# Image Classification on CIFAR100 16/255 noise (test) Source: [Image Classification on CIFAR100 16/255 noise (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:53:33.443Z Evaluation of Image Classification performance on the CIFAR-100 test set corrupted with 16/255 noise, reporting 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 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 | | --- | --- | --- | --- | | ZeroGrad | 50.76 | Not recorded | 68fa74c91e209131cea63c91 | | PGD-2 | 47.5 | Not recorded | 68fa74c91e209131cea63c91 | | MultiGrad | 46.05 | Not recorded | 68fa74c91e209131cea63c91 | | PGD-10(20) | 42.39 | Not recorded | 68fa74c91e209131cea63c91 | | N-FGSM | 37.93 | Not recorded | 68fa74c91e209131cea63c91 | | Grad Align | 36.8 | Not recorded | 68fa74c91e209131cea63c91 | | N-AAER | 36.8 | Not recorded | 68fa74c91e209131cea63c91 | | RS-AAER | 33.1 | Not recorded | 68fa74c91e209131cea63c91 | | RS-FGSM | 11.03 | Not recorded | 68fa74c91e209131cea63c91 | | FreeAT | 3.32 | Not recorded | 68fa74c91e209131cea63c91 | ### ZeroGrad Natural Accuracy: 50.76. Result ID: 6993679f3a6c31484915b423. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"PreActResNet-18"}. This record does not assert independent reproduction. ### PGD-2 Natural Accuracy: 47.5. Result ID: 6993679f3a6c31484915b42a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"PreActResNet-18"}. This record does not assert independent reproduction. ### MultiGrad Natural Accuracy: 46.05. Result ID: 6993679f3a6c31484915b424. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"PreActResNet-18"}. This record does not assert independent reproduction. ### PGD-10(20) Natural Accuracy: 42.39. Result ID: 6993679f3a6c31484915b42b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"PreActResNet-18"}. This record does not assert independent reproduction. ### N-FGSM Natural Accuracy: 37.93. Result ID: 6993679f3a6c31484915b427. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"PreActResNet-18"}. This record does not assert independent reproduction. ### Grad Align Natural Accuracy: 36.8. Result ID: 6993679f3a6c31484915b425. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"PreActResNet-18"}. This record does not assert independent reproduction. ### N-AAER Natural Accuracy: 36.8. Result ID: 6993679f3a6c31484915b429. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"PreActResNet-18"}. This record does not assert independent reproduction. ### RS-AAER Natural Accuracy: 33.1. Result ID: 6993679f3a6c31484915b428. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"PreActResNet-18"}. This record does not assert independent reproduction. ### RS-FGSM Natural Accuracy: 11.03. Result ID: 6993679f3a6c31484915b426. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"PreActResNet-18"}. This record does not assert independent reproduction. ### FreeAT Natural Accuracy: 3.32. Result ID: 6993679f3a6c31484915b422. [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.