# Image Classification on CIFAR-10 (test) (Adversarial Robustness Metrics: FGSM, PGD) Source: [Image Classification on CIFAR-10 (test) (Adversarial Robustness Metrics: FGSM, PGD)]() Collection index: [llms.txt]() Data updated: 2026-06-02T09:08:09.655Z Evaluation of Image Classification performance on the CIFAR-10 test set, reporting clean accuracy alongside robustness metrics against specific adversarial attacks (FGSM, PGD-10). 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) | CIFAR-10 (test) | | Metric | Accuracy (Clean) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 - [Accuracy (Clean)](): Higher is better; unit: PERCENT. - [Accuracy (FGSM)](): Higher is better; unit: PERCENT. - [Accuracy (PGD-10)](): Higher is better; unit: PERCENT. - [Adversarial Accuracy (AA)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (Clean) | Result date | Report paper | | --- | --- | --- | --- | | Benign | 93.99 | Not recorded | 6a1e6385dbd7150506f8516d | | ATAS | 89.07 | Not recorded | 6a1e6385dbd7150506f8516d | | PGD-2 | 87.27 | Not recorded | 6a1e6385dbd7150506f8516d | | NuAT | 86.53 | Not recorded | 6a1e6385dbd7150506f8516d | | FGSM | 86.07 | Not recorded | 6a1e6385dbd7150506f8516d | | GradAlign | 85.72 | Not recorded | 6a1e6385dbd7150506f8516d | | MultiGrad | 84.92 | Not recorded | 6a1e6385dbd7150506f8516d | | FGSM-RS | 84.12 | Not recorded | 6a1e6385dbd7150506f8516d | | SORA | 83.44 | Not recorded | 6a1e6385dbd7150506f8516d | | PGD-10 | 83.34 | Not recorded | 6a1e6385dbd7150506f8516d | | AAER | 82.67 | Not recorded | 6a1e6385dbd7150506f8516d | | N-FGSM | 82.54 | Not recorded | 6a1e6385dbd7150506f8516d | | ZeroGrad | 81.66 | Not recorded | 6a1e6385dbd7150506f8516d | | Free AT | 80.62 | Not recorded | 6a1e6385dbd7150506f8516d | | TRADES | 80.43 | Not recorded | 6a1e6385dbd7150506f8516d | | ELLE | 54.71 | Not recorded | 6a1e6385dbd7150506f8516d | ### Benign Accuracy (Clean): 93.99. Result ID: 6a1e9d69fbc373592c18f6a9. [Reporting paper]() Recorded evaluation configuration: {"Architecture":"WideResNet-28"}. This record does not assert independent reproduction. ### ATAS Accuracy (Clean): 89.07. Result ID: 6a1e9d69fbc373592c18f6b2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"WideResNet-28"}. This record does not assert independent reproduction. ### PGD-2 Accuracy (Clean): 87.27. Result ID: 6a1e9d69fbc373592c18f6b6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"WideResNet-28"}. This record does not assert independent reproduction. ### NuAT Accuracy (Clean): 86.53. Result ID: 6a1e9d69fbc373592c18f6ae. [Reporting paper]() Recorded evaluation configuration: {"Architecture":"WideResNet-28"}. This record does not assert independent reproduction. ### FGSM Accuracy (Clean): 86.07. Result ID: 6a1e9d69fbc373592c18f6aa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"WideResNet-28"}. This record does not assert independent reproduction. ### GradAlign Accuracy (Clean): 85.72. Result ID: 6a1e9d69fbc373592c18f6ad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"WideResNet-28"}. This record does not assert independent reproduction. ### MultiGrad Accuracy (Clean): 84.92. Result ID: 6a1e9d69fbc373592c18f6b0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"WideResNet-28"}. This record does not assert independent reproduction. ### FGSM-RS Accuracy (Clean): 84.12. Result ID: 6a1e9d69fbc373592c18f6ac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"WideResNet-28"}. This record does not assert independent reproduction. ### SORA Accuracy (Clean): 83.44. Result ID: 6a1e9d69fbc373592c18f6b5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"WideResNet-28"}. This record does not assert independent reproduction. ### PGD-10 Accuracy (Clean): 83.34. Result ID: 6a1e9d69fbc373592c18f6b7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"WideResNet-28"}. This record does not assert independent reproduction. ### AAER Accuracy (Clean): 82.67. Result ID: 6a1e9d69fbc373592c18f6b3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"WideResNet-28"}. This record does not assert independent reproduction. ### N-FGSM Accuracy (Clean): 82.54. Result ID: 6a1e9d69fbc373592c18f6b1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"WideResNet-28"}. This record does not assert independent reproduction. ### ZeroGrad Accuracy (Clean): 81.66. Result ID: 6a1e9d69fbc373592c18f6af. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"WideResNet-28"}. This record does not assert independent reproduction. ### Free AT Accuracy (Clean): 80.62. Result ID: 6a1e9d69fbc373592c18f6ab. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"WideResNet-28"}. This record does not assert independent reproduction. ### TRADES Accuracy (Clean): 80.43. Result ID: 6a1e9d69fbc373592c18f6b8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"WideResNet-28"}. This record does not assert independent reproduction. ### ELLE Accuracy (Clean): 54.71. Result ID: 6a1e9d69fbc373592c18f6b4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"WideResNet-28"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.