Semantic Correspondence on PF-WILLOW (test)
78.3PCK @ 0.10 (bbox)PWarpC-SF-Netres101
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| PWarpC-SF-Netres101Resolution=ori, Supervision Level=Weakly supervised2022.03 | 78.3 | — | — | — | — | — | — | 47.5 | 89 | |
| PWarpC-SF-Net*res101Resolution=ori, Supervision Level=Strong supervision2022.03 | 77.7 | — | — | — | — | — | — | 47.5 | 88.8 | |
| WarpC-SF-Netres101Resolution=ori, Supervision Level=Weakly supervised2022.03 | 76.6 | — | — | — | — | — | — | 46.9 | 87.9 | |
| PWarpC-NC-Net*res101Resolution=ori, Supervision Level=Strong supervision2022.03 | 76.2 | — | — | — | — | — | — | 48 | 86.8 | |
| SCOTres101Resolution=max 300, Supervision Level=Strong supervision2022.03 | 76 | — | — | — | — | — | — | 47.8 | 87.1 | |
| PWarpC-NC-Netres101Resolution=ori, Supervision Level=Weakly supervised2022.03 | 75.9 | — | — | — | — | — | — | 45 | 87.9 | |
| GSFres101Resolution=-, Supervision Level=Weakly supervised2022.03 | 75.8 | — | — | — | — | — | — | 47 | 88.9 | |
| PMDres101Resolution=-, Supervision Level=Strong supervision2022.03 | 75.6 | — | — | — | — | — | — | — | — | |
| PWarpC-CATs-ft-featuresres101Resolution=ori, Supervision Level=Strong supervision2022.03 | 75.1 | — | — | — | — | — | — | 48.1 | 86.6 | |
| WarpC-SemGLU-Netvgg16Resolution=ori, Supervision Level=Weakly supervised2022.03 | 75.1 | — | — | — | — | — | — | 49 | 86.9 | |
| PMDres101Resolution=-, Supervision Level=Weakly supervised2022.03 | 74.7 | — | — | — | — | — | — | — | — | |
| HPFres101Resolution=max 300, Supervision Level=Strong supervision2022.03 | 74.4 | — | — | — | — | — | — | 45.9 | 85.6 | |
| PWarpC-DHPFres101Resolution=ori, Supervision Level=Strong supervision2022.03 | 74.4 | — | — | — | — | — | — | 48.5 | 85.4 | |
| SF-Netres101Resolution=288/ori, Supervision Level=Ground-truth object mask2022.03 | 74 | — | — | — | — | — | — | 46.3 | 84.2 | |
| SF-Netres101Resolution=ori †, Supervision Level=Ground-truth object mask2022.03 | 74 | — | — | — | — | — | — | 46.3 | 84.2 | |
| DCCNetres101Resolution=240/ori / -, Supervision Level=Weakly supervised2022.03 | 73.8 | — | — | — | — | — | — | 43.6 | 86.5 | |
| DHPFres101Resolution=ori †, Supervision Level=Weakly supervised2022.03 | 73.6 | — | — | — | — | — | — | 45.1 | 85 | |
| PMDres101Resolution=-, Supervision Level=Unsupervised2022.03 | 73.4 | — | — | — | — | — | — | — | — | |
| CATs-ft-featuresres101Resolution=ori †, Supervision Level=Strong supervision2022.03 | 73.2 | — | — | — | — | — | — | 45.2 | 85.2 | |
| NC-Netres101Resolution=240/ori / -, Supervision Level=Weakly supervised2022.03 | 72.7 | — | — | — | — | — | — | 44 | 85.4 | |
| NC-Netres101Resolution=ori †, Supervision Level=Weakly supervised2022.03 | 72.7 | — | — | — | — | — | — | 44 | 85.4 | |
| SF-Net*res101Resolution=ori, Supervision Level=Strong supervision2022.03 | 72.5 | — | — | — | — | — | — | 43.2 | 85.9 | |
| RTNSres101Resolution=-, Supervision Level=Weakly supervised2022.03 | 71.9 | — | — | — | — | — | — | 41.3 | 86.2 | |
| PWarpC-CATSres101Resolution=ori, Supervision Level=Strong supervision2022.03 | 71.2 | — | — | — | — | — | — | 44.2 | 83.5 | |
| WeakAlignres101Resolution=ori/ori / -, Supervision Level=Weakly supervised2022.03 | 71.2 | — | — | — | — | — | — | 38.2 | 85.8 | |
| NC-Net*res101Resolution=ori, Supervision Level=Strong supervision2022.03 | 70.9 | — | — | — | — | — | — | 43 | 83.9 | |
| DHPFres101Resolution=ori, Supervision Level=Strong supervision2022.03 | 70.6 | — | — | — | — | — | — | 44.8 | 83.2 | |
| DHPFres101Resolution=240, Supervision Level=Weakly supervised2022.03 | 70.6 | — | — | — | — | — | — | 40.5 | 83.8 | |
| WarpC-NC-Netres101Resolution=ori, Supervision Level=Weakly supervised2022.03 | 70.1 | — | — | — | — | — | — | 44.6 | 81.3 | |
| CATs-ft-featuresres101Resolution=256, Supervision Level=Strong supervision2022.03 | 69.5 | — | — | — | — | — | — | 40.9 | 83.2 | |
| CNNGeores101Resolution=ori, Supervision Level=Unsupervised2022.03 | 69.2 | — | — | — | — | — | — | 36.9 | 77.8 | |
| CATSres101Resolution=ori †, Supervision Level=Strong supervision2022.03 | 68.9 | — | — | — | — | — | — | 41.6 | 81.9 | |
| A2Netres101Resolution=-, Supervision Level=Unsupervised2022.03 | 68.8 | — | — | — | — | — | — | 36.3 | 84.4 | |
| Semantic-GLU-Netvgg16Resolution=ori, Supervision Level=Unsupervised2022.03 | 67.5 | — | — | — | — | — | — | 39.7 | 82.1 | |
| DHPFres101Resolution=240, Supervision Level=Strong supervision2022.03 | 67.4 | — | — | — | — | — | — | 41.4 | 81.8 | |
| CATSres101Resolution=256, Supervision Level=Strong supervision2022.03 | 65.8 | — | — | — | — | — | — | 37.4 | 79.7 | |
| GLU-Netvgg16Resolution=ori, Supervision Level=Unsupervised2022.03 | 57.7 | — | — | — | — | — | — | 30.4 | 72.9 | |
| A2NetBackbone=ResNet-101, Supervision=Self-sup., Learning signal=synthetic pairs2022.03 | — | — | 36.3 | 68.8 | 84.4 | — | — | — | — | |
| CATsalpha_threshold=0.1, threshold_type=bbox2021.12 | — | 79.2 | — | — | — | — | — | — | — | |
| CATsSupervision=Strong, Backbone=ResNet-101, Data Augmentation=true2022.05 | — | — | — | — | — | 69 | 79.2 | — | — | |
| CATSBackbone=ResNet-101, Supervision=Sup., Learning signal=keypoints, Fine-tuning=true2022.03 | — | — | 50.3 | 79.2 | 90.3 | — | — | — | — | |
| CATS+Backbone=ResNet-101, Supervision=Sup., Learning signal=keypoints, Fine-tuning=false2022.03 | — | — | 46.6 | 75.6 | 87.5 | — | — | — | — | |
| CHMalpha_threshold=0.1, threshold_type=bbox2021.12 | — | 79.4 | — | — | — | — | — | — | — | |
| CHMNetBackbone=ResNet-101, Supervision=Sup., Learning signal=keypoints2022.03 | — | — | 52.7 | 79.4 | 87.5 | — | — | — | — | |
| CHMNetSupervision=Strong, Backbone=ResNet-1012022.05 | — | — | — | — | — | 69.6 | 79.4 | — | — | |
| CNNGeoBackbone=ResNet-101, Supervision=Self-sup., Learning signal=synthetic pairs2022.03 | — | — | 36.9 | 69.2 | 77.8 | — | — | — | — | |
| DCC-NetBackbone=ResNet-101, Supervision=Weak-sup., Learning signal=images2022.03 | — | — | 43.6 | 73.8 | 86.5 | — | — | — | — | |
| DCC-NetSupervision=Weak, Backbone=ResNet-1012022.05 | — | — | — | — | — | — | 73.8 | — | — | |
| DHPFBackbone=ResNet-101, Supervision=Weak-sup., Learning signal=images2022.03 | — | — | 50.2 | 80.2 | 91.1 | — | — | — | — | |
| DHPFBackbone=ResNet-101, Supervision=Sup., Learning signal=keypoints2022.03 | — | — | 49.5 | 77.6 | 89.1 | — | — | — | — | |
| DHPFSupervision=Weak, Backbone=ResNet-1012022.05 | — | — | — | — | — | 74.1 | 80.2 | — | — | |
| DHPFSupervision=Strong, Backbone=ResNet-1012022.05 | — | — | — | — | — | 71 | 77.6 | — | — | |
| HPFBackbone=ResNet-101, Supervision=Sup., Learning signal=keypoints2022.03 | — | — | 45.9 | 74.4 | 85.6 | — | — | — | — | |
| HPFSupervision=Strong, Backbone=ResNet-1012022.05 | — | — | — | — | — | — | 74.4 | — | — | |
| NC-NetBackbone=ResNet-101, Supervision=Weak-sup., Learning signal=images2022.03 | — | — | 33.8 | 67 | 83.7 | — | — | — | — | |
| NC-NetSupervision=Weak, Backbone=ResNet-1012022.05 | — | — | — | — | — | — | 67 | — | — | |
| PFHOGSupervision=None, Learning signal=None2022.03 | — | — | 28.4 | 56.8 | 68.2 | — | — | — | — | |
| PMDSupervision=Weak, Backbone=ResNet-1012022.05 | — | — | — | — | — | — | 74.7 | — | — | |
| PMDSupervision=Strong, Backbone=ResNet-1012022.05 | — | — | — | — | — | — | 75.6 | — | — | |
| RTNsBackbone=ResNet-101, Supervision=Weak-sup., Learning signal=images2022.03 | — | — | 41.3 | 71.9 | 86.2 | — | — | — | — | |
| SCNetBackbone=VGG-16, Supervision=Sup., Learning signal=keypoints2022.03 | — | — | 38.6 | 70.4 | 85.3 | — | — | — | — | |
| SCNetSupervision=Strong, Backbone=ResNet-1012022.05 | — | — | — | — | — | — | 70.4 | — | — | |
| SCOTalpha_threshold=0.1, threshold_type=bbox2021.12 | — | 76 | — | — | — | — | — | — | — | |
| SCOTSupervision=Strong, Backbone=ResNet-1012022.05 | — | — | — | — | — | — | 76 | — | — | |
| SemiMatchBackbone=ResNet-101, Supervision=Semi-sup., Learning signal=keypoints, Fine-tuning=true2022.03 | — | — | 54 | 82.1 | 92.1 | — | — | — | — | |
| SemiMatch+Backbone=ResNet-101, Supervision=Semi-sup., Learning signal=keypoints, Fine-tuning=false2022.03 | — | — | 47.4 | 76.3 | 88.2 | — | — | — | — | |
| SF-NetBackbone=ResNet-101, Supervision=Weak-sup., Learning signal=bbox2022.03 | — | — | 46.3 | 74 | 84.2 | — | — | — | — | |
| TransforMatcherSupervision=Strong, Backbone=ResNet-1012022.05 | — | — | — | — | — | 66.7 | 75.1 | — | — | |
| TransforMatcherSupervision=Strong, Backbone=ResNet-101, Data Augmentation=true2022.05 | — | — | — | — | — | 65.3 | 76 | — | — | |
| VATalpha_threshold=0.1, threshold_type=bbox2021.12 | — | 81 | — | — | — | — | — | — | — | |
| WeakAlignBackbone=ResNet-101, Supervision=Weak-sup., Learning signal=images2022.03 | — | — | 37 | 70.2 | 79.9 | — | — | — | — |