Vision similarity grounding on ImageNet 100
0.38Accuracy CorrelationMulti-Scale CKA
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Multi-Scale CKADomain=Vision, Architecture=ResNet182026.05 | 0.38 | 0.28 | 100 | 74 | |
| CKADomain=Vision, Architecture=ResNet182026.05 | 0.36 | 0.3 | 100 | 90 | |
| DistCorrDomain=Vision, Architecture=ResNet182026.05 | 0.31 | 0.26 | 100 | 83 | |
| Multi-Scale DistCorrDomain=Vision, Architecture=ResNet182026.05 | 0.31 | 0.25 | 99 | 60 | |
| SVCCADomain=Vision, Architecture=ResNet182026.05 | 0.29 | 0.21 | 55 | 40 | |
| SoftCorrDomain=Vision, Architecture=ResNet182026.05 | 0.27 | 0.45 | 97 | 45 | |
| RBF-CKADomain=Vision, Architecture=ResNet182026.05 | 0.25 | 0.17 | 100 | 65 | |
| Multi-Scale RBF-CKADomain=Vision, Architecture=ResNet182026.05 | 0.25 | 0.17 | 97 | 65 | |
| AngShapeDomain=Vision, Architecture=ResNet182026.05 | 0.21 | 0.24 | 100 | 71 | |
| HardCorrDomain=Vision, Architecture=ResNet182026.05 | 0.21 | 0.28 | 97 | 46 | |
| OrthProcDomain=Vision, Architecture=ResNet182026.05 | 0.21 | 0.24 | 100 | 71 | |
| LinRegDomain=Vision, Architecture=ResNet182026.05 | 0.19 | 0.21 | 99 | 94 | |
| IMDDomain=Vision, Architecture=ResNet182026.05 | 0.17 | -0.11 | 67 | 56 | |
| AD-CKADomain=Vision, Architecture=ResNet182026.05 | 0.17 | 0.33 | 91 | 66 | |
| AD-DistCorrDomain=Vision, Architecture=ResNet182026.05 | 0.17 | 0.21 | 92 | 64 | |
| AD-RBF-CKADomain=Vision, Architecture=ResNet182026.05 | 0.14 | 0.06 | 96 | 64 | |
| RSMDiffDomain=Vision, Architecture=ResNet182026.05 | 0.09 | -0.41 | 57 | 45 | |
| RTDDomain=Vision, Architecture=ResNet182026.05 | 0.09 | -0.18 | 100 | 57 | |
| ProcDistDomain=Vision, Architecture=ResNet182026.05 | 0.08 | 0.1 | 100 | 58 | |
| PermProcDomain=Vision, Architecture=ResNet182026.05 | 0.07 | 0.18 | 72 | 41 | |
| RankSimDomain=Vision, Architecture=ResNet182026.05 | 0.07 | -0.15 | 99 | 71 | |
| RSADomain=Vision, Architecture=ResNet182026.05 | 0.06 | 0.12 | 100 | 98 | |
| EOSDomain=Vision, Architecture=ResNet182026.05 | 0.05 | 0.09 | 100 | 93 | |
| GULPDomain=Vision, Architecture=ResNet182026.05 | 0.02 | 0.07 | 100 | 92 | |
| PWCCADomain=Vision, Architecture=ResNet182026.05 | -0.02 | 0.13 | 99 | 90 | |
| AlignCosDomain=Vision, Architecture=ResNet182026.05 | -0.08 | 0.08 | 100 | 71 | |
| 2nd-CosDomain=Vision, Architecture=ResNet182026.05 | -0.08 | -0.13 | 100 | 78 | |
| JaccardDomain=Vision, Architecture=ResNet182026.05 | -0.11 | 0.36 | 100 | 79 | |
| ConcDiffDomain=Vision, Architecture=ResNet182026.05 | -0.11 | -0.29 | 53 | 43 | |
| MagDiffDomain=Vision, Architecture=ResNet182026.05 | -0.16 | -0.38 | 37 | 37 | |
| UnifDiffDomain=Vision, Architecture=ResNet182026.05 | -0.18 | -0.34 | 75 | 17 |