| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| ImageNet-C Severity 5 (test) | CoTTA | Accuracy (Gaussian Noise, ImageNet-C S5)63.4 | 47 | 2mo ago | |
| CIFAR-10-C severity 5 (test) | CoDiRe | Gaussian Noise Accuracy (Severity 5)79.26 | 24 | 2mo ago | |
| LAION-C κ = 0.5 (severity = 1) | DOCO | Places-L Accuracy66.9 | 13 | 3mo ago | |
| ImageNet-to-ImageNet-C Average (severity 5) | DOCO | Accuracy62 | 13 | 3mo ago | |
| NINCO-C severity 5 | DOCO | Accuracy (ACC)62.1 | 13 | 3mo ago | |
| SSB-H.-C severity 5 | DOCO | Accuracy61.9 | 13 | 3mo ago | |
| SUN-C severity 5 | DOCO | Accuracy (ACC)61.9 | 13 | 3mo ago | |
| iNaturalist-C severity 5 | DOCO | Accuracy (ACC)62.5 | 13 | 3mo ago | |
| Texture-C severity 5 | DOCO | Accuracy61.8 | 13 | 3mo ago | |
| Places-C severity 5 | DOCO | Accuracy (ACC)62.1 | 13 | 3mo ago | |
| ImageNet-to-ImageNet-C severity=5, κ=0.1 (test) | DOCO | Places-C Accuracy61.7 | 13 | 3mo ago | |
| ImageNet-to-ImageNet OOD suite (Places-C, Texture-C, iNatur-C, SUN-C, SSB-H-C, NINCO-C) C (test) | DOCO | ACC (Places-C)62.4 | 13 | 3mo ago | |
| ImageNet-to-ImageNet-C severity=5, κ=0.3 (test) | DOCO | Accuracy (Places-C)61.4 | 13 | 3mo ago |
