Semantic Correspondence on PF-PASCAL (test)
96.5PCK@0.1SimpleMatch
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| SimpleMatchBackbone=DINOv2, Resolution=252 x 2522026.01 | 96.5 | — | 87.7 | 98.4 | — | — | — | — | — | — | 65 | 2.8 | |
| SimpleMatchBackbone=DINOv2, Resolution=448 x 4482026.01 | 95.9 | — | 88.3 | 97.6 | — | — | — | — | — | — | 26 | 3 | |
| SimpleMatchBackbone=iBOT, Resolution=256 x 2562026.01 | 95.5 | — | 84.6 | 98 | — | — | — | — | — | — | 73 | 3.1 | |
| SD4MatchBackbone=SD, Resolution=768 x 7682026.01 | 95.2 | — | 84.4 | 97.5 | — | — | — | — | — | — | 1 | 12.5 | |
| GeoAware-SCBackbone=SD+DINOv2, Resolution=960 x 8402026.01 | 95 | — | 85.3 | 97.4 | — | — | — | — | — | — | — | 11.8 | |
| LPMFlowBackbone=iBOT, Resolution=256 x 2562026.01 | 94.3 | — | 82.4 | 97.2 | — | — | — | — | — | — | 36 | 5.6 | |
| ACTRBackbone=iBOT, Resolution=256 x 2562026.01 | 94 | — | 81.2 | 97 | — | — | — | — | — | — | 44 | 4.9 | |
| KBCNetBackbone=ResNet101, Resolution=256 x 2562026.01 | 93.8 | — | 78.1 | 97.2 | — | — | — | — | — | — | — | — | |
| SemiMatchBackbone=ResNet-101, Supervision=Semi-sup., Learning signal=keypoints, Fine-tuning=true2022.03 | 93.5 | — | 80.1 | 96.6 | — | — | — | — | — | — | — | — | |
| TransforMatcherBackbone=iBOT, Resolution=256 x 2562026.01 | 93.3 | — | 77.3 | 96.6 | — | — | — | — | — | — | — | — | |
| CATsBackbone=iBOT, Resolution=256 x 2562026.01 | 93.1 | — | 77.8 | 96.8 | — | — | — | — | — | — | — | — | |
| SF-Net*res101Resolution=ori, Supervision Level=Strong supervision2022.03 | 92.9 | — | 78.7 | 96 | — | — | — | — | — | — | — | — | |
| CATs-ft-featuresres101Resolution=ori †, Supervision Level=Strong supervision2022.03 | 92.7 | — | 76.8 | 96.5 | — | — | — | — | — | — | — | — | |
| CATSBackbone=ResNet-101, Supervision=Sup., Learning signal=keypoints, Fine-tuning=true2022.03 | 92.6 | — | 75.4 | 96.4 | — | — | — | — | — | — | — | — | |
| CATsSupervision=Strong, Backbone=ResNet-101, Data Augmentation=true2022.05 | 92.6 | — | 75.4 | — | — | — | — | — | — | — | — | — | |
| CATs-ft-featuresres101Resolution=256, Supervision Level=Strong supervision2022.03 | 92.6 | — | 75.4 | 96.4 | — | — | — | — | — | — | — | — | |
| PWarpC-CATs-ft-featuresres101Resolution=ori, Supervision Level=Strong supervision2022.03 | 92.6 | — | 79.8 | 96.4 | — | — | — | — | — | — | — | — | |
| CATsBackbone=ResNet101, Resolution=256 x 2562026.01 | 92.6 | — | 75.4 | 96.4 | — | — | — | — | — | — | 92 | 3 | |
| PWarpC-SF-Net*res101Resolution=ori, Supervision Level=Strong supervision2022.03 | 92.2 | — | 78.3 | 96.2 | — | — | — | — | — | — | — | — | |
| PWarpC-NC-Net*res101Resolution=ori, Supervision Level=Strong supervision2022.03 | 92.1 | — | 79.2 | 95.6 | — | — | — | — | — | — | — | — | |
| TransforMatcherSupervision=Strong, Backbone=ResNet-101, Data Augmentation=true2022.05 | 91.8 | — | 80.8 | — | — | — | — | — | — | — | — | — | |
| TransforMatcherBackbone=ResNet101, Resolution=240 x 2402026.01 | 91.8 | — | 80.8 | — | — | — | — | — | — | — | 133 | 2.7 | |
| SimpleMatchBackbone=ResNet101, Resolution=256 x 2562026.01 | 91.8 | — | 79.9 | 95.3 | — | — | — | — | — | — | 98 | 2.7 | |
| SemiMatch+Backbone=ResNet-101, Supervision=Semi-sup., Learning signal=keypoints, Fine-tuning=false2022.03 | 91.7 | — | 75 | 95.6 | — | — | — | — | — | — | — | — | |
| DHPFres101Resolution=ori, Supervision Level=Strong supervision2022.03 | 91.7 | — | 77.3 | 95.5 | — | — | — | — | — | — | — | — | |
| NC-Net*res101Resolution=ori, Supervision Level=Strong supervision2022.03 | 91.7 | — | 78.6 | 95.3 | — | — | — | — | — | — | — | — | |
| CHMNetBackbone=ResNet-101, Supervision=Sup., Learning signal=keypoints2022.03 | 91.6 | — | 80.1 | 94.9 | — | — | — | — | — | — | — | — | |
| CHMNetSupervision=Strong, Backbone=ResNet-1012022.05 | 91.6 | — | 80.1 | — | — | — | — | — | — | — | — | — | |
| CHMres101Resolution=240, Supervision Level=Strong supervision2022.03 | 91.6 | — | 80.1 | — | — | — | — | — | — | — | — | — | |
| CHMBackbone=ResNet101, Resolution=240 x 2402026.01 | 91.6 | — | 80.1 | 94.9 | — | — | — | — | — | — | 41 | 2.6 | |
| MMNet-FCNBackbone=ResNet101, Resolution=224 x 3202026.01 | 91.6 | — | 81.1 | 95.9 | — | — | — | — | — | — | 15 | 6.9 | |
| PWarpC-DHPFres101Resolution=ori, Supervision Level=Strong supervision2022.03 | 91.3 | — | 79.1 | 96.1 | — | — | — | — | — | — | — | — | |
| DHPFBackbone=ResNet-101, Supervision=Sup., Learning signal=keypoints2022.03 | 90.7 | — | 75.7 | 95 | — | — | — | — | — | — | — | — | |
| DHPFSupervision=Strong, Backbone=ResNet-1012022.05 | 90.7 | — | 75.7 | — | — | — | — | — | — | — | — | — | |
| PMDSupervision=Strong, Backbone=ResNet-1012022.05 | 90.7 | — | — | — | — | — | — | — | — | — | — | — | |
| PMDres101Resolution=-, Supervision Level=Strong supervision2022.03 | 90.7 | — | — | — | — | — | — | — | — | — | — | — | |
| DHPFres101Resolution=240, Supervision Level=Strong supervision2022.03 | 90.7 | — | 75.7 | 95 | — | — | — | — | — | — | — | — | |
| DHPFBackbone=ResNet101, Resolution=240 x 2402026.01 | 90.7 | — | 75.7 | 95 | — | — | — | — | — | — | 44 | 3.5 | |
| PMNCSupervision=Strong, Backbone=ResNet-1012022.05 | 90.6 | — | 82.4 | — | — | — | — | — | — | — | — | — | |
| PMNCres101Resolution=-, Supervision Level=Strong supervision2022.03 | 90.6 | — | 82.4 | — | — | — | — | — | — | — | — | — | |
| TransforMatcherSupervision=Strong, Backbone=ResNet-1012022.05 | 90.5 | — | 78.9 | — | — | — | — | — | — | — | — | — | |
| DHFBackbone=SD, Resolution=512 x 5122026.01 | 90.4 | — | 78 | 94.1 | — | — | — | — | — | — | — | 12.5 | |
| MMNetBackbone=ResNet-101, Supervision=Sup., Learning signal=keypoints2022.03 | 89.1 | — | 77.6 | 94.3 | — | — | — | — | — | — | — | — | |
| CATS+Backbone=ResNet-101, Supervision=Sup., Learning signal=keypoints, Fine-tuning=false2022.03 | 89.1 | — | 67.5 | 94.9 | — | — | — | — | — | — | — | — | |
| MMNetSupervision=Strong, Backbone=ResNet-1012022.05 | 89.1 | — | 77.6 | — | — | — | — | — | — | — | — | — | |
| MMNetres101Resolution=224 x 320, Supervision Level=Strong supervision2022.03 | 89.1 | — | 77.7 | 94.3 | — | — | — | — | — | — | — | — | |
| CATSres101Resolution=256, Supervision Level=Strong supervision2022.03 | 89.1 | — | 67.5 | 94.9 | — | — | — | — | — | — | — | — | |
| CATSres101Resolution=ori †, Supervision Level=Strong supervision2022.03 | 88.6 | — | 67.3 | 94.6 | — | — | — | — | — | — | — | — | |
| PWarpC-CATSres101Resolution=ori, Supervision Level=Strong supervision2022.03 | 88.5 | — | 67.1 | 93.8 | — | — | — | — | — | — | — | — | |
| PWarpC-SF-Netres101Resolution=ori, Supervision Level=Weakly supervised2022.03 | 87.6 | — | 65.7 | 93.1 | — | — | — | — | — | — | — | — | |
| ANC-NetBackbone=ResNet-101-FCN, Supervision=Sup., Learning signal=keypoints2022.03 | 86.1 | — | — | — | — | — | — | — | — | — | — | — | |
| ANC-NetSupervision=Strong, Backbone=ResNet-1012022.05 | 86.1 | — | — | — | — | — | — | — | — | — | — | — | |
| ANC-Netres101Resolution=-, Supervision Level=Strong supervision2022.03 | 86.1 | — | — | — | — | — | — | — | — | — | — | — | |
| WarpC-SF-Netres101Resolution=ori, Supervision Level=Weakly supervised2022.03 | 86.1 | — | 64.9 | 92.2 | — | — | — | — | — | — | — | — | |
| SCOTSupervision=Strong, Backbone=ResNet-1012022.05 | 85.4 | — | 63.1 | — | — | — | — | — | — | — | — | — | |
| SCOTres101Resolution=max 300, Supervision Level=Strong supervision2022.03 | 85.4 | — | 63.1 | 92.7 | — | — | — | — | — | — | — | — | |
| HPFBackbone=ResNet-101, Supervision=Sup., Learning signal=keypoints2022.03 | 84.8 | — | 60.1 | 92.7 | — | — | — | — | — | — | — | — | |
| HPFSupervision=Strong, Backbone=ResNet-1012022.05 | 84.8 | — | 60.1 | — | — | — | — | — | — | — | — | — | |
| HPFres101Resolution=max 300, Supervision Level=Strong supervision2022.03 | 84.8 | — | 60.1 | 92.7 | — | — | — | — | — | — | — | — | |
| GeoAwareFine-tuned on SPair-71k=true2025.03 | 84.8 | — | 72 | 89.6 | 83.2 | 79.7 | 69.4 | 86.5 | 81.7 | 70.1 | — | — | |
| DIFT_sdGroup=c, Backbone=Stable Diffusion2023.06 | 84.6 | — | 69.4 | — | — | — | — | — | — | — | — | — | |
| GSFres101Resolution=-, Supervision Level=Weakly supervised2022.03 | 84.5 | — | 62.8 | 93.7 | — | — | — | — | — | — | — | — | |
| PWarpC-NC-Netres101Resolution=ori, Supervision Level=Weakly supervised2022.03 | 84.4 | — | 64.2 | 90.5 | — | — | — | — | — | — | — | — | |
| PWarpCGroup=b2023.06 | 84.4 | — | 64.2 | — | — | — | — | — | — | — | — | — | |
| DHPFres101Resolution=ori †, Supervision Level=Weakly supervised2022.03 | 84.1 | — | 61.2 | 92.4 | — | — | — | — | — | — | — | — | |
| SF-Netres101Resolution=ori †, Supervision Level=Ground-truth object mask2022.03 | 84 | — | 59 | 92 | — | — | — | — | — | — | — | — | |
| DCC-NetSupervision=Strong, Backbone=ResNet-101, Retraining with Keypoint Annotations=true2022.05 | 83.7 | — | — | — | — | — | — | — | — | — | — | — | |
| DCC-NetBackbone=ResNet-101, Supervision=Weak-sup., Learning signal=images2022.03 | 82.3 | — | 55.6 | 90.5 | — | — | — | — | — | — | — | — | |
| DCC-NetSupervision=Weak, Backbone=ResNet-1012022.05 | 82.3 | — | 55.6 | — | — | — | — | — | — | — | — | — | |
| DCCNetres101Resolution=240/ori / -, Supervision Level=Weakly supervised2022.03 | 82.3 | — | 55.6 | 90.5 | — | — | — | — | — | — | — | — | |
| NC-Netres101Resolution=ori †, Supervision Level=Weakly supervised2022.03 | 82.3 | — | 60.5 | 87.9 | — | — | — | — | — | — | — | — | |
| DHPFBackbone=ResNet-101, Supervision=Weak-sup., Learning signal=images2022.03 | 82.1 | — | 56.1 | 91.1 | — | — | — | — | — | — | — | — | |
| DHPFSupervision=Weak, Backbone=ResNet-1012022.05 | 82.1 | — | 56.1 | — | — | — | — | — | — | — | — | — | |
| DHPFres101Resolution=240, Supervision Level=Weakly supervised2022.03 | 82.1 | — | 56.1 | 91.1 | — | — | — | — | — | — | — | — | |
| SF-NetBackbone=ResNet-101, Supervision=Weak-sup., Learning signal=bbox2022.03 | 81.9 | — | 53.6 | 90.6 | — | — | — | — | — | — | — | — | |
| NC-NetSupervision=Strong, Backbone=ResNet-101, Retraining with Keypoint Annotations=true2022.05 | 81.9 | — | — | — | — | — | — | — | — | — | — | — | |
| SF-Netres101Resolution=288/ori, Supervision Level=Ground-truth object mask2022.03 | 81.9 | — | 53.6 | 90.6 | — | — | — | — | — | — | — | — | |
| WarpC-SemGLU-Netvgg16Resolution=ori, Supervision Level=Weakly supervised2022.03 | 81.7 | — | 62.1 | 89.7 | — | — | — | — | — | — | — | — | |
| PMDSupervision=Weak, Backbone=ResNet-1012022.05 | 81.2 | — | — | — | — | — | — | — | — | — | — | — | |
| PMDres101Resolution=-, Supervision Level=Weakly supervised2022.03 | 81.2 | — | — | — | — | — | — | — | — | — | — | — | |
| PMDres101Resolution=-, Supervision Level=Unsupervised2022.03 | 80.5 | — | — | — | — | — | — | — | — | — | — | — | |
| SAM-Netvgg19Resolution=-, Supervision Level=Weakly supervised2022.03 | 80.2 | — | 60.1 | 86.9 | — | — | — | — | — | — | — | — | |
| NC-NetBackbone=ResNet-101, Supervision=Weak-sup., Learning signal=images2022.03 | 78.9 | — | 54.3 | 86 | — | — | — | — | — | — | — | — | |
| NC-NetSupervision=Weak, Backbone=ResNet-1012022.05 | 78.9 | — | 54.3 | — | — | — | — | — | — | — | — | — | |
| NC-Netres101Resolution=240/ori / -, Supervision Level=Weakly supervised2022.03 | 78.9 | — | 54.3 | 86 | — | — | — | — | — | — | — | — | |
| SEMALIGN3DFine-tuned on SPair-71k=true2025.03 | 78.5 | — | 61.4 | 86.6 | 74.1 | 69.9 | 57.1 | 83.2 | 73.9 | 57.4 | — | — | |
| RTNsBackbone=ResNet-101, Supervision=Weak-sup., Learning signal=images2022.03 | 75.9 | — | 55.2 | 85.2 | — | — | — | — | — | — | — | — | |
| RTNSres101Resolution=-, Supervision Level=Weakly supervised2022.03 | 75.9 | — | 55.2 | 85.2 | — | — | — | — | — | — | — | — | |
| WeakAlignres101Resolution=ori/ori / -, Supervision Level=Weakly supervised2022.03 | 75.8 | — | 49 | 84 | — | — | — | — | — | — | — | — | |
| UCNSupervision=Strong, Backbone=ResNet-1012022.05 | 75.1 | — | — | — | — | — | — | — | — | — | — | — | |
| UCNres101Resolution=-, Supervision Level=Strong supervision2022.03 | 75.1 | — | — | — | — | — | — | — | — | — | — | — | |
| WarpC-NC-Netres101Resolution=ori, Supervision Level=Weakly supervised2022.03 | 75 | — | 59.1 | 81.2 | — | — | — | — | — | — | — | — | |
| WeakAlignBackbone=ResNet-101, Supervision=Weak-sup., Learning signal=images2022.03 | 74.8 | — | 49 | 84 | — | — | — | — | — | — | — | — | |
| Semantic-GLU-Netvgg16Resolution=ori, Supervision Level=Unsupervised2022.03 | 72.5 | — | 48.3 | 85.1 | — | — | — | — | — | — | — | — | |
| DIFT_admGroup=b, Backbone=ADM2023.06 | 72.5 | — | 56.5 | — | — | — | — | — | — | — | — | — | |
| SCNetBackbone=VGG-16, Supervision=Sup., Learning signal=keypoints2022.03 | 72.2 | — | 36.2 | 82 | — | — | — | — | — | — | — | — | |
| SCNetSupervision=Strong, Backbone=ResNet-1012022.05 | 72.2 | — | 36.2 | — | — | — | — | — | — | — | — | — | |
| SCNNetvGG16Resolution=-, Supervision Level=Strong supervision2022.03 | 72.2 | — | 36.2 | 82 | — | — | — | — | — | — | — | — | |
| A2NetBackbone=ResNet-101, Supervision=Self-sup., Learning signal=synthetic pairs2022.03 | 70.8 | — | 42.8 | 83.3 | — | — | — | — | — | — | — | — | |
| A2Netres101Resolution=-, Supervision Level=Unsupervised2022.03 | 70.8 | — | 42.8 | 83.3 | — | — | — | — | — | — | — | — |