# Image Classification on CIFAR-10 (Clean Accuracy and PGD-20 Robust Accuracy) Source: [Image Classification on CIFAR-10 (Clean Accuracy and PGD-20 Robust Accuracy)]() Collection index: [llms.txt]() Data updated: 2026-04-14T12:21:58.467Z Evaluation of Image Classification performance on CIFAR-10, reporting both standard clean accuracy and robustness against adversarial attacks (specifically PGD with 20 steps). 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 | | Metric | Clean Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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. - [PGD-20 Robust Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Clean Accuracy | Result date | Report paper | | --- | --- | --- | --- | | MART | 0.9391 | Not recorded | 69ddca7b7d0172140ec79f75 | | TgRA | 0.8822 | Not recorded | 69ddca7b7d0172140ec79f75 | | PGD | 0.8683 | Not recorded | 69ddca7b7d0172140ec79f75 | | MART | 0.8227 | Not recorded | 69ddca7b7d0172140ec79f75 | | TRADES | 0.7922 | Not recorded | 69ddca7b7d0172140ec79f75 | | TRADES-U | 0.7906 | Not recorded | 69ddca7b7d0172140ec79f75 | | TgRA | 0.7697 | Not recorded | 69ddca7b7d0172140ec79f75 | | DKL | 0.7673 | Not recorded | 69ddca7b7d0172140ec79f75 | | PGD | 0.737 | Not recorded | 69ddca7b7d0172140ec79f75 | | TRADES-U | 0.7038 | Not recorded | 69ddca7b7d0172140ec79f75 | | PGD | 0.6651 | Not recorded | 69ddca7b7d0172140ec79f75 | | DKL | 0.6532 | Not recorded | 69ddca7b7d0172140ec79f75 | | TgRA | 0.621 | Not recorded | 69ddca7b7d0172140ec79f75 | | DKL | 0.6004 | Not recorded | 69ddca7b7d0172140ec79f75 | | TRADES | 0.5893 | Not recorded | 69ddca7b7d0172140ec79f75 | | TRADES-U | 0.5405 | Not recorded | 69ddca7b7d0172140ec79f75 | | TRADES | 0.4843 | Not recorded | 69ddca7b7d0172140ec79f75 | | MART | 0.3069 | Not recorded | 69ddca7b7d0172140ec79f75 | ### MART Clean Accuracy: 0.9391. Result ID: 69de314847f34ce924c6faf2. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"WRNet-34","Severity level":"0"}. This record does not assert independent reproduction. ### TgRA Clean Accuracy: 0.8822. Result ID: 69de314847f34ce924c6faf5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"WRNet-34","Severity level":"0"}. This record does not assert independent reproduction. ### PGD Clean Accuracy: 0.8683. Result ID: 69de314847f34ce924c6faf0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"WRNet-34","Severity level":"0"}. This record does not assert independent reproduction. ### MART Clean Accuracy: 0.8227. Result ID: 69de314847f34ce924c6faf8. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"WRNet-34","Severity level":"1"}. This record does not assert independent reproduction. ### TRADES Clean Accuracy: 0.7922. Result ID: 69de314847f34ce924c6faf1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"WRNet-34","Severity level":"0"}. This record does not assert independent reproduction. ### TRADES-U Clean Accuracy: 0.7906. Result ID: 69de314847f34ce924c6faf4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"WRNet-34","Severity level":"0"}. This record does not assert independent reproduction. ### TgRA Clean Accuracy: 0.7697. Result ID: 69de314847f34ce924c6fafb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"WRNet-34","Severity level":"1"}. This record does not assert independent reproduction. ### DKL Clean Accuracy: 0.7673. Result ID: 69de314847f34ce924c6faf3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"WRNet-34","Severity level":"0"}. This record does not assert independent reproduction. ### PGD Clean Accuracy: 0.737. Result ID: 69de314847f34ce924c6faf6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"WRNet-34","Severity level":"1"}. This record does not assert independent reproduction. ### TRADES-U Clean Accuracy: 0.7038. Result ID: 69de314847f34ce924c6fafa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"WRNet-34","Severity level":"1"}. This record does not assert independent reproduction. ### PGD Clean Accuracy: 0.6651. Result ID: 69de314847f34ce924c6fafc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"WRNet-34","Severity level":"2"}. This record does not assert independent reproduction. ### DKL Clean Accuracy: 0.6532. Result ID: 69de314847f34ce924c6faf9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"WRNet-34","Severity level":"1"}. This record does not assert independent reproduction. ### TgRA Clean Accuracy: 0.621. Result ID: 69de314847f34ce924c6fb01. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"WRNet-34","Severity level":"2"}. This record does not assert independent reproduction. ### DKL Clean Accuracy: 0.6004. Result ID: 69de314847f34ce924c6faff. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"WRNet-34","Severity level":"2"}. This record does not assert independent reproduction. ### TRADES Clean Accuracy: 0.5893. Result ID: 69de314847f34ce924c6faf7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"WRNet-34","Severity level":"1"}. This record does not assert independent reproduction. ### TRADES-U Clean Accuracy: 0.5405. Result ID: 69de314847f34ce924c6fb00. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"WRNet-34","Severity level":"2"}. This record does not assert independent reproduction. ### TRADES Clean Accuracy: 0.4843. Result ID: 69de314847f34ce924c6fafd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"WRNet-34","Severity level":"2"}. This record does not assert independent reproduction. ### MART Clean Accuracy: 0.3069. Result ID: 69de314847f34ce924c6fafe. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"WRNet-34","Severity level":"2"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.