# Image Classification on CIFAR-10 Severity 0 (PGD-20) Source: [Image Classification on CIFAR-10 Severity 0 (PGD-20)]() Collection index: [llms.txt]() Data updated: 2026-04-14T12:21:58.387Z Evaluation of Image Classification performance on the CIFAR-10 Severity 0 dataset, specifically measuring robustness against Projected Gradient Descent (PGD) attacks with 20 iterations. 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 Severity 0 | | Metric | Clean Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 6 of 6 | | 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 - [Clean Accuracy](): Higher is better; unit: PERCENT. - [Robust Accuracy (PGD-20)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Clean Accuracy | Result date | Report paper | | --- | --- | --- | --- | | MART | 93.91 | Not recorded | 69ddca7b7d0172140ec79f75 | | TgRA | 88.22 | Not recorded | 69ddca7b7d0172140ec79f75 | | PGD | 86.83 | Not recorded | 69ddca7b7d0172140ec79f75 | | TRADES | 79.22 | Not recorded | 69ddca7b7d0172140ec79f75 | | TRADES-U | 79.06 | Not recorded | 69ddca7b7d0172140ec79f75 | | DKL | 76.73 | Not recorded | 69ddca7b7d0172140ec79f75 | ### MART Clean Accuracy: 93.91. Result ID: 69de314847f34ce924c6fae0. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"WRNet-34"}. This record does not assert independent reproduction. ### TgRA Clean Accuracy: 88.22. Result ID: 69de314847f34ce924c6fae3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"WRNet-34"}. This record does not assert independent reproduction. ### PGD Clean Accuracy: 86.83. Result ID: 69de314847f34ce924c6fade. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"WRNet-34"}. This record does not assert independent reproduction. ### TRADES Clean Accuracy: 79.22. Result ID: 69de314847f34ce924c6fadf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"WRNet-34"}. This record does not assert independent reproduction. ### TRADES-U Clean Accuracy: 79.06. Result ID: 69de314847f34ce924c6fae2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"WRNet-34"}. This record does not assert independent reproduction. ### DKL Clean Accuracy: 76.73. Result ID: 69de314847f34ce924c6fae1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"WRNet-34"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.