Keypoint Matching on WILLOW-OBJECTCLASS
100Accuracy (Face)PCA-GM
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| PCA-GM2020.01 | 100 | 76.7 | 84 | 93.5 | 96.9 | — | |
| Deep Graph Matching ConsensusPsi_theta1=MLP, Refinement=isotropic, L=102020.01 | 100 | 67.28 | 85.07 | 83.1 | 92.3 | — | |
| Deep Graph Matching ConsensusPsi_theta1=MLP, Refinement=isotropic, L=202020.01 | 100 | 68.57 | 82.75 | 84.18 | 90.36 | — | |
| Deep Graph Matching ConsensusPsi_theta1=GNN, Refinement=isotropic, L=102020.01 | 100 | 92.05 | 90.05 | 88.98 | 97.14 | — | |
| Deep Graph Matching ConsensusPsi_theta1=GNN, Refinement=isotropic, L=202020.01 | 100 | 92.05 | 90.28 | 88.97 | 97.14 | — | |
| Deep Graph Matching ConsensusPsi_theta1=MLP, Refinement=anisotropic, L=102020.01 | 100 | 76.28 | 86.7 | 83.22 | 93.65 | — | |
| Deep Graph Matching ConsensusPsi_theta1=MLP, Refinement=anisotropic, L=202020.01 | 100 | 76.57 | 89 | 84.78 | 95.29 | — | |
| Deep Graph Matching ConsensusPsi_theta1=GNN, Refinement=anisotropic, L=102020.01 | 100 | 98.8 | 96.53 | 93.22 | 99.87 | — | |
| Deep Graph Matching ConsensusPsi_theta1=GNN, Refinement=anisotropic, L=202020.01 | 100 | 99.4 | 95.53 | 93 | 99.39 | — | |
| PCA2022.12 | 100 | 77.6 | 87.6 | 83.6 | 88.4 | 87.4 | |
| IPCA2022.12 | 100 | 83 | 90.4 | 88.6 | 88.3 | 90.1 | |
| SCGM2022.12 | 100 | 95.6 | 91.3 | 73 | 96.6 | 91.3 | |
| ASAR2022.12 | 100 | 95.4 | 92.5 | 84 | 99 | 94.2 | |
| LCS2022.12 | 100 | 99.4 | 91.2 | 86.2 | 97.9 | 94.9 | |
| DGMC2022.12 | 100 | 98.5 | 98.3 | 90.2 | 98.1 | 97 | |
| BBGM2022.12 | 100 | 99.8 | 96.8 | 89.9 | 99.4 | 97.2 | |
| NGM-v22022.12 | 100 | 98.6 | 97.4 | 93.4 | 98.3 | 97.5 | |
| QC-DGM2022.12 | 100 | 98.8 | 98 | 92.8 | 99 | 97.7 | |
| COMMON2022.12 | 100 | 100 | 97.6 | 98.2 | 99.6 | 99.1 | |
| Deep Graph Matching ConsensusPsi_theta1=GNN, Refinement=anisotropic, L=02020.01 | 99.96 | 91.9 | 91.28 | 86.58 | 98.25 | — | |
| CIE2022.12 | 99.9 | 88.4 | 85.8 | 82.1 | 88.7 | 89 | |
| GMN2022.12 | 99.8 | 69.2 | 67.9 | 76.7 | 83.1 | 79.3 | |
| Deep Graph Matching ConsensusPsi_theta1=GNN, Refinement=isotropic, L=02020.01 | 99.62 | 73.47 | 77.47 | 77.1 | 88.04 | — | |
| NGM2022.12 | 99.4 | 76.8 | 84.2 | 77.6 | 88.3 | 85.3 | |
| GMN2020.01 | 99.3 | 71.4 | 74.3 | 82.8 | 76.7 | — | |
| Deep Graph Matching ConsensusPsi_theta1=MLP, Refinement=anisotropic, L=02020.01 | 98.47 | 49.28 | 64.95 | 66.17 | 78.08 | — | |
| Deep Graph Matching ConsensusPsi_theta1=MLP, Refinement=isotropic, L=02020.01 | 98.07 | 48.97 | 65.3 | 66.02 | 77.72 | — |