# Image Classification on ImageNet-C (Corruption Level Accuracies) Source: [Image Classification on ImageNet-C (Corruption Level Accuracies)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:40:34.994Z Evaluation of Image Classification robustness on the ImageNet-C dataset, reporting accuracy across five severity levels for defocus, glass, and motion blur corruptions. 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 | Defocus Blur Severity 1 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 3 of 3 | | 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 - [Defocus Blur Severity 1 Accuracy](): Higher is better; unit: PERCENT. - [Defocus Blur Severity 2 Accuracy](): Higher is better; unit: PERCENT. - [Defocus Blur Severity 3 Accuracy](): Higher is better; unit: PERCENT. - [Defocus Blur Severity 4 Accuracy](): Higher is better; unit: PERCENT. - [Defocus Blur Severity 5 Accuracy](): Higher is better; unit: PERCENT. - [Glass Blur Severity 1 Accuracy](): Higher is better; unit: PERCENT. - [Glass Blur Severity 2 Accuracy](): Higher is better; unit: PERCENT. - [Glass Blur Severity 3 Accuracy](): Higher is better; unit: PERCENT. - [Glass Blur Severity 4 Accuracy](): Higher is better; unit: PERCENT. - [Glass Blur Severity 5 Accuracy](): Higher is better; unit: PERCENT. - [Motion Blur Severity 1 Accuracy](): Higher is better; unit: PERCENT. - [Motion Blur Severity 2 Accuracy](): Higher is better; unit: PERCENT. - [Motion Blur Severity 3 Accuracy](): Higher is better; unit: PERCENT. - [Motion Blur Severity 4 Accuracy](): Higher is better; unit: PERCENT. - [Motion Blur Severity 5 Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Defocus Blur Severity 1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | ADTE | 59.43 | Not recorded | 698eb005c97a0b3e3b5e66f3 | | CLIP-ViT/B-16 | 58.78 | Not recorded | 698eb005c97a0b3e3b5e66f3 | | SE | 58.62 | Not recorded | 698eb005c97a0b3e3b5e66f3 | ### ADTE Defocus Blur Severity 1 Accuracy: 59.43. Result ID: 69970eb05698665ec45c375d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CLIP-ViT/B-16 Defocus Blur Severity 1 Accuracy: 58.78. Result ID: 69970eb05698665ec45c375b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B-16"}. This record does not assert independent reproduction. ### SE Defocus Blur Severity 1 Accuracy: 58.62. Result ID: 69970eb05698665ec45c375c. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.