Graph Matching on PASCAL VOC with Berkeley annotations (test)
81.2Matching AccuracyBB
Evaluation Results
| Method | Links | ||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| BBP=Pnorm, margin=noise, alpha=12022.05 | 81.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BBP=Pnorm, margin=noise, alpha=102022.05 | 81.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BBP=Pnorm, margin=informed, alpha=12022.05 | 80.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BBP=-, margin=noise, alpha=12022.05 | 80.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BBP=-, margin=informed, alpha=12022.05 | 80.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BBP=Pnorm, margin=noise, alpha=0.12022.05 | 80.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BBP=-, margin=noise, alpha=102022.05 | 79.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IdentityP=-, margin=informed, alpha=0.12022.05 | 79.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BBP=Pnorm, margin=informed, alpha=0.12022.05 | 79.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BBP=Pnorm, margin=informed, alpha=102022.05 | 79.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IdentityP=-, margin=noise, alpha=12022.05 | 79.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BBP=-, margin=informed, alpha=0.12022.05 | 79.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IdentityP=Pnorm, margin=noise, alpha=12022.05 | 79.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IdentityP=-, margin=informed, alpha=12022.05 | 79 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IdentityP=Pnorm, margin=noise, alpha=102022.05 | 79 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BBP=Pnorm, margin=informed, alpha=0.012022.05 | 79 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BBP=Pnorm, margin=noise, alpha=0.012022.05 | 78.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IdentityP=-, margin=noise, alpha=102022.05 | 78.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BBP=-, margin=informed, alpha=102022.05 | 78.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IdentityP=-, margin=noise, alpha=0.12022.05 | 78.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IdentityP=-, margin=informed, alpha=0.012022.05 | 78.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IdentityP=Pnorm, margin=informed, alpha=0.12022.05 | 78.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IdentityP=Pnorm, margin=noise, alpha=0.12022.05 | 78.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BBP=-, margin=noise, alpha=0.12022.05 | 78 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IdentityP=-, margin=informed, alpha=102022.05 | 77.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IdentityP=-, margin=noise, alpha=0.012022.05 | 77.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IdentityP=-, margin=-, alpha=-2022.05 | 77.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IdentityP=Pnorm, margin=informed, alpha=0.012022.05 | 76.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BBP=-, margin=informed, alpha=0.012022.05 | 76.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IdentityP=Pnorm, margin=noise, alpha=0.012022.05 | 76.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BBP=-, margin=-, alpha=-2022.05 | 74.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BBP=-, margin=noise, alpha=0.012022.05 | 74.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IdentityP=Pnorm, margin=informed, alpha=102022.05 | 74.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IdentityP=Pnorm, margin=informed, alpha=12022.05 | 73.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IdentityP=Pnorm, margin=-, alpha=-2022.05 | 72.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BBP=Pnorm, margin=-, alpha=-2022.05 | 63.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ASAR2023.11 | — | 62.9 | 74.3 | 79.5 | 80.1 | 89.2 | 94 | 88.9 | 78.9 | 58.8 | 79.8 | 88.2 | 78.9 | 79.5 | 77.9 | 64.9 | 98.2 | 77.5 | 77.1 | 98.6 | 93.7 | 81.1 | |
| BB-GM2021.03 | — | 42.7 | 70.9 | 57.5 | 46.6 | 85.8 | 64.1 | 51 | 63.8 | 42.4 | 63.7 | 47.9 | 61.5 | 63.4 | 69 | 46.1 | 94.2 | 57.4 | 39 | 78 | 82.7 | 61.4 | |
| BB-GM-MaxPooling=Max2021.03 | — | 35.5 | 68.6 | 46.7 | 36.1 | 85.4 | 58.1 | 25.6 | 51.7 | 27.3 | 51 | 46 | 46.7 | 48.9 | 58.9 | 29.6 | 93.6 | 42.6 | 35.3 | 70.7 | 79.5 | 51.9 | |
| BBGM2023.11 | — | 61.9 | 71.1 | 79.7 | 79 | 87.4 | 94 | 89.5 | 80.2 | 56.8 | 79.1 | 64.6 | 78.9 | 76.2 | 75.1 | 65.2 | 98.2 | 77.3 | 77 | 94.9 | 93.9 | 79 | |
| CIEmode=S2023.11 | — | 52.5 | 68.6 | 70.2 | 57.1 | 82.1 | 77 | 70.7 | 73.1 | 43.8 | 69.9 | 62.4 | 70.2 | 70.3 | 66.4 | 47.6 | 85.3 | 71.7 | 64 | 83.8 | 91.7 | 68.9 | |
| COMMON2023.11 | — | 65.6 | 75.2 | 80.8 | 79.5 | 89.3 | 92.3 | 90.1 | 81.8 | 61.6 | 80.7 | 95 | 82 | 81.6 | 79.5 | 66.6 | 98.9 | 78.9 | 80.9 | 99.3 | 93.8 | 82.7 | |
| GLMNetBackbone=VGG-16, Embedding Dimension=2048, Feature Representation Dimension=10242019.11 | — | 52 | 67.3 | 63.2 | 57.4 | 80.3 | 74.6 | 70 | 72.6 | 38.9 | 66.3 | 77.3 | 65.7 | 67.9 | 64.2 | 44.8 | 86.3 | 69 | 61.9 | 79.3 | 91.3 | 67.5 | |
| GMN2019.11 | — | 31.9 | 47.2 | 51.9 | 40.8 | 68.7 | 72.2 | 53.6 | 52.8 | 34.6 | 48.6 | 72.3 | 47.7 | 54.8 | 51 | 38.6 | 75.1 | 49.5 | 45 | 83 | 86.3 | 55.3 | |
| GMNmode=S2023.11 | — | 31.9 | 47.2 | 51.9 | 40.8 | 68.7 | 72.2 | 53.6 | 52.8 | 34.6 | 48.6 | 72.3 | 47.7 | 54.8 | 51 | 38.6 | 75.1 | 49.5 | 45 | 83 | 86.3 | 55.3 | |
| GMN-PL2019.11 | — | 31.1 | 46.2 | 58.2 | 45.9 | 70.6 | 76.4 | 61.2 | 61.7 | 35.5 | 53.7 | 58.9 | 57.5 | 56.9 | 49.3 | 34.1 | 77.5 | 57.1 | 53.6 | 83.2 | 88.6 | 57.9 | |
| GMTR2023.11 | — | 69 | 74.2 | 84.1 | 75.9 | 87.7 | 94.2 | 90.9 | 87.8 | 62.7 | 83.5 | 93.9 | 84 | 78.7 | 79.6 | 69.2 | 99.3 | 82.5 | 83 | 99.1 | 93.3 | 83.6 | |
| IPCAmode=S2023.11 | — | 53.8 | 66.2 | 67.1 | 61.2 | 80.4 | 75.3 | 72.6 | 72.5 | 44.6 | 65.2 | 54.3 | 67.2 | 67.9 | 63.5 | 64.2 | 47.9 | 84.4 | 70.8 | 83.8 | 90.8 | 67.7 | |
| NGMmode=S2023.11 | — | 50.1 | 63.5 | 57.9 | 53.4 | 79.8 | 77.1 | 73.6 | 68.2 | 41.1 | 66.4 | 40.8 | 60.3 | 61.9 | 45.6 | 77.1 | 69.3 | 47.9 | 65.5 | 79.2 | 88.2 | 64.1 | |
| NGMv22023.11 | — | 61.8 | 71.2 | 77.6 | 78.8 | 87.3 | 93.6 | 87.7 | 79.8 | 55.4 | 77.8 | 89.5 | 78.8 | 80.1 | 75.1 | 62.6 | 97.7 | 77.7 | 75.7 | 96.7 | 93.2 | 80.1 | |
| PCAmode=S2023.11 | — | 49.8 | 61.9 | 65.3 | 57.2 | 78.8 | 75.6 | 64.7 | 69.7 | 41.6 | 63.4 | 50.7 | 67.1 | 66.7 | 61.6 | 44.5 | 81.2 | 67.8 | 59.2 | 78.5 | 90.4 | 64.8 | |
| PCA-GM2019.11 | — | 40.9 | 55 | 65.8 | 47.9 | 76.9 | 77.9 | 63.5 | 67.4 | 33.7 | 65.5 | 63.6 | 61.3 | 68.9 | 62.8 | 44.9 | 77.5 | 67.4 | 57.5 | 86.7 | 90.9 | 63.8 | |
| PIA-GM2019.11 | — | 41.5 | 55.8 | 60.9 | 51.9 | 75 | 75.8 | 59.6 | 65.2 | 33.3 | 65.9 | 62.8 | 62.7 | 67.7 | 62.1 | 42.9 | 80.2 | 64.3 | 59.5 | 82.7 | 90.1 | 63 | |
| PIA-GM-OL2019.11 | — | 39.7 | 57.7 | 58.6 | 47.2 | 74 | 74.5 | 62.1 | 66.6 | 33.6 | 61.7 | 65.4 | 58 | 67.1 | 58.9 | 41.9 | 77.7 | 64.7 | 50.5 | 81.8 | 89.9 | 61.6 | |
| qc-DGM12021.03 | — | 30.1 | 59.1 | 48.6 | 40 | 79.7 | 51.6 | 32.4 | 55.4 | 26.1 | 52.1 | 47 | 50.1 | 56.8 | 59.9 | 27.6 | 90.4 | 50.9 | 33.1 | 71.3 | 78.8 | 52 | |
| qc-DGM22021.03 | — | 30.9 | 59.8 | 48.8 | 40.5 | 79.6 | 51.7 | 32.5 | 55.8 | 27.5 | 52.1 | 48 | 50.7 | 57.3 | 60.3 | 28.1 | 90.8 | 51 | 35.5 | 71.5 | 79.9 | 52.6 |