Semantic Segmentation on COCO-20i 5-shot
49.6Fold 0 ScoreProtoFormer
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| ProtoFormerBackbone network=ResNet101, # learnable params=0.6M2022.11 | 49.6 | 59.7 | 56.4 | 53 | 54.7 | 74.6 | |
| BAMBackbone network=ResNet50, # learnable params=26.7M2022.11 | 49.3 | 54.2 | 51.6 | 49.6 | 51.2 | — | |
| ProtoFormerBackbone network=ResNet50, # learnable params=0.6M2022.11 | 48.1 | 57.8 | 55 | 52.7 | 53.4 | 73.3 | |
| DCAMABackbone network=ResNet101, # learnable params=47.7M2022.11 | 48 | 58 | 54.3 | 47.1 | 51.9 | 73.3 | |
| SSPBackbone network=ResNet101, # learnable params=27.7M2022.11 | 47.4 | 54.5 | 50.4 | 49.6 | 50.2 | — | |
| DPCNBackbone network=ResNet502022.11 | 46 | 54.9 | 50.8 | 47.4 | 49.8 | 67.4 | |
| DCAMABackbone network=ResNet50, # learnable params=47.7M2022.11 | 45.9 | 50.5 | 50.7 | 46 | 48.3 | 71.7 | |
| HSNetBackbone network=ResNet101, # learnable params=2.5M2022.11 | 45.9 | 53 | 51.8 | 47.1 | 49.5 | 72.4 | |
| IPMTBackbone network=ResNet1012022.11 | 45.1 | 50.3 | 49.3 | 46.8 | 47.9 | — | |
| VATBackbone network=ResNet50, # learnable params=3.2M2022.11 | 44.1 | 51.1 | 50.2 | 46.1 | 47.9 | 72.4 | |
| IPMTBackbone network=ResNet502022.11 | 43.5 | 49.7 | 48.7 | 47.9 | 47.5 | — | |
| HSNetBackbone network=ResNet50, # learnable params=2.5M2022.11 | 43.3 | 51.3 | 48.2 | 45 | 46.9 | 70.7 | |
| NTRENetBackbone network=ResNet101, # learnable params=19.9M2022.11 | 42.3 | 44.4 | 44.2 | 41.7 | 43.2 | 69.6 | |
| CyCTRBackbone network=ResNet50, # learnable params=15.4M2022.11 | 41.1 | 48.9 | 45.2 | 47 | 45.6 | — | |
| SAGNNBackbone network=ResNet1012022.11 | 40.9 | 48.3 | 42.6 | 38.9 | 42.7 | — | |
| SSPBackbone network=ResNet50, # learnable params=8.7M2022.11 | 40.6 | 47 | 45.1 | 43.9 | 44.1 | — | |
| PFENetBackbone network=ResNet101, # learnable params=10.3M2022.11 | 40.4 | 46.8 | 43.2 | 40.5 | 42.7 | 65.8 | |
| CWTBackbone network=ResNet502022.11 | 40.1 | 43.8 | 39 | 42.4 | 41.3 | — | |
| RePRIBackbone network=ResNet502022.11 | 39.3 | 45.4 | 39.7 | 41.8 | 41.6 | — | |
| PPNetBackbone network=ResNet50, # learnable params=31.5M2022.11 | 39 | 40.8 | 37.1 | 37.3 | 38.5 | — | |
| SCLBackbone network=ResNet1012022.11 | 38.9 | 40.5 | 41.5 | 38.7 | 39.9 | — | |
| CWTBackbone network=ResNet1012022.11 | 38.5 | 46.7 | 39.4 | 43.2 | 42 | — | |
| NTRENetBackbone network=ResNet50, # learnable params=19.9M2022.11 | 38.2 | 44.1 | 40.4 | 38.4 | 40.3 | 69.2 | |
| PFENetBackbone network=ResNet50, # learnable params=10.3M2022.11 | 36.5 | 43.3 | 37.8 | 38.4 | 39 | — | |
| PMMBackbone network=ResNet502022.11 | 33 | 40.6 | 30.3 | 33.3 | 34.3 | — | |
| FWBBackbone network=ResNet101, # learnable params=43.0M2022.11 | 19.1 | 21.5 | 23.9 | 30.1 | 23.7 | — |