# Image Classification on CIFAR-10 50 (test) Source: [Image Classification on CIFAR-10 50 (test)]() Collection index: [llms.txt]() Data updated: 2026-04-14T12:21:58.498Z Evaluation of Image Classification model performance on the CIFAR-10 50 test subset, reporting standard Clean Accuracy and robustness against PGD-20 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) | CIFAR-10 50 (test) | | 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 | 89 | Not recorded | 69ddca7b7d0172140ec79f75 | | TgRA | 74.38 | Not recorded | 69ddca7b7d0172140ec79f75 | | PGD | 70.52 | Not recorded | 69ddca7b7d0172140ec79f75 | | TRADES-U | 67.82 | Not recorded | 69ddca7b7d0172140ec79f75 | | DKL | 66.14 | Not recorded | 69ddca7b7d0172140ec79f75 | | TRADES | 60.28 | Not recorded | 69ddca7b7d0172140ec79f75 | | DKL | 56.68 | Not recorded | 69ddca7b7d0172140ec79f75 | | TgRA | 56.36 | Not recorded | 69ddca7b7d0172140ec79f75 | | PGD | 54.94 | Not recorded | 69ddca7b7d0172140ec79f75 | | TRADES-U | 54.14 | Not recorded | 69ddca7b7d0172140ec79f75 | | MART | 53.54 | Not recorded | 69ddca7b7d0172140ec79f75 | | DKL | 50.76 | Not recorded | 69ddca7b7d0172140ec79f75 | | TgRA | 43.58 | Not recorded | 69ddca7b7d0172140ec79f75 | | TRADES | 42.22 | Not recorded | 69ddca7b7d0172140ec79f75 | | PGD | 37.1 | Not recorded | 69ddca7b7d0172140ec79f75 | | MART | 36.34 | Not recorded | 69ddca7b7d0172140ec79f75 | | TRADES | 33.62 | Not recorded | 69ddca7b7d0172140ec79f75 | | TRADES-U | 26.3 | Not recorded | 69ddca7b7d0172140ec79f75 | ### MART Clean Accuracy: 89. Result ID: 69de314847f34ce924c6fb04. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"WRNet-34","Severity level":"0"}. This record does not assert independent reproduction. ### TgRA Clean Accuracy: 74.38. Result ID: 69de314847f34ce924c6fb07. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"WRNet-34","Severity level":"0"}. This record does not assert independent reproduction. ### PGD Clean Accuracy: 70.52. Result ID: 69de314847f34ce924c6fb02. [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: 67.82. Result ID: 69de314847f34ce924c6fb06. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"WRNet-34","Severity level":"0"}. This record does not assert independent reproduction. ### DKL Clean Accuracy: 66.14. Result ID: 69de314847f34ce924c6fb05. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"WRNet-34","Severity level":"0"}. This record does not assert independent reproduction. ### TRADES Clean Accuracy: 60.28. Result ID: 69de314847f34ce924c6fb03. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"WRNet-34","Severity level":"0"}. This record does not assert independent reproduction. ### DKL Clean Accuracy: 56.68. Result ID: 69de314847f34ce924c6fb0b. [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: 56.36. Result ID: 69de314847f34ce924c6fb0d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"WRNet-34","Severity level":"1"}. This record does not assert independent reproduction. ### PGD Clean Accuracy: 54.94. Result ID: 69de314847f34ce924c6fb08. [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: 54.14. Result ID: 69de314847f34ce924c6fb0c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"WRNet-34","Severity level":"1"}. This record does not assert independent reproduction. ### MART Clean Accuracy: 53.54. Result ID: 69de314847f34ce924c6fb0a. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"WRNet-34","Severity level":"1"}. This record does not assert independent reproduction. ### DKL Clean Accuracy: 50.76. Result ID: 69de314847f34ce924c6fb11. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"WRNet-34","Severity level":"2"}. This record does not assert independent reproduction. ### TgRA Clean Accuracy: 43.58. Result ID: 69de314847f34ce924c6fb13. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"WRNet-34","Severity level":"2"}. This record does not assert independent reproduction. ### TRADES Clean Accuracy: 42.22. Result ID: 69de314847f34ce924c6fb09. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"WRNet-34","Severity level":"1"}. This record does not assert independent reproduction. ### PGD Clean Accuracy: 37.1. Result ID: 69de314847f34ce924c6fb0e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"WRNet-34","Severity level":"2"}. This record does not assert independent reproduction. ### MART Clean Accuracy: 36.34. Result ID: 69de314847f34ce924c6fb10. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"WRNet-34","Severity level":"2"}. This record does not assert independent reproduction. ### TRADES Clean Accuracy: 33.62. Result ID: 69de314847f34ce924c6fb0f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"WRNet-34","Severity level":"2"}. This record does not assert independent reproduction. ### TRADES-U Clean Accuracy: 26.3. Result ID: 69de314847f34ce924c6fb12. [Reporting paper]() [Method origin 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.