Image Classification on ImageNet-C mild scenario (severity level 5)
2.2Gauss ErrorResNet-50-BN
Evaluation results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ResNet-50-BNBackbone=ResNet-50-BN2024.03 | 2.2 | 2.9 | 1.8 | 17.9 | 9.8 | 14.8 | 22.5 | 16.9 | 23.3 | 24.4 | 58.9 | 5.4 | 16.9 | 20.7 | 31.7 | 18 | |
| MEMOBackbone=ResNet-50-BN2024.03 | 7.5 | 8.8 | 8.9 | 19.8 | 13 | 20.7 | 27.7 | 25.3 | 28.7 | 32.2 | 61 | 11 | 23.8 | 33 | 37.6 | 23.9 | |
| ResNet-50-BNBatch size=64, Severity level=5, Backbone=ResNet-50-BN2026.06 | 27.61 | 25.02 | 25.22 | 37.89 | 16.88 | 37.71 | 35.21 | 35.21 | 32.07 | 46.68 | 69.61 | 46.01 | 55.58 | 46.19 | 59.32 | 39.76 | |
| SARBatch size=64, Severity level=5, Backbone=OpenCLIP2026.06 | 28.67 | 31.67 | 30.4 | 28.07 | 26.84 | 42.16 | 49.64 | 47.55 | 42.68 | 57.66 | 67.42 | 38.71 | 54.36 | 58.56 | 52.53 | 43.79 | |
| TentBatch size=64, Severity level=5, Backbone=OpenCLIP2026.06 | 29.18 | 31.23 | 30.12 | 28.2 | 27.63 | 41.43 | 49.41 | 47.21 | 41.51 | 57.68 | 67.5 | 29.38 | 54.78 | 58.6 | 52.45 | 43.09 | |
| TentBackbone=ResNet-50-BN2024.03 | 29.2 | 31.2 | 30.1 | 28.1 | 27.7 | 41.4 | 49.4 | 47.2 | 41.5 | 57.7 | 67.4 | 29.2 | 54.8 | 58.5 | 52.4 | 43.1 | |
| SARBackbone=ResNet-50-BN2024.03 | 30.6 | 30.6 | 31.3 | 28.5 | 28.5 | 41.9 | 49.4 | 47.1 | 42.2 | 57.5 | 67.3 | 37.8 | 54.6 | 58.4 | 52.1 | 43.9 | |
| DeYOBatch size=64, Severity level=5, Backbone=OpenCLIP2026.06 | 34.58 | 36.92 | 36.1 | 32.76 | 33.14 | 47.55 | 51.77 | 51.67 | 45.39 | 59.57 | 66.95 | 45.07 | 57.42 | 60.49 | 54.71 | 47.61 | |
| EATABackbone=ResNet-50-BN2024.03 | 34.9 | 37.1 | 35.8 | 33.4 | 33 | 47.1 | 52.7 | 51.6 | 45.7 | 60 | 68.1 | 44.4 | 57.9 | 60.6 | 55.1 | 47.8 | |
| NaiveBatch size=64, Severity level=5, Backbone=OpenCLIP2026.06 | 35.52 | 37.34 | 37.78 | 35.02 | 33.84 | 48.11 | 52.23 | 52.28 | 45.85 | 60.35 | 67.86 | 45.53 | 57.64 | 61.29 | 54.73 | 48.36 | |
| DeYOBackbone=ResNet-50-BN2024.03 | 35.6 | 37.9 | 37.1 | 33.8 | 34.1 | 48.5 | 52.8 | 52.7 | 46.4 | 60.6 | 68 | 46.1 | 58.4 | 61.5 | 55.7 | 48.6 | |
| SVGDBatch size=64, Severity level=5, Backbone=OpenCLIP2026.06 | 36.07 | 38.1 | 37.55 | 35.02 | 34.7 | 48.58 | 52.9 | 52.48 | 46.51 | 60.57 | 67.96 | 46.44 | 58.52 | 61.43 | 55.61 | 48.83 | |
| GradBatch size=64, Severity level=5, Backbone=OpenCLIP2026.06 | 36.12 | 38.28 | 37.5 | 35.19 | 34.66 | 48.53 | 52.86 | 52.56 | 46.41 | 60.45 | 68.26 | 46.69 | 58.46 | 61.39 | 55.71 | 48.87 | |
| KLBatch size=64, Severity level=5, Backbone=OpenCLIP2026.06 | 36.15 | 38.07 | 37.46 | 34.88 | 34.28 | 48.57 | 52.91 | 52.59 | 46.4 | 60.48 | 67.97 | 45.34 | 58.52 | 61.37 | 55.73 | 48.71 |