Image Classification on CIFAR-100-C Severity 5, Mild Scenario
1.93Gaussian Noise ErrorTent
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| TentSeverity Level=5, Batch Size=64, Scenario=Mild2026.06 | 1.93 | 2.16 | 1.98 | 3.15 | 55.13 | 79.94 | 28.52 | 9.61 | 9.84 | 31.8 | 4.68 | 22.62 | 20.95 | |
| CLIP-ViT-B-32Severity Level=5, Batch Size=64, Scenario=Mild2026.06 | 5.8 | 20.01 | 4.24 | 11.36 | 23.31 | 56.62 | 21.67 | 22.23 | 11.39 | 27.86 | 6.71 | 19.81 | 19.25 | |
| SVGDSeverity Level=5, Batch Size=64, Scenario=Mild2026.06 | 8.28 | 32.08 | 9.01 | 31.29 | 73.01 | 80.41 | 65.91 | 73.51 | 40.98 | 66.31 | 8.28 | 64.86 | 46.16 | |
| KLSeverity Level=5, Batch Size=64, Scenario=Mild2026.06 | 9.31 | 31.41 | 7.67 | 30.49 | 72.47 | 77.91 | 66.71 | 73.13 | 40.89 | 67.73 | 8.28 | 64.01 | 45.83 | |
| DeYOSeverity Level=5, Batch Size=64, Scenario=Mild2026.06 | 10.6 | 25.15 | 4.27 | 21.23 | 69.37 | 78.77 | 56.89 | 70.33 | 19.4 | 60.69 | 9.17 | 63.39 | 40.77 | |
| GradSeverity Level=5, Batch Size=64, Scenario=Mild2026.06 | 10.88 | 34.27 | 9.44 | 32.58 | 73.56 | 80.21 | 68.15 | 74.68 | 41.58 | 68.91 | 11.31 | 65.04 | 47.55 | |
| NaiveSeverity Level=5, Batch Size=64, Scenario=Mild2026.06 | 11.28 | 31.87 | 8.26 | 31.43 | 73.56 | 79.71 | 67.5 | 74.34 | 40.75 | 68.67 | 8.78 | 64.98 | 46.76 | |
| SARSeverity Level=5, Batch Size=64, Scenario=Mild2026.06 | 11.71 | 16.13 | 13.75 | 18.41 | 59.79 | 80.28 | 55.27 | 27.94 | 42.54 | 52.75 | 23.72 | 33.94 | 36.35 |