# Image Classification on CIFAR10 (test) (Natural & Adversarial Accuracy) Source: [Image Classification on CIFAR10 (test) (Natural & Adversarial Accuracy)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:53:33.173Z Evaluation of Image Classification performance on the CIFAR-10 test set, reporting standard Natural Accuracy alongside adversarial robustness metrics including PGD, CW, and AA Accuracy. 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) | CIFAR10 (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 Accuracy](): Higher is better; unit: PERCENT. - [CW Accuracy](): Higher is better; unit: PERCENT. - [AA Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Natural Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Oracle | 78.1 | Not recorded | 68fa6dc41e209131cea3bff4 | | Warm-up+PLA | 65.88 | Not recorded | 68fa6dc41e209131cea3bff4 | | Two-stage | 64.98 | Not recorded | 68fa6dc41e209131cea3bff4 | | FORWARD | 15.41 | Not recorded | 68fa6dc41e209131cea3bff4 | | SCL\_NL | 14.45 | Not recorded | 68fa6dc41e209131cea3bff4 | | SCL\_EXP | 13.49 | Not recorded | 68fa6dc41e209131cea3bff4 | | NN | 11.79 | Not recorded | 68fa6dc41e209131cea3bff4 | | LOG | 11.7 | Not recorded | 68fa6dc41e209131cea3bff4 | | FREE | 11.6 | Not recorded | 68fa6dc41e209131cea3bff4 | | EXP | 10.97 | Not recorded | 68fa6dc41e209131cea3bff4 | ### Oracle Natural Accuracy: 78.1. Result ID: 698fdb273a6c314849fc5b82. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Warm-up+PLA Natural Accuracy: 65.88. Result ID: 698fdb273a6c314849fc5b8b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Two-stage Natural Accuracy: 64.98. Result ID: 698fdb273a6c314849fc5b83. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FORWARD Natural Accuracy: 15.41. Result ID: 698fdb273a6c314849fc5b84. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SCL\_NL Natural Accuracy: 14.45. Result ID: 698fdb273a6c314849fc5b87. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SCL\_EXP Natural Accuracy: 13.49. Result ID: 698fdb273a6c314849fc5b88. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NN Natural Accuracy: 11.79. Result ID: 698fdb273a6c314849fc5b86. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LOG Natural Accuracy: 11.7. Result ID: 698fdb273a6c314849fc5b8a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FREE Natural Accuracy: 11.6. Result ID: 698fdb273a6c314849fc5b85. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### EXP Natural Accuracy: 10.97. Result ID: 698fdb273a6c314849fc5b89. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.