# Image Classification on ImageNet-C Severity 3 1.0 Source: [Image Classification on ImageNet-C Severity 3 1.0]() Collection index: [llms.txt]() Data updated: 2026-07-02T08:19:46.895Z Evaluation of Image Classification robustness on the ImageNet-C dataset corrupted specifically at Severity Level 3 (version 1.0), reporting performance across 15 corruption types and the overall average. 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 Severity 3 1.0 | | Metric | Accuracy (Gauss Corruption) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 35 of 35 | | 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 - [Accuracy (Gauss Corruption)](): Higher is better; unit: PERCENT. - [Accuracy (Shot Noise Corruption)](): Higher is better; unit: PERCENT. - [Accuracy (Impulse Noise Corruption)](): Higher is better; unit: PERCENT. - [Accuracy (Defocus Corruption)](): Higher is better; unit: PERCENT. - [Accuracy (Glass Blur Corruption)](): Higher is better; unit: PERCENT. - [Accuracy (Motion Blur Corruption)](): Higher is better; unit: PERCENT. - [Accuracy (Zoom Blur Corruption)](): Higher is better; unit: PERCENT. - [Accuracy (Snow Corruption)](): Higher is better; unit: PERCENT. - [Accuracy (Frost Corruption)](): Higher is better; unit: PERCENT. - [Accuracy (Fog Corruption)](): Higher is better; unit: PERCENT. - [Accuracy (Brightness Corruption)](): Higher is better; unit: PERCENT. - [Accuracy (Contrast Corruption)](): Higher is better; unit: PERCENT. - [Accuracy (Elastic Deformation Corruption)](): Higher is better; unit: PERCENT. - [Accuracy (Pixelate Corruption)](): Higher is better; unit: PERCENT. - [Accuracy (JPEG Compression Corruption)](): Higher is better; unit: PERCENT. - [Average Accuracy (ImageNet-C S3)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (Gauss Corruption) | Result date | Report paper | | --- | --- | --- | --- | | Grad | 74.8 | Not recorded | 6a45f082dc71372d7795a1b9 | | Grad | 74.52 | Not recorded | 6a45f082dc71372d7795a1b9 | | SVGD | 74.5 | Not recorded | 6a45f082dc71372d7795a1b9 | | KL | 73.8 | Not recorded | 6a45f082dc71372d7795a1b9 | | KL | 73.2 | Not recorded | 6a45f082dc71372d7795a1b9 | | Naive | 73.1 | Not recorded | 6a45f082dc71372d7795a1b9 | | DeYO | 72.3 | Not recorded | 6a45f082dc71372d7795a1b9 | | Naive | 72.3 | Not recorded | 6a45f082dc71372d7795a1b9 | | SVGD | 72.1 | Not recorded | 6a45f082dc71372d7795a1b9 | | DeYO | 71.7 | Not recorded | 6a45f082dc71372d7795a1b9 | | SAR | 68.8 | Not recorded | 6a45f082dc71372d7795a1b9 | | Tent | 68.7 | Not recorded | 6a45f082dc71372d7795a1b9 | | SAR | 68.5 | Not recorded | 6a45f082dc71372d7795a1b9 | | Grad | 67.2 | Not recorded | 6a45f082dc71372d7795a1b9 | | Tent | 67.1 | Not recorded | 6a45f082dc71372d7795a1b9 | | SVGD | 66.6 | Not recorded | 6a45f082dc71372d7795a1b9 | | SVGD | 65.6 | Not recorded | 6a45f082dc71372d7795a1b9 | | KL | 65.6 | Not recorded | 6a45f082dc71372d7795a1b9 | | Grad | 65.6 | Not recorded | 6a45f082dc71372d7795a1b9 | | Naive | 65.3 | Not recorded | 6a45f082dc71372d7795a1b9 | | KL | 65.1 | Not recorded | 6a45f082dc71372d7795a1b9 | | Naive | 65 | Not recorded | 6a45f082dc71372d7795a1b9 | | DeYO | 64.9 | Not recorded | 6a45f082dc71372d7795a1b9 | | DeYO | 64.4 | Not recorded | 6a45f082dc71372d7795a1b9 | | SAR | 60.8 | Not recorded | 6a45f082dc71372d7795a1b9 | | SAR | 60.3 | Not recorded | 6a45f082dc71372d7795a1b9 | | Tent | 59.1 | Not recorded | 6a45f082dc71372d7795a1b9 | | Tent | 58.8 | Not recorded | 6a45f082dc71372d7795a1b9 | | ResNet-50-GN | 54.5 | Not recorded | 6a45f082dc71372d7795a1b9 | | ResNet-50-GN | 54.5 | Not recorded | 6a45f082dc71372d7795a1b9 | | VitBase-LN | 51.6 | Not recorded | 6a45f082dc71372d7795a1b9 | | ViTBase-LN | 51.5 | Not recorded | 6a45f082dc71372d7795a1b9 | | STAR (TTA) | 43.76 | Not recorded | 6a279e7290966ade919bfb30 | | STAR | 43.61 | Not recorded | 6a279e7290966ade919bfb30 | | Standard MoE | 42.94 | Not recorded | 6a279e7290966ade919bfb30 | ### Grad Accuracy (Gauss Corruption): 74.8. Result ID: 6a461f2160b88bb33984e031. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VitBase-LN","Batch Size":"1"}. This record does not assert independent reproduction. ### Grad Accuracy (Gauss Corruption): 74.52. Result ID: 6a461f2160b88bb33984e041. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VitBase-LN","Label Shifts":true}. This record does not assert independent reproduction. ### SVGD Accuracy (Gauss Corruption): 74.5. Result ID: 6a461f2160b88bb33984e02f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VitBase-LN","Batch Size":"1"}. This record does not assert independent reproduction. ### KL Accuracy (Gauss Corruption): 73.8. Result ID: 6a461f2160b88bb33984e030. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VitBase-LN","Batch Size":"1"}. This record does not assert independent reproduction. ### KL Accuracy (Gauss Corruption): 73.2. Result ID: 6a461f2160b88bb33984e040. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VitBase-LN","Label Shifts":true}. This record does not assert independent reproduction. ### Naive Accuracy (Gauss Corruption): 73.1. Result ID: 6a461f2160b88bb33984e02e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VitBase-LN","Batch Size":"1"}. This record does not assert independent reproduction. ### DeYO Accuracy (Gauss Corruption): 72.3. Result ID: 6a461f2160b88bb33984e02d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"VitBase-LN","Batch Size":"1"}. This record does not assert independent reproduction. ### Naive Accuracy (Gauss Corruption): 72.3. Result ID: 6a461f2160b88bb33984e03e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VitBase-LN","Label Shifts":true}. This record does not assert independent reproduction. ### SVGD Accuracy (Gauss Corruption): 72.1. Result ID: 6a461f2160b88bb33984e03f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VitBase-LN","Label Shifts":true}. This record does not assert independent reproduction. ### DeYO Accuracy (Gauss Corruption): 71.7. Result ID: 6a461f2160b88bb33984e03d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"VitBase-LN","Label Shifts":true}. This record does not assert independent reproduction. ### SAR Accuracy (Gauss Corruption): 68.8. Result ID: 6a461f2160b88bb33984e03c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VitBase-LN","Label Shifts":true}. This record does not assert independent reproduction. ### Tent Accuracy (Gauss Corruption): 68.7. Result ID: 6a461f2160b88bb33984e03b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VitBase-LN","Label Shifts":true}. This record does not assert independent reproduction. ### SAR Accuracy (Gauss Corruption): 68.5. Result ID: 6a461f2160b88bb33984e02c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VitBase-LN","Batch Size":"1"}. This record does not assert independent reproduction. ### Grad Accuracy (Gauss Corruption): 67.2. Result ID: 6a461f2160b88bb33984e029. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50-GN","Batch Size":"1"}. This record does not assert independent reproduction. ### Tent Accuracy (Gauss Corruption): 67.1. Result ID: 6a461f2160b88bb33984e02b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VitBase-LN","Batch Size":"1"}. This record does not assert independent reproduction. ### SVGD Accuracy (Gauss Corruption): 66.6. Result ID: 6a461f2160b88bb33984e027. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50-GN","Batch Size":"1"}. This record does not assert independent reproduction. ### SVGD Accuracy (Gauss Corruption): 65.6. Result ID: 6a461f2160b88bb33984e037. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50-GN","Label Shifts":true}. This record does not assert independent reproduction. ### KL Accuracy (Gauss Corruption): 65.6. Result ID: 6a461f2160b88bb33984e038. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50-GN","Label Shifts":true}. This record does not assert independent reproduction. ### Grad Accuracy (Gauss Corruption): 65.6. Result ID: 6a461f2160b88bb33984e039. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50-GN","Label Shifts":true}. This record does not assert independent reproduction. ### Naive Accuracy (Gauss Corruption): 65.3. Result ID: 6a461f2160b88bb33984e026. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50-GN","Batch Size":"1"}. This record does not assert independent reproduction. ### KL Accuracy (Gauss Corruption): 65.1. Result ID: 6a461f2160b88bb33984e028. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50-GN","Batch Size":"1"}. This record does not assert independent reproduction. ### Naive Accuracy (Gauss Corruption): 65. Result ID: 6a461f2160b88bb33984e036. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50-GN","Label Shifts":true}. This record does not assert independent reproduction. ### DeYO Accuracy (Gauss Corruption): 64.9. Result ID: 6a461f2160b88bb33984e035. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-50-GN","Label Shifts":true}. This record does not assert independent reproduction. ### DeYO Accuracy (Gauss Corruption): 64.4. Result ID: 6a461f2160b88bb33984e025. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-50-GN","Batch Size":"1"}. This record does not assert independent reproduction. ### SAR Accuracy (Gauss Corruption): 60.8. Result ID: 6a461f2160b88bb33984e034. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50-GN","Label Shifts":true}. This record does not assert independent reproduction. ### SAR Accuracy (Gauss Corruption): 60.3. Result ID: 6a461f2160b88bb33984e024. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50-GN","Batch Size":"1"}. This record does not assert independent reproduction. ### Tent Accuracy (Gauss Corruption): 59.1. Result ID: 6a461f2160b88bb33984e033. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50-GN","Label Shifts":true}. This record does not assert independent reproduction. ### Tent Accuracy (Gauss Corruption): 58.8. Result ID: 6a461f2160b88bb33984e023. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50-GN","Batch Size":"1"}. This record does not assert independent reproduction. ### ResNet-50-GN Accuracy (Gauss Corruption): 54.5. Result ID: 6a461f2160b88bb33984e022. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50-GN","Batch Size":"1"}. This record does not assert independent reproduction. ### ResNet-50-GN Accuracy (Gauss Corruption): 54.5. Result ID: 6a461f2160b88bb33984e032. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50-GN","Label Shifts":true}. This record does not assert independent reproduction. ### VitBase-LN Accuracy (Gauss Corruption): 51.6. Result ID: 6a461f2160b88bb33984e02a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"VitBase-LN","Batch Size":"1"}. This record does not assert independent reproduction. ### ViTBase-LN Accuracy (Gauss Corruption): 51.5. Result ID: 6a461f2160b88bb33984e03a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"VitBase-LN","Label Shifts":true}. This record does not assert independent reproduction. ### STAR (TTA) Accuracy (Gauss Corruption): 43.76. Result ID: 6a27e0eefbc373592c251951. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-S/32","Test-Time Adaptation (TTA)":"true"}. This record does not assert independent reproduction. ### STAR Accuracy (Gauss Corruption): 43.61. Result ID: 6a27e0eefbc373592c251950. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-S/32","Test-Time Adaptation (TTA)":"false"}. This record does not assert independent reproduction. ### Standard MoE Accuracy (Gauss Corruption): 42.94. Result ID: 6a27e0eefbc373592c25194f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-S/32","Test-Time Adaptation (TTA)":"false"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.