# Image Classification on ImageNet-C 1k (test) (Corruption Metrics) Source: [Image Classification on ImageNet-C 1k (test) (Corruption Metrics)]() Collection index: [llms.txt]() Data updated: 2026-07-07T07:27:41.911Z Evaluation of Image Classification performance on the test split of the ImageNet-C 1k dataset, reporting error rates across various common corruptions (Gaussian, motion, JPEG, snow). 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 1k (test) | | Metric | Error (Gaussian, IN-C) | | Unit | PERCENT | | Direction | Lower is better | | Results loaded | 6 of 6 | | 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 - [Error (Gaussian, IN-C)](): Lower is better; unit: PERCENT. - [Error (Motion, IN-C)](): Lower is better; unit: PERCENT. - [Error (JPEG, IN-C)](): Lower is better; unit: PERCENT. - [Error (Snow, IN-C)](): Lower is better; unit: PERCENT. ## Recorded results | Method | Error (Gaussian, IN-C) | Result date | Report paper | | --- | --- | --- | --- | | Original | 11.418 | Not recorded | 6a4c87f585dba69fef8b24c2 | | CLIP-Align | 27.188 | Not recorded | 6a4c87f585dba69fef8b24c2 | | SBSim | 28.18 | Not recorded | 6a4c87f585dba69fef8b24c2 | | Random Sampling | 31.518 | Not recorded | 6a4c87f585dba69fef8b24c2 | | Realism | 31.6 | Not recorded | 6a4c87f585dba69fef8b24c2 | | HO-HE | 35.458 | Not recorded | 6a4c87f585dba69fef8b24c2 | ### Original Error (Gaussian, IN-C): 11.418. Result ID: 6a4caa5060b88bb339c783b3. [Reporting paper]() Recorded evaluation configuration: {"Classifier":"ResNet-50"}. This record does not assert independent reproduction. ### CLIP-Align Error (Gaussian, IN-C): 27.188. Result ID: 6a4caa5060b88bb339c783b6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier":"ResNet-50"}. This record does not assert independent reproduction. ### SBSim Error (Gaussian, IN-C): 28.18. Result ID: 6a4caa5060b88bb339c783b5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier":"ResNet-50"}. This record does not assert independent reproduction. ### Random Sampling Error (Gaussian, IN-C): 31.518. Result ID: 6a4caa5060b88bb339c783b4. [Reporting paper]() Recorded evaluation configuration: {"Classifier":"ResNet-50"}. This record does not assert independent reproduction. ### Realism Error (Gaussian, IN-C): 31.6. Result ID: 6a4caa5060b88bb339c783b7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier":"ResNet-50"}. This record does not assert independent reproduction. ### HO-HE Error (Gaussian, IN-C): 35.458. Result ID: 6a4caa5060b88bb339c783b8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier":"ResNet-50"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.