Semantic Correspondence on SPair-71k
49.9PCK@0.1CATs
Evaluation Results
| Method | Links | |
|---|---|---|
| CATsFeat.-level=Multi, FT. feat.=true, Aggregation=Transformer2021.06 | 49.9 | |
| CHMFeat.-level=Single, FT. feat.=false, Aggregation=6D Conv.2021.06 | 46.3 | |
| CATs†Feat.-level=Multi, FT. feat.=false, Aggregation=Transformer2021.06 | 42.4 | |
| DHPFFeat.-level=Multi, FT. feat.=false, Aggregation=RHM2021.06 | 37.3 | |
| GSFFeat.-level=Multi, FT. feat.=false, Aggregation=2D Conv.2021.06 | 36.1 | |
| SCOTFeat.-level=Multi, Aggregation=OT-RHM2021.06 | 35.6 | |
| ANC-NetBackbone=ResNeXt-1012020.03 | 30.1 | |
| ANC-NetBackbone=ResNet-1012020.03 | 28.7 | |
| HPFBackbone=ResNet-1012020.03 | 28.2 | |
| HPFFeat.-level=Multi, Aggregation=RHM2021.06 | 28.2 | |
| ANC-NetBackbone=ResNet-502020.03 | 27.1 | |
| DCCNetBackbone=ResNet-1012020.03 | 26.7 | |
| NC-NetBackbone=ResNet-1012020.03 | 26.4 | |
| SFNetBackbone=ResNet-1012020.03 | 26 | |
| WTAFeat.-level=Single, FT. feat.=false, Aggregation=-2021.06 | 25.7 | |
| RTNsFeat.-level=Single, FT. feat.=false, Aggregation=-2021.06 | 25.7 | |
| A2NetFeat.-level=Single, FT. feat.=false, Aggregation=-2021.06 | 22.3 | |
| WeakalignBackbone=ResNet-1012020.03 | 21.1 | |
| WeakAlignFeat.-level=Single, FT. feat.=false, Aggregation=-2021.06 | 20.9 | |
| CNNGeoFeat.-level=Single, FT. feat.=false, Aggregation=-2021.06 | 20.6 | |
| NC-NetFeat.-level=Single, FT. feat.=true, Aggregation=4D Conv.2021.06 | 20.1 | |
| UCNBackbone=ResNet-1012020.03 | 17.7 | |
| UCNBackbone=GoogLeNet2020.03 | 15.1 | |
| Identity mapping2020.03 | 3.7 |