Image Classification on Caltech-256 (Perturbation Robustness Evaluation)
80.2Additive Top-1 AccTIACam
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| TIACamProtocol=Linear evaluation2026.02 | 80.2 | 94 | 79.3 | 93.2 | 78.6 | 92.5 | 79 | 93 | 77.9 | 91.8 | 78.7 | 92.3 | |
| VIbCRegProtocol=Linear evaluation2026.02 | 73.7 | 87.7 | 74.1 | 85.1 | 73.9 | 87.4 | 73.3 | 87.5 | 68.2 | 83.7 | 72.5 | 84.5 | |
| VICRegProtocol=Linear evaluation2026.02 | 72.2 | 90.1 | 73.4 | 87.5 | 72.9 | 83.8 | 71.7 | 87.6 | 70.5 | 86.2 | 71.2 | 86.9 | |
| SimCLRProtocol=Linear evaluation2026.02 | 72 | 87.2 | 74.2 | 86.5 | 70 | 83 | 70.8 | 86.7 | 69.8 | 85.6 | 70.5 | 86.3 | |
| BYOLProtocol=Linear evaluation2026.02 | 71.8 | 89.8 | 78 | 87.1 | 73.6 | 86.5 | 71.4 | 88.3 | 70.2 | 86 | 71 | 86.6 | |
| Barlow TwinsProtocol=Linear evaluation2026.02 | 70.5 | 86.5 | 77.7 | 86.9 | 70.3 | 87.3 | 71.1 | 85.1 | 68.9 | 85.8 | 70.7 | 86.5 |