# Image Classification on ImageNet-C Severity Level 3, Mixed Shifts v1 (test) Source: [Image Classification on ImageNet-C Severity Level 3, Mixed Shifts v1 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:29:28.307Z Evaluation of Image Classification performance on the ImageNet-C dataset corrupted specifically at Severity Level 3 using the Mixed Shifts v1 configuration on the test split. 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 Level 3, Mixed Shifts v1 (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 12 of 12 | | 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](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | DeYO | 72.1 | Not recorded | 68fa72801e209131cea56d2d | | SAR | 70.7 | Not recorded | 68fa72801e209131cea56d2d | | Tent | 70.2 | Not recorded | 68fa72801e209131cea56d2d | | EATA | 69.6 | Not recorded | 68fa72801e209131cea56d2d | | MEMO | 62.1 | Not recorded | 68fa72801e209131cea56d2d | | DeYO | 59.2 | Not recorded | 68fa72801e209131cea56d2d | | SAR | 57.4 | Not recorded | 68fa72801e209131cea56d2d | | EATA | 56.1 | Not recorded | 68fa72801e209131cea56d2d | | MEMO | 54.5 | Not recorded | 68fa72801e209131cea56d2d | | ResNet-50-GN | 54 | Not recorded | 68fa72801e209131cea56d2d | | VitBase-LN | 53.8 | Not recorded | 68fa72801e209131cea56d2d | | Tent | 33.1 | Not recorded | 68fa72801e209131cea56d2d | ### DeYO Accuracy: 72.1. Result ID: 69922f423a6c3148490d23de. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"VitBase-LN"}. This record does not assert independent reproduction. ### SAR Accuracy: 70.7. Result ID: 69922f423a6c3148490d23dd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VitBase-LN"}. This record does not assert independent reproduction. ### Tent Accuracy: 70.2. Result ID: 69922f423a6c3148490d23db. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VitBase-LN"}. This record does not assert independent reproduction. ### EATA Accuracy: 69.6. Result ID: 69922f423a6c3148490d23dc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VitBase-LN"}. This record does not assert independent reproduction. ### MEMO Accuracy: 62.1. Result ID: 69922f423a6c3148490d23da. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VitBase-LN"}. This record does not assert independent reproduction. ### DeYO Accuracy: 59.2. Result ID: 69922f423a6c3148490d23d8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-50-GN"}. This record does not assert independent reproduction. ### SAR Accuracy: 57.4. Result ID: 69922f423a6c3148490d23d7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50-GN"}. This record does not assert independent reproduction. ### EATA Accuracy: 56.1. Result ID: 69922f423a6c3148490d23d6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50-GN"}. This record does not assert independent reproduction. ### MEMO Accuracy: 54.5. Result ID: 69922f423a6c3148490d23d4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50-GN"}. This record does not assert independent reproduction. ### ResNet-50-GN Accuracy: 54. Result ID: 69922f423a6c3148490d23d3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50-GN"}. This record does not assert independent reproduction. ### VitBase-LN Accuracy: 53.8. Result ID: 69922f423a6c3148490d23d9. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"VitBase-LN"}. This record does not assert independent reproduction. ### Tent Accuracy: 33.1. Result ID: 69922f423a6c3148490d23d5. [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.