Prediction-grounded correlation with accuracy difference on ImageNet 100
0.38Spearman CorrelationMulti-Scale CKA
Evaluation Results
| Method | Links | |
|---|---|---|
| Multi-Scale CKAArchitecture=RNet182026.05 | 0.38 | |
| CKAArchitecture=RNet182026.05 | 0.36 | |
| AD-DistCorrArchitecture=VGG112026.05 | 0.32 | |
| DistCorrArchitecture=RNet182026.05 | 0.31 | |
| Multi-Scale DistCorrArchitecture=RNet182026.05 | 0.31 | |
| SVCCAArchitecture=RNet182026.05 | 0.29 | |
| SoftCorrArchitecture=RNet182026.05 | 0.27 | |
| AD-CKAArchitecture=VGG112026.05 | 0.27 | |
| RSAArchitecture=VGG112026.05 | 0.24 | |
| AngShapeArchitecture=RNet182026.05 | 0.21 | |
| HardCorrArchitecture=RNet182026.05 | 0.21 | |
| OrthProcArchitecture=RNet182026.05 | 0.21 | |
| LinRegArchitecture=RNet182026.05 | 0.19 | |
| AD-DistCorrArchitecture=VGG192026.05 | 0.19 | |
| Multi-Scale CKAArchitecture=RNet1012026.05 | 0.18 | |
| IMDArchitecture=RNet182026.05 | 0.17 | |
| UnifDiffArchitecture=VGG112026.05 | 0.17 | |
| AD-CKAArchitecture=RNet182026.05 | 0.17 | |
| AD-DistCorrArchitecture=RNet182026.05 | 0.17 | |
| CKAArchitecture=RNet1012026.05 | 0.16 | |
| AngShapeArchitecture=RNet1012026.05 | 0.15 | |
| OrthProcArchitecture=RNet1012026.05 | 0.15 | |
| PermProcArchitecture=VGG112026.05 | 0.14 | |
| ProcDistArchitecture=RNet1012026.05 | 0.14 | |
| ProcDistArchitecture=VGG112026.05 | 0.13 | |
| RankSimArchitecture=RNet1012026.05 | 0.13 | |
| IMDArchitecture=RNet1012026.05 | 0.12 | |
| GULPArchitecture=RNet1012026.05 | 0.12 | |
| PWCCAArchitecture=VGG192026.05 | 0.11 | |
| EOSArchitecture=RNet1012026.05 | 0.11 | |
| RSMDiffArchitecture=RNet1012026.05 | 0.11 | |
| GULPArchitecture=VGG192026.05 | 0.1 | |
| AD-CKAArchitecture=VGG192026.05 | 0.1 | |
| LinRegArchitecture=RNet1012026.05 | 0.09 | |
| LinRegArchitecture=VGG192026.05 | 0.09 | |
| RTDArchitecture=RNet182026.05 | 0.09 | |
| RSAArchitecture=RNet1012026.05 | 0.09 | |
| RSMDiffArchitecture=RNet182026.05 | 0.09 | |
| PermProcArchitecture=RNet1012026.05 | 0.08 | |
| ProcDistArchitecture=RNet182026.05 | 0.08 | |
| ProcDistArchitecture=VGG192026.05 | 0.08 | |
| IMDArchitecture=VGG112026.05 | 0.08 | |
| DistCorrArchitecture=RNet1012026.05 | 0.08 | |
| EOSArchitecture=VGG192026.05 | 0.08 | |
| PermProcArchitecture=RNet182026.05 | 0.07 | |
| JaccardArchitecture=VGG192026.05 | 0.07 | |
| RankSimArchitecture=RNet182026.05 | 0.07 | |
| RSAArchitecture=RNet182026.05 | 0.06 | |
| AD-CKAArchitecture=RNet1012026.05 | 0.06 | |
| Multi-Scale DistCorrArchitecture=RNet1012026.05 | 0.06 | |
| AD-DistCorrArchitecture=RNet1012026.05 | 0.06 | |
| 2nd-CosArchitecture=RNet1012026.05 | 0.05 | |
| RTDArchitecture=VGG192026.05 | 0.05 | |
| EOSArchitecture=RNet182026.05 | 0.05 | |
| SoftCorrArchitecture=RNet1012026.05 | 0.04 | |
| AngShapeArchitecture=VGG192026.05 | 0.03 | |
| OrthProcArchitecture=VGG192026.05 | 0.03 | |
| RankSimArchitecture=VGG192026.05 | 0.03 | |
| CKAArchitecture=VGG112026.05 | 0.03 | |
| DistCorrArchitecture=VGG112026.05 | 0.03 | |
| GULPArchitecture=RNet182026.05 | 0.02 | |
| Multi-Scale DistCorrArchitecture=VGG112026.05 | 0.02 | |
| Multi-Scale CKAArchitecture=VGG112026.05 | 0.01 | |
| SVCCAArchitecture=RNet1012026.05 | 0 | |
| AlignCosArchitecture=RNet1012026.05 | -0.01 | |
| HardCorrArchitecture=RNet1012026.05 | -0.01 | |
| HardCorrArchitecture=VGG112026.05 | -0.01 | |
| RankSimArchitecture=VGG112026.05 | -0.01 | |
| PWCCAArchitecture=RNet182026.05 | -0.02 | |
| AngShapeArchitecture=VGG112026.05 | -0.02 | |
| OrthProcArchitecture=VGG112026.05 | -0.02 | |
| PermProcArchitecture=VGG192026.05 | -0.02 | |
| HardCorrArchitecture=VGG192026.05 | -0.03 | |
| SoftCorrArchitecture=VGG112026.05 | -0.03 | |
| SVCCAArchitecture=VGG112026.05 | -0.04 | |
| LinRegArchitecture=VGG112026.05 | -0.04 | |
| JaccardArchitecture=RNet1012026.05 | -0.04 | |
| ConcDiffArchitecture=RNet1012026.05 | -0.04 | |
| UnifDiffArchitecture=VGG192026.05 | -0.04 | |
| RSMDiffArchitecture=VGG112026.05 | -0.04 | |
| MagDiffArchitecture=RNet1012026.05 | -0.06 | |
| MagDiffArchitecture=VGG112026.05 | -0.07 | |
| AlignCosArchitecture=RNet182026.05 | -0.08 | |
| 2nd-CosArchitecture=RNet182026.05 | -0.08 | |
| RSMDiffArchitecture=VGG192026.05 | -0.08 | |
| PWCCAArchitecture=RNet1012026.05 | -0.09 | |
| SoftCorrArchitecture=VGG192026.05 | -0.1 | |
| JaccardArchitecture=RNet182026.05 | -0.11 | |
| ConcDiffArchitecture=RNet182026.05 | -0.11 | |
| ConcDiffArchitecture=VGG112026.05 | -0.11 | |
| AlignCosArchitecture=VGG192026.05 | -0.12 | |
| MagDiffArchitecture=VGG192026.05 | -0.12 | |
| AlignCosArchitecture=VGG112026.05 | -0.13 | |
| ConcDiffArchitecture=VGG192026.05 | -0.13 | |
| MagDiffArchitecture=RNet182026.05 | -0.16 | |
| IMDArchitecture=VGG192026.05 | -0.17 | |
| GULPArchitecture=VGG112026.05 | -0.17 | |
| PWCCAArchitecture=VGG112026.05 | -0.18 | |
| 2nd-CosArchitecture=VGG192026.05 | -0.18 | |
| UnifDiffArchitecture=RNet182026.05 | -0.18 |