# Image Classification on ImageNet C R Sketch A (test) Source: [Image Classification on ImageNet C R Sketch A (test)]() Collection index: [llms.txt]() Data updated: 2026-03-17T09:53:32.867Z Evaluation of Image Classification performance across the combined test sets of ImageNet-C (Corruption), ImageNet-R (Rendition), ImageNet-Sketch, and ImageNet-A (Adversarial) variants. 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 R Sketch A 1.0 (test) | | Metric | Accuracy (ImageNet-C) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 10 of 10 | | 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 (ImageNet-C)](): Higher is better; unit: PERCENT. - [Accuracy (ImageNet-R)](): Higher is better; unit: PERCENT. - [Accuracy (ImageNet-Sketch)](): Higher is better; unit: PERCENT. - [Accuracy (ImageNet-A)](): Higher is better; unit: PERCENT. - [Average Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (ImageNet-C) | Result date | Report paper | | --- | --- | --- | --- | | EATA | 47.1 | Not recorded | 69b8e03b0636e5bf4afbed59 | | SAR | 46.8 | Not recorded | 69b8e03b0636e5bf4afbed59 | | ZOTTA | 44.9 | Not recorded | 69b8e03b0636e5bf4afbed59 | | DeYO | 34.9 | Not recorded | 69b8e03b0636e5bf4afbed59 | | CoTTA | 32.7 | Not recorded | 69b8e03b0636e5bf4afbed59 | | TENT | 31.4 | Not recorded | 69b8e03b0636e5bf4afbed59 | | NoAdapt | 31.3 | Not recorded | 69b8e03b0636e5bf4afbed59 | | T3A | 30.9 | Not recorded | 69b8e03b0636e5bf4afbed59 | | LAME | 30.5 | Not recorded | 69b8e03b0636e5bf4afbed59 | | FOA | 24.5 | Not recorded | 69b8e03b0636e5bf4afbed59 | ### EATA Accuracy (ImageNet-C): 47.1. Result ID: 69b9248d47f34ce924a242aa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"BP-based","Backbone":"ResNet50-GN"}. This record does not assert independent reproduction. ### SAR Accuracy (ImageNet-C): 46.8. Result ID: 69b9248d47f34ce924a242a9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"BP-based","Backbone":"ResNet50-GN"}. This record does not assert independent reproduction. ### ZOTTA Accuracy (ImageNet-C): 44.9. Result ID: 69b9248d47f34ce924a242af. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"BP-free","Backbone":"ResNet50-GN"}. This record does not assert independent reproduction. ### DeYO Accuracy (ImageNet-C): 34.9. Result ID: 69b9248d47f34ce924a242ab. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"BP-based","Backbone":"ResNet50-GN"}. This record does not assert independent reproduction. ### CoTTA Accuracy (ImageNet-C): 32.7. Result ID: 69b9248d47f34ce924a242a8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"BP-based","Backbone":"ResNet50-GN"}. This record does not assert independent reproduction. ### TENT Accuracy (ImageNet-C): 31.4. Result ID: 69b9248d47f34ce924a242a7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"BP-based","Backbone":"ResNet50-GN"}. This record does not assert independent reproduction. ### NoAdapt Accuracy (ImageNet-C): 31.3. Result ID: 69b9248d47f34ce924a242a6. [Reporting paper]() Recorded evaluation configuration: {"Type":"/","Backbone":"ResNet50-GN"}. This record does not assert independent reproduction. ### T3A Accuracy (ImageNet-C): 30.9. Result ID: 69b9248d47f34ce924a242ad. [Reporting paper]() Recorded evaluation configuration: {"Type":"BP-free","Backbone":"ResNet50-GN"}. This record does not assert independent reproduction. ### LAME Accuracy (ImageNet-C): 30.5. Result ID: 69b9248d47f34ce924a242ac. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"BP-free","Backbone":"ResNet50-GN"}. This record does not assert independent reproduction. ### FOA Accuracy (ImageNet-C): 24.5. Result ID: 69b9248d47f34ce924a242ae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"BP-free","Backbone":"ResNet50-GN"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.