Semantic Segmentation on PASCAL-5^i (val)
71.2Mean mIoUQCLNet
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| QCLNetBackbone=ResNet-101, Shot=5-shot, # learnable params=2.6M2023.05 | 71.2 | 72.5 | 74.8 | 68.5 | 68.9 | |
| HSNetBackbone=ResNet-101, Shot=5-shot, # learnable params=2.6M2023.05 | 70.4 | 71.8 | 74.4 | 67 | 68.3 | |
| HSNetBackbone=ResNet-50, Shot=5-shot, # learnable params=2.6M2023.05 | 69.5 | 70.3 | 73.2 | 67.4 | 67.1 | |
| QCLNetBackbone=ResNet-50, Shot=5-shot, # learnable params=2.6M2023.05 | 69.5 | 70.6 | 73.5 | 66.7 | 67.1 | |
| CAPLBackbone=ResNet-101, Shot=5-shot2023.05 | 68.9 | — | — | — | — | |
| CAPLBackbone=ResNet-50, Shot=5-shot2023.05 | 67.1 | — | — | — | — | |
| QCLNetBackbone=ResNet-101, Shot=1-shot, # learnable params=2.6M2023.05 | 67 | 67.9 | 72.5 | 64.3 | 63.4 | |
| HSNetBackbone=ResNet-101, Shot=1-shot, # learnable params=2.6M2023.05 | 66.2 | 67.3 | 72.3 | 62 | 63.1 | |
| ASGNetBackbone=ResNet-101, Shot=5-shot, # learnable params=10.4M2023.05 | 64.4 | 64.6 | 71.3 | 64.2 | 57.3 | |
| QCLNetBackbone=ResNet-50, Shot=1-shot, # learnable params=2.6M2023.05 | 64.3 | 65.2 | 70.3 | 60.8 | 61 | |
| QCLNetBackbone=VGG-16, Shot=5-shot, # learnable params=2.6M2023.05 | 64.2 | 66.1 | 68.5 | 63.2 | 58.8 | |
| HSNetBackbone=VGG-16, Shot=5-shot, # learnable params=2.6M2023.05 | 64.1 | 64.9 | 69 | 64.1 | 58.6 | |
| HSNetBackbone=ResNet-50, Shot=1-shot, # learnable params=2.6M2023.05 | 64 | 64.3 | 70.7 | 60.3 | 60.5 | |
| ASGNetBackbone=ResNet-50, Shot=5-shot, # learnable params=10.4M2023.05 | 63.9 | 63.7 | 70.6 | 64.2 | 57.4 | |
| CAPLBackbone=ResNet-101, Shot=1-shot2023.05 | 63.6 | — | — | — | — | |
| SAGNNBackbone=ResNet-50, Shot=5-shot2023.05 | 62.8 | 64.9 | 70 | 57 | 59.3 | |
| CAPLBackbone=ResNet-50, Shot=1-shot2023.05 | 62.2 | — | — | — | — | |
| SAGNNBackbone=ResNet-50, Shot=1-shot2023.05 | 62.1 | 64.7 | 69.6 | 57 | 57.2 | |
| PPNetBackbone=ResNet-50, Shot=5-shot, # learnable params=31.5M2023.05 | 62 | 58.4 | 67.8 | 64.9 | 56.7 | |
| PFENetBackbone=ResNet-50, Shot=5-shot, # learnable params=10.8M2023.05 | 61.9 | 63.1 | 70.7 | 55.8 | 57.9 | |
| PFENetBackbone=ResNet-101, Shot=5-shot, # learnable params=10.8M2023.05 | 61.4 | 62.8 | 70.4 | 54.9 | 57.6 | |
| PFENetBackbone=ResNet-50, Shot=1-shot, # learnable params=10.8M2023.05 | 60.8 | 61.7 | 69.5 | 55.4 | 56.3 | |
| QCLNetBackbone=VGG-16, Shot=1-shot, # learnable params=2.6M2023.05 | 60.6 | 61.3 | 66.8 | 58.4 | 55.8 | |
| PFENetBackbone=ResNet-101, Shot=1-shot, # learnable params=10.8M2023.05 | 60.1 | 60.5 | 69.4 | 54.4 | 55.9 | |
| FWBBackbone=ResNet-101, Shot=5-shot, # learnable params=43.0M2023.05 | 59.9 | 54.8 | 67.4 | 62.2 | 55.3 | |
| HSNetBackbone=VGG-16, Shot=1-shot, # learnable params=2.6M2023.05 | 59.7 | 59.6 | 65.7 | 59.6 | 54 | |
| ASGNetBackbone=ResNet-50, Shot=1-shot, # learnable params=10.4M2023.05 | 59.3 | 58.8 | 67.9 | 56.8 | 53.7 | |
| ASGNetBackbone=ResNet-101, Shot=1-shot, # learnable params=10.4M2023.05 | 59.3 | 59.8 | 67.4 | 55.6 | 54.4 | |
| CANetBackbone=ResNet-50, Shot=5-shot, # learnable params=19.0M2023.05 | 57.1 | 55.5 | 67.8 | 51.9 | 53.2 | |
| AttrSegSettings=attr (hrchy), Backbone=ViT-L2023.08 | 56.4 | 61.5 | 67.5 | 46.1 | 50.5 | |
| FWBBackbone=ResNet-101, Shot=1-shot, # learnable params=43.0M2023.05 | 56.2 | 51.3 | 64.5 | 56.7 | 52.2 | |
| PANetBackbone=VGG-16, Shot=5-shot, # learnable params=14.7M2023.05 | 55.7 | 51.8 | 64.6 | 59.8 | 46.5 | |
| CANetBackbone=ResNet-50, Shot=1-shot, # learnable params=19.0M2023.05 | 55.4 | 52.5 | 65.9 | 51.3 | 51.9 | |
| LSegSettings=cls name, Backbone=ViT-L2023.08 | 52.3 | 61.3 | 63.6 | 43.1 | 41 | |
| PPNetBackbone=ResNet-50, Shot=1-shot, # learnable params=31.5M2023.05 | 51.5 | 47.8 | 58.8 | 53.8 | 45.6 | |
| AttrSegSettings=attr (hrchy), Backbone=RN1012023.08 | 49.1 | 52.9 | 55.3 | 45 | 43.1 | |
| PANetBackbone=VGG-16, Shot=1-shot, # learnable params=14.7M2023.05 | 48.1 | 42.3 | 58 | 51.1 | 41.2 | |
| LSegSettings=cls name, Backbone=RN1012023.08 | 47.4 | 52.8 | 53.8 | 44.4 | 38.5 | |
| AMPBackbone=VGG-16, Shot=5-shot, # learnable params=15.8M2023.05 | 46.9 | 41.8 | 55.5 | 50.3 | 39.9 | |
| LSegSettings=attr (post-), Backbone=RN1012023.08 | 45.3 | 50 | 52.2 | 42.1 | 36.8 | |
| LSegSettings=attr (pre-), Backbone=RN1012023.08 | 44.3 | 49.1 | 51.4 | 40.9 | 35.9 | |
| LSegSettings=attr (direct), Backbone=RN1012023.08 | 44 | 48.6 | 51.2 | 39.7 | 36.2 | |
| AMPBackbone=VGG-16, Shot=1-shot, # learnable params=15.8M2023.05 | 43.4 | 41.9 | 50.2 | 46.7 | 34.7 | |
| ZS3NetSettings=cls name, Backbone=RN1012023.08 | 38.3 | 40.8 | 39.4 | 39.3 | 33.6 | |
| SPNetSettings=cls name, Backbone=RN1012023.08 | 18.3 | 23.8 | 17 | 14.1 | 18.3 |