# Image Classification on CIFAR10 16/255 noise (test) Source: [Image Classification on CIFAR10 16/255 noise (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:53:33.381Z Evaluation of Image Classification performance on the CIFAR-10 test set corrupted with 16/255 noise, specifically measuring natural accuracy and robustness against PGD-50-10 adversarial attacks. 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) | CIFAR10 16/255 noise (test) | | Metric | Natural Accuracy | | 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 - [Natural Accuracy](): Higher is better; unit: PERCENT. - [PGD-50-10 Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Natural Accuracy | Result date | Report paper | | --- | --- | --- | --- | | MultiGrad | 82.98 | Not recorded | 68fa74c91e209131cea63c91 | | ZeroGrad | 79.65 | Not recorded | 68fa74c91e209131cea63c91 | | PGD-2 | 72.31 | Not recorded | 68fa74c91e209131cea63c91 | | PGD-10(20) | 67.2 | Not recorded | 68fa74c91e209131cea63c91 | | RS-FGSM | 66.54 | Not recorded | 68fa74c91e209131cea63c91 | | RS-AAER | 64.56 | Not recorded | 68fa74c91e209131cea63c91 | | N-FGSM | 62.96 | Not recorded | 68fa74c91e209131cea63c91 | | N-AAER | 61.84 | Not recorded | 68fa74c91e209131cea63c91 | | Grad Align | 60.37 | Not recorded | 68fa74c91e209131cea63c91 | | FreeAT | 45.84 | Not recorded | 68fa74c91e209131cea63c91 | ### MultiGrad Natural Accuracy: 82.98. Result ID: 6993679f3a6c31484915b3fc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"PreActResNet-18"}. This record does not assert independent reproduction. ### ZeroGrad Natural Accuracy: 79.65. Result ID: 6993679f3a6c31484915b3fb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"PreActResNet-18"}. This record does not assert independent reproduction. ### PGD-2 Natural Accuracy: 72.31. Result ID: 6993679f3a6c31484915b402. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"PreActResNet-18"}. This record does not assert independent reproduction. ### PGD-10(20) Natural Accuracy: 67.2. Result ID: 6993679f3a6c31484915b403. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"PreActResNet-18"}. This record does not assert independent reproduction. ### RS-FGSM Natural Accuracy: 66.54. Result ID: 6993679f3a6c31484915b3fe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"PreActResNet-18"}. This record does not assert independent reproduction. ### RS-AAER Natural Accuracy: 64.56. Result ID: 6993679f3a6c31484915b400. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"PreActResNet-18"}. This record does not assert independent reproduction. ### N-FGSM Natural Accuracy: 62.96. Result ID: 6993679f3a6c31484915b3ff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"PreActResNet-18"}. This record does not assert independent reproduction. ### N-AAER Natural Accuracy: 61.84. Result ID: 6993679f3a6c31484915b401. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"PreActResNet-18"}. This record does not assert independent reproduction. ### Grad Align Natural Accuracy: 60.37. Result ID: 6993679f3a6c31484915b3fd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"PreActResNet-18"}. This record does not assert independent reproduction. ### FreeAT Natural Accuracy: 45.84. Result ID: 6993679f3a6c31484915b3fa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"PreActResNet-18"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.