# Image Classification on ImageNet-C (all 15 corruptions, severity 5) Source: [Image Classification on ImageNet-C (all 15 corruptions, severity 5)]() Collection index: [llms.txt]() Data updated: 2026-07-02T08:19:46.920Z Evaluation of Image Classification robustness on the ImageNet-C dataset, specifically measuring average accuracy across all 15 defined corruption types when applied at severity level 5. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Image Classification | | Dataset (including any stated split) | ImageNet-C all 15 corruptions severity 5 | | Metric | Top-1 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 19 of 19 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [Top-1 Accuracy](): Higher is better; unit: PERCENT. - [Average Accuracy](): Higher is better; unit: PERCENT. - [Top-5 Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Grad | 61.36 | Not recorded | 6a45f082dc71372d7795a1b9 | | SVGD | 60.84 | Not recorded | 6a45f082dc71372d7795a1b9 | | Naive | 60.56 | Not recorded | 6a45f082dc71372d7795a1b9 | | KL | 60.37 | Not recorded | 6a45f082dc71372d7795a1b9 | | SAR | 57.78 | Not recorded | 6a45f082dc71372d7795a1b9 | | DeYO | 57.05 | Not recorded | 6a45f082dc71372d7795a1b9 | | SAR | 38.12 | Not recorded | 6a45f082dc71372d7795a1b9 | | Grad | 34.36 | Not recorded | 6a45f082dc71372d7795a1b9 | | Naive | 33.06 | Not recorded | 6a45f082dc71372d7795a1b9 | | SVGD | 32.71 | Not recorded | 6a45f082dc71372d7795a1b9 | | KL | 32.66 | Not recorded | 6a45f082dc71372d7795a1b9 | | Tent | 32.36 | Not recorded | 6a45f082dc71372d7795a1b9 | | DeYO | 31.36 | Not recorded | 6a45f082dc71372d7795a1b9 | | No Adapt | 30.61 | Not recorded | 6a45f082dc71372d7795a1b9 | | No Adapt | 29.94 | Not recorded | 6a45f082dc71372d7795a1b9 | | Tent | 29.8 | Not recorded | 6a45f082dc71372d7795a1b9 | ### Grad Top-1 Accuracy: 61.36. Result ID: 6a461f2160b88bb33984e021. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViTBase-LN"}. This record does not assert independent reproduction. ### SVGD Top-1 Accuracy: 60.84. Result ID: 6a461f2160b88bb33984e01f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViTBase-LN"}. This record does not assert independent reproduction. ### Naive Top-1 Accuracy: 60.56. Result ID: 6a461f2160b88bb33984e01e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViTBase-LN"}. This record does not assert independent reproduction. ### KL Top-1 Accuracy: 60.37. Result ID: 6a461f2160b88bb33984e020. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViTBase-LN"}. This record does not assert independent reproduction. ### SAR Top-1 Accuracy: 57.78. Result ID: 6a461f2160b88bb33984e01c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViTBase-LN"}. This record does not assert independent reproduction. ### DeYO Top-1 Accuracy: 57.05. Result ID: 6a461f2160b88bb33984e01d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViTBase-LN"}. This record does not assert independent reproduction. ### SAR Top-1 Accuracy: 38.12. Result ID: 6a461f2160b88bb33984e014. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50-GN"}. This record does not assert independent reproduction. ### Grad Top-1 Accuracy: 34.36. Result ID: 6a461f2160b88bb33984e019. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50-GN"}. This record does not assert independent reproduction. ### Naive Top-1 Accuracy: 33.06. Result ID: 6a461f2160b88bb33984e016. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50-GN"}. This record does not assert independent reproduction. ### SVGD Top-1 Accuracy: 32.71. Result ID: 6a461f2160b88bb33984e017. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50-GN"}. This record does not assert independent reproduction. ### KL Top-1 Accuracy: 32.66. Result ID: 6a461f2160b88bb33984e018. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50-GN"}. This record does not assert independent reproduction. ### Tent Top-1 Accuracy: 32.36. Result ID: 6a461f2160b88bb33984e01b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViTBase-LN"}. This record does not assert independent reproduction. ### DeYO Top-1 Accuracy: 31.36. Result ID: 6a461f2160b88bb33984e015. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-50-GN"}. This record does not assert independent reproduction. ### No Adapt Top-1 Accuracy: 30.61. Result ID: 6a461f2160b88bb33984e012. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50-GN"}. This record does not assert independent reproduction. ### No Adapt Top-1 Accuracy: 29.94. Result ID: 6a461f2160b88bb33984e01a. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViTBase-LN"}. This record does not assert independent reproduction. ### Tent Top-1 Accuracy: 29.8. Result ID: 6a461f2160b88bb33984e013. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50-GN"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.