# Image Classification on CIFAR100 8/255 noise (test) Source: [Image Classification on CIFAR100 8/255 noise (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:53:33.412Z Evaluation of Image Classification performance on the CIFAR-100 test set corrupted with 8/255 noise, 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) | CIFAR100 8/255 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 | | --- | --- | --- | --- | | RS-FGSM | 60.29 | Not recorded | 68fa74c91e209131cea63c91 | | PGD-2 | 60.09 | Not recorded | 68fa74c91e209131cea63c91 | | RS-AAER | 57.71 | Not recorded | 68fa74c91e209131cea63c91 | | PGD-10(20) | 55.05 | Not recorded | 68fa74c91e209131cea63c91 | | N-FGSM | 54.92 | Not recorded | 68fa74c91e209131cea63c91 | | N-AAER | 54.47 | Not recorded | 68fa74c91e209131cea63c91 | | Grad Align | 54 | Not recorded | 68fa74c91e209131cea63c91 | | ZeroGrad | 53.83 | Not recorded | 68fa74c91e209131cea63c91 | | MultiGrad | 53.11 | Not recorded | 68fa74c91e209131cea63c91 | | FreeAT | 47.41 | Not recorded | 68fa74c91e209131cea63c91 | ### RS-FGSM Natural Accuracy: 60.29. Result ID: 6993679f3a6c31484915b412. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"PreActResNet-18"}. This record does not assert independent reproduction. ### PGD-2 Natural Accuracy: 60.09. Result ID: 6993679f3a6c31484915b416. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"PreActResNet-18"}. This record does not assert independent reproduction. ### RS-AAER Natural Accuracy: 57.71. Result ID: 6993679f3a6c31484915b414. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"PreActResNet-18"}. This record does not assert independent reproduction. ### PGD-10(20) Natural Accuracy: 55.05. Result ID: 6993679f3a6c31484915b417. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"PreActResNet-18"}. This record does not assert independent reproduction. ### N-FGSM Natural Accuracy: 54.92. Result ID: 6993679f3a6c31484915b413. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"PreActResNet-18"}. This record does not assert independent reproduction. ### N-AAER Natural Accuracy: 54.47. Result ID: 6993679f3a6c31484915b415. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"PreActResNet-18"}. This record does not assert independent reproduction. ### Grad Align Natural Accuracy: 54. Result ID: 6993679f3a6c31484915b411. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"PreActResNet-18"}. This record does not assert independent reproduction. ### ZeroGrad Natural Accuracy: 53.83. Result ID: 6993679f3a6c31484915b40f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"PreActResNet-18"}. This record does not assert independent reproduction. ### MultiGrad Natural Accuracy: 53.11. Result ID: 6993679f3a6c31484915b410. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"PreActResNet-18"}. This record does not assert independent reproduction. ### FreeAT Natural Accuracy: 47.41. Result ID: 6993679f3a6c31484915b40e. [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.