Image Classification on CIFAR-10-C Severity 5 Mild Scenario
62.82Accuracy (Gaussian Noise)Grad
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| GradSeverity Level=5, Batch Size=64, Scenario=Mild2026.06 | 62.82 | 72.47 | 60.04 | 75.6 | 85.73 | 92.49 | 87.49 | 91.82 | 78.44 | 86.74 | 65.68 | 90.07 | 79.12 | |
| NaiveSeverity Level=5, Batch Size=64, Scenario=Mild2026.06 | 62.02 | 72.3 | 64.48 | 73.14 | 86.08 | 92.28 | 87.56 | 92.01 | 75.47 | 86.96 | 64.62 | 90.24 | 78.93 | |
| SVGDSeverity Level=5, Batch Size=64, Scenario=Mild2026.06 | 61.28 | 72.21 | 61.76 | 72.01 | 79.63 | 92.13 | 86.01 | 89.38 | 78.73 | 85.34 | 64.78 | 90.17 | 77.79 | |
| SARSeverity Level=5, Batch Size=64, Scenario=Mild2026.06 | 41.4 | 46.64 | 43.57 | 50.89 | 71.59 | 94.1 | 79.22 | 78.75 | 68.91 | 78.79 | 52.78 | 85.62 | 66.02 | |
| KLSeverity Level=5, Batch Size=64, Scenario=Mild2026.06 | 34.63 | 46.21 | 35.82 | 42.85 | 71.58 | 87.52 | 68.9 | 88.43 | 61.27 | 77.86 | 57.4 | 81.46 | 62.83 | |
| DeYOSeverity Level=5, Batch Size=64, Scenario=Mild2026.06 | 33.35 | 42.2 | 20.69 | 43.87 | 67.7 | 88.14 | 76.78 | 86.45 | 55.13 | 75.73 | 40.5 | 84.3 | 59.57 | |
| CLIP-ViT-B-32Severity Level=5, Batch Size=64, Scenario=Mild2026.06 | 25.21 | 36.7 | 31.3 | 34.21 | 51.02 | 88.4 | 67.18 | 76.98 | 31.26 | 56.3 | 28.9 | 43.21 | 47.55 | |
| TentSeverity Level=5, Batch Size=64, Scenario=Mild2026.06 | 13.54 | 16.01 | 12.67 | 16.04 | 71.45 | 94.79 | 80.09 | 91.95 | 26.6 | 80.23 | 18.47 | 75.85 | 49.81 |