# Image Classification on ImageNet-C (Top-1 Acc. and mCE) Source: [Image Classification on ImageNet-C (Top-1 Acc. and mCE)]() Collection index: [llms.txt]() Data updated: 2026-07-02T08:59:08.940Z Evaluation of Image Classification robustness on the ImageNet-C benchmark, reporting both Top-1 Accuracy and the Mean Corruption Error (mCE). 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 | | Metric | Top-1 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 44 of 44 | | 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. - [mCE](): Lower is better; unit: PERCENT. ## Recorded results | Method | Top-1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Noisy Student Training (L2) | 77.8 | Not recorded | 68fa67cc1e209131cea187d2 | | Noisy Student Training (L2) | 76.5 | Not recorded | 68fa67cc1e209131cea187d2 | | EfficientNet-L2 | 66.6 | Not recorded | 68fa67cc1e209131cea187d2 | | DeiT-L | 63.4 | Not recorded | 68fa77681e209131cea7315b | | DeiT-B | 62.8 | Not recorded | 68fa77681e209131cea7315b | | EfficientNet-L2 | 62.6 | Not recorded | 68fa67cc1e209131cea187d2 | | DeiT-B | 62.1 | Not recorded | 68fa77681e209131cea7315b | | DeiT-L | 59.3 | Not recorded | 68fa77681e209131cea7315b | | DeiT-S | 58.8 | Not recorded | 68fa77681e209131cea7315b | | DeiT-S | 57 | Not recorded | 68fa77681e209131cea7315b | | ViT-S | 52.6 | Not recorded | 68fa77681e209131cea7315b | | Patch Gaussian | 52.3 | Not recorded | 68fa67cc1e209131cea187d2 | | ViT-B | 51.6 | Not recorded | 68fa77681e209131cea7315b | | ViT-L | 48.2 | Not recorded | 68fa77681e209131cea7315b | | ResNet101 | 46.3 | Not recorded | 68fa77681e209131cea7315b | | Swin-S | 45.6 | Not recorded | 68fa77681e209131cea7315b | | SIN | 45.2 | Not recorded | 68fa67cc1e209131cea187d2 | | ViT-S | 44.7 | Not recorded | 68fa77681e209131cea7315b | | ResNet101 | 41.7 | Not recorded | 68fa77681e209131cea7315b | | Swin-Ti | 41.4 | Not recorded | 68fa77681e209131cea7315b | | ResNet50 | 41 | Not recorded | 68fa77681e209131cea7315b | | ViT-B | 40.4 | Not recorded | 68fa77681e209131cea7315b | | ResNet-50 | 39 | Not recorded | 68fa67cc1e209131cea187d2 | | Swin-S | 39 | Not recorded | 68fa77681e209131cea7315b | | ViT-L | 38.4 | Not recorded | 68fa77681e209131cea7315b | | ResNet50 | 38 | Not recorded | 68fa77681e209131cea7315b | | CNFA | 37.8 | Not recorded | 68fa744e1e209131cea60eb2 | | CFA | 36.9 | Not recorded | 68fa744e1e209131cea60eb2 | | NCL | 36.1 | Not recorded | 68fa744e1e209131cea60eb2 | | Swin-Ti | 36 | Not recorded | 68fa77681e209131cea7315b | | CL | 34.5 | Not recorded | 68fa744e1e209131cea60eb2 | ### Noisy Student Training (L2) Top-1 Accuracy: 77.8. Result ID: 69a1391335dfcabb00e59bb8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Res.":"299"}. This record does not assert independent reproduction. ### Noisy Student Training (L2) Top-1 Accuracy: 76.5. Result ID: 69a1391335dfcabb00e59bb6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Res.":"224"}. This record does not assert independent reproduction. ### EfficientNet-L2 Top-1 Accuracy: 66.6. Result ID: 69a1391335dfcabb00e59bb7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Res.":"299"}. This record does not assert independent reproduction. ### DeiT-L Top-1 Accuracy: 63.4. Result ID: 6a46285a60b88bb3398595c5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ForAug":"True"}. This record does not assert independent reproduction. ### DeiT-B Top-1 Accuracy: 62.8. Result ID: 6a46285a60b88bb3398595c3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ForAug":"True"}. This record does not assert independent reproduction. ### EfficientNet-L2 Top-1 Accuracy: 62.6. Result ID: 69a1391335dfcabb00e59bb5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Res.":"224"}. This record does not assert independent reproduction. ### DeiT-B Top-1 Accuracy: 62.1. Result ID: 6a46285a60b88bb3398595c2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ForAug":"False"}. This record does not assert independent reproduction. ### DeiT-L Top-1 Accuracy: 59.3. Result ID: 6a46285a60b88bb3398595c4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ForAug":"False"}. This record does not assert independent reproduction. ### DeiT-S Top-1 Accuracy: 58.8. Result ID: 6a46285a60b88bb3398595c0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ForAug":"False"}. This record does not assert independent reproduction. ### DeiT-S Top-1 Accuracy: 57. Result ID: 6a46285a60b88bb3398595c1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ForAug":"True"}. This record does not assert independent reproduction. ### ViT-S Top-1 Accuracy: 52.6. Result ID: 6a46285a60b88bb3398595bb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ForAug":"True"}. This record does not assert independent reproduction. ### Patch Gaussian Top-1 Accuracy: 52.3. Result ID: 69a1391235dfcabb00e59bb3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Res.":"299"}. This record does not assert independent reproduction. ### ViT-B Top-1 Accuracy: 51.6. Result ID: 6a46285a60b88bb3398595bd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ForAug":"True"}. This record does not assert independent reproduction. ### ViT-L Top-1 Accuracy: 48.2. Result ID: 6a46285a60b88bb3398595bf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ForAug":"True"}. This record does not assert independent reproduction. ### ResNet101 Top-1 Accuracy: 46.3. Result ID: 6a46285a60b88bb3398595cd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ForAug":"True"}. This record does not assert independent reproduction. ### Swin-S Top-1 Accuracy: 45.6. Result ID: 6a46285a60b88bb3398595c9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ForAug":"True"}. This record does not assert independent reproduction. ### SIN Top-1 Accuracy: 45.2. Result ID: 69a1391235dfcabb00e59bb2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Res.":"224"}. This record does not assert independent reproduction. ### ViT-S Top-1 Accuracy: 44.7. Result ID: 6a46285a60b88bb3398595ba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ForAug":"False"}. This record does not assert independent reproduction. ### ResNet101 Top-1 Accuracy: 41.7. Result ID: 6a46285a60b88bb3398595cc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ForAug":"False"}. This record does not assert independent reproduction. ### Swin-Ti Top-1 Accuracy: 41.4. Result ID: 6a46285a60b88bb3398595c7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ForAug":"True"}. This record does not assert independent reproduction. ### ResNet50 Top-1 Accuracy: 41. Result ID: 6a46285a60b88bb3398595cb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ForAug":"True"}. This record does not assert independent reproduction. ### ViT-B Top-1 Accuracy: 40.4. Result ID: 6a46285a60b88bb3398595bc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ForAug":"False"}. This record does not assert independent reproduction. ### ResNet-50 Top-1 Accuracy: 39. Result ID: 69a1391235dfcabb00e59bb1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Res.":"224"}. This record does not assert independent reproduction. ### Swin-S Top-1 Accuracy: 39. Result ID: 6a46285a60b88bb3398595c8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ForAug":"False"}. This record does not assert independent reproduction. ### ViT-L Top-1 Accuracy: 38.4. Result ID: 6a46285a60b88bb3398595be. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ForAug":"False"}. This record does not assert independent reproduction. ### ResNet50 Top-1 Accuracy: 38. Result ID: 6a46285a60b88bb3398595ca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ForAug":"False"}. This record does not assert independent reproduction. ### CNFA Top-1 Accuracy: 37.8. Result ID: 6a4366f4fbc373592c92e6ac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Resnet-18"}. This record does not assert independent reproduction. ### CFA Top-1 Accuracy: 36.9. Result ID: 6a4366f4fbc373592c92e6aa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Resnet-18"}. This record does not assert independent reproduction. ### NCL Top-1 Accuracy: 36.1. Result ID: 6a4366f4fbc373592c92e6ab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Resnet-18"}. This record does not assert independent reproduction. ### Swin-Ti Top-1 Accuracy: 36. Result ID: 6a46285a60b88bb3398595c6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ForAug":"False"}. This record does not assert independent reproduction. ### CL Top-1 Accuracy: 34.5. Result ID: 6a4366f4fbc373592c92e6a9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Resnet-18"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.