# Image Classification on ImageNet-C Severity 5 Source: [Image Classification on ImageNet-C Severity 5]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:07:04.250Z Evaluation of Image Classification performance on the ImageNet-C dataset corrupted specifically at severity level 5, reporting Top-1 Accuracy and Smoothed ECE. 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 5 | | Metric | Top-1 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 8 of 8 | | 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. - [Smoothed ECE](): Lower is better; unit: PERCENT. ## Recorded results | Method | Top-1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Reference Masking Regularization | 45.19 | Not recorded | 68fa73731e209131cea5c97b | | Reference Masking Regularization | 44.52 | Not recorded | 68fa73731e209131cea5c97b | | Reference Masking Regularization | 44.33 | Not recorded | 68fa73731e209131cea5c97b | | Standard | 42.85 | Not recorded | 68fa73731e209131cea5c97b | | Standard | 41.87 | Not recorded | 68fa73731e209131cea5c97b | | Standard | 41.09 | Not recorded | 68fa73731e209131cea5c97b | | Reference Masking Regularization | 38.58 | Not recorded | 68fa73731e209131cea5c97b | | Standard | 35.66 | Not recorded | 68fa73731e209131cea5c97b | ### Reference Masking Regularization Top-1 Accuracy: 45.19. Result ID: 6992ed033a6c314849126792. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SWINv2-B","Parameters":"87.8M"}. This record does not assert independent reproduction. ### Reference Masking Regularization Top-1 Accuracy: 44.52. Result ID: 6992ed033a6c314849126790. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VITb16","Parameters":"86.3M"}. This record does not assert independent reproduction. ### Reference Masking Regularization Top-1 Accuracy: 44.33. Result ID: 6992ed033a6c31484912678e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SWINv2-S","Parameters":"49.7M"}. This record does not assert independent reproduction. ### Standard Top-1 Accuracy: 42.85. Result ID: 6992ed033a6c31484912678d. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"SWINv2-S","Parameters":"49.7M"}. This record does not assert independent reproduction. ### Standard Top-1 Accuracy: 41.87. Result ID: 6992ed033a6c314849126791. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"SWINv2-B","Parameters":"87.8M"}. This record does not assert independent reproduction. ### Standard Top-1 Accuracy: 41.09. Result ID: 6992ed033a6c31484912678f. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"VITb16","Parameters":"86.3M"}. This record does not assert independent reproduction. ### Reference Masking Regularization Top-1 Accuracy: 38.58. Result ID: 6992ed033a6c31484912678c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SWINv2-T","Parameters":"28.4M"}. This record does not assert independent reproduction. ### Standard Top-1 Accuracy: 35.66. Result ID: 6992ed033a6c31484912678b. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"SWINv2-T","Parameters":"28.4M"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.