 36.3 | |
| SAGNNBackbone=ResNet-101, Shot=1-shot2023.05 | 36.1 | |
| PFENetBackbone=ResNet-101, Shot=1-shot, # learnable params=10.8M2023.05 | 34.3 | |
| RPMMsBackbone=ResNet-50, Shot=5-shot2023.05 | 33.8 | |
| PMMsBackbone=ResNet-50, Shot=5-shot2023.05 | 33 | |
| HFABackbone=ResNet-101, Shot=5-shot, # learnable params=36.5M2023.05 | 32.6 | |
| RPMMsBackbone=ResNet-50, Shot=1-shot2023.05 | 29.5 | |
| PMMsBackbone=ResNet-50, Shot=1-shot2023.05 | 29.3 | |
| HFABackbone=ResNet-101, Shot=1-shot, # learnable params=36.5M2023.05 | 28.6 | |
| PPNetBackbone=ResNet-50, Shot=1-shot, # learnable params=31.5M2023.05 | 28.1 | |
| FWBBackbone=ResNet-101, Shot=5-shot, # learnable params=43.0M2023.05 | 19.1 | |
| FWBBackbone=ResNet-101, Shot=1-shot, # learnable params=43.0M2023.05 | 17 |