# Image Classification on ImageNet-C mild scenario (severity level 5) Source: [Image Classification on ImageNet-C mild scenario (severity level 5)]() Collection index: [llms.txt]() Data updated: 2026-07-02T08:19:46.942Z Evaluation of Image Classification robustness on the ImageNet-C dataset, specifically using the mild scenario corruption configuration 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 mild scenario (severity level 5) | | Metric | Gauss Error | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 14 of 14 | | 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 - [Gauss Error](): Lower is better; unit: SCALAR. - [Shot Error](): Lower is better; unit: SCALAR. - [Impulse Error](): Lower is better; unit: SCALAR. - [Defocus Error](): Lower is better; unit: SCALAR. - [Glass Error](): Lower is better; unit: SCALAR. - [Motion Error](): Lower is better; unit: SCALAR. - [Zoom Error](): Lower is better; unit: SCALAR. - [Snow Error](): Lower is better; unit: SCALAR. - [Frost Error](): Lower is better; unit: SCALAR. - [Fog Error](): Lower is better; unit: SCALAR. - [Brightness Error](): Lower is better; unit: SCALAR. - [Contrast Error](): Lower is better; unit: SCALAR. - [Elastic Error](): Lower is better; unit: SCALAR. - [Pixel Error](): Lower is better; unit: SCALAR. - [JPEG Error](): Lower is better; unit: SCALAR. - [Avg Corruption Error (S5)](): Lower is better; unit: SCALAR. ## Recorded results | Method | Gauss Error | Result date | Report paper | | --- | --- | --- | --- | | ResNet-50-BN | 2.2 | Not recorded | 68fa72801e209131cea56d2d | | MEMO | 7.5 | Not recorded | 68fa72801e209131cea56d2d | | ResNet-50-BN | 27.61 | Not recorded | 6a45f082dc71372d7795a1b9 | | SAR | 28.67 | Not recorded | 6a45f082dc71372d7795a1b9 | | Tent | 29.18 | Not recorded | 6a45f082dc71372d7795a1b9 | | Tent | 29.2 | Not recorded | 68fa72801e209131cea56d2d | | SAR | 30.6 | Not recorded | 68fa72801e209131cea56d2d | | DeYO | 34.58 | Not recorded | 6a45f082dc71372d7795a1b9 | | EATA | 34.9 | Not recorded | 68fa72801e209131cea56d2d | | Naive | 35.52 | Not recorded | 6a45f082dc71372d7795a1b9 | | DeYO | 35.6 | Not recorded | 68fa72801e209131cea56d2d | | SVGD | 36.07 | Not recorded | 6a45f082dc71372d7795a1b9 | | Grad | 36.12 | Not recorded | 6a45f082dc71372d7795a1b9 | | KL | 36.15 | Not recorded | 6a45f082dc71372d7795a1b9 | ### ResNet-50-BN Gauss Error: 2.2. Result ID: 69922f423a6c3148490d2415. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50-BN"}. This record does not assert independent reproduction. ### MEMO Gauss Error: 7.5. Result ID: 69922f423a6c3148490d2416. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50-BN"}. This record does not assert independent reproduction. ### ResNet-50-BN Gauss Error: 27.61. Result ID: 6a461f2160b88bb33984dfff. [Reporting paper]() Recorded evaluation configuration: {"Batch size":"64","Severity level":"5","Backbone":"ResNet-50-BN"}. This record does not assert independent reproduction. ### SAR Gauss Error: 28.67. Result ID: 6a461f2160b88bb33984e001. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Batch size":"64","Severity level":"5","Backbone":"OpenCLIP"}. This record does not assert independent reproduction. ### Tent Gauss Error: 29.18. Result ID: 6a461f2160b88bb33984e000. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Batch size":"64","Severity level":"5","Backbone":"OpenCLIP"}. This record does not assert independent reproduction. ### Tent Gauss Error: 29.2. Result ID: 69922f423a6c3148490d2417. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50-BN"}. This record does not assert independent reproduction. ### SAR Gauss Error: 30.6. Result ID: 69922f423a6c3148490d2419. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50-BN"}. This record does not assert independent reproduction. ### DeYO Gauss Error: 34.58. Result ID: 6a461f2160b88bb33984e002. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Batch size":"64","Severity level":"5","Backbone":"OpenCLIP"}. This record does not assert independent reproduction. ### EATA Gauss Error: 34.9. Result ID: 69922f423a6c3148490d2418. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50-BN"}. This record does not assert independent reproduction. ### Naive Gauss Error: 35.52. Result ID: 6a461f2160b88bb33984e003. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Batch size":"64","Severity level":"5","Backbone":"OpenCLIP"}. This record does not assert independent reproduction. ### DeYO Gauss Error: 35.6. Result ID: 69922f423a6c3148490d241a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-50-BN"}. This record does not assert independent reproduction. ### SVGD Gauss Error: 36.07. Result ID: 6a461f2160b88bb33984e004. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Batch size":"64","Severity level":"5","Backbone":"OpenCLIP"}. This record does not assert independent reproduction. ### Grad Gauss Error: 36.12. Result ID: 6a461f2160b88bb33984e006. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Batch size":"64","Severity level":"5","Backbone":"OpenCLIP"}. This record does not assert independent reproduction. ### KL Gauss Error: 36.15. Result ID: 6a461f2160b88bb33984e005. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Batch size":"64","Severity level":"5","Backbone":"OpenCLIP"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.