# Image Classification on CIFAR-10 (test) (Accuracy and Overhead Profile) Source: [Image Classification on CIFAR-10 (test) (Accuracy and Overhead Profile)]() Collection index: [llms.txt]() Data updated: 2026-06-01T07:55:00.178Z Evaluation of Image Classification model performance on the CIFAR-10 test set, reporting standard clean accuracy, a measure of robustness, and computational overhead. 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 | Clean Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 12 of 12 | | 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](): Higher is better; unit: PERCENT. - [Overhead Ratio](): Lower is better; unit: SCALAR. ## Recorded results | Method | Clean Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Vanilla | 77.88 | Not recorded | 6a1d120cdbd7150506f83f7b | | Vanilla | 70.92 | Not recorded | 6a1d120cdbd7150506f83f7b | | TRADES + AWP | 68.87 | Not recorded | 6a1d120cdbd7150506f83f7b | | TRADES + AWP | 67.9 | Not recorded | 6a1d120cdbd7150506f83f7b | | TRADES | 67.07 | Not recorded | 6a1d120cdbd7150506f83f7b | | MART + AWP | 66.96 | Not recorded | 6a1d120cdbd7150506f83f7b | | MART + AWP | 66.14 | Not recorded | 6a1d120cdbd7150506f83f7b | | PGD | 66.03 | Not recorded | 6a1d120cdbd7150506f83f7b | | PGD | 65.64 | Not recorded | 6a1d120cdbd7150506f83f7b | | TRADES | 65.61 | Not recorded | 6a1d120cdbd7150506f83f7b | | MART | 64.07 | Not recorded | 6a1d120cdbd7150506f83f7b | | MART | 63.31 | Not recorded | 6a1d120cdbd7150506f83f7b | ### Vanilla Clean Accuracy: 77.88. Result ID: 6a1d3ac3fbc373592c162dfb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","TASER regularizer":"false"}. This record does not assert independent reproduction. ### Vanilla Clean Accuracy: 70.92. Result ID: 6a1d3ac3fbc373592c162dfc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","TASER regularizer":"true"}. This record does not assert independent reproduction. ### TRADES + AWP Clean Accuracy: 68.87. Result ID: 6a1d3ac3fbc373592c162e04. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","TASER regularizer":"true"}. This record does not assert independent reproduction. ### TRADES + AWP Clean Accuracy: 67.9. Result ID: 6a1d3ac3fbc373592c162e03. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","TASER regularizer":"false"}. This record does not assert independent reproduction. ### TRADES Clean Accuracy: 67.07. Result ID: 6a1d3ac3fbc373592c162dff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","TASER regularizer":"false"}. This record does not assert independent reproduction. ### MART + AWP Clean Accuracy: 66.96. Result ID: 6a1d3ac3fbc373592c162e05. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","TASER regularizer":"false"}. This record does not assert independent reproduction. ### MART + AWP Clean Accuracy: 66.14. Result ID: 6a1d3ac3fbc373592c162e06. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","TASER regularizer":"true"}. This record does not assert independent reproduction. ### PGD Clean Accuracy: 66.03. Result ID: 6a1d3ac3fbc373592c162dfd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","TASER regularizer":"false"}. This record does not assert independent reproduction. ### PGD Clean Accuracy: 65.64. Result ID: 6a1d3ac3fbc373592c162dfe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","TASER regularizer":"true"}. This record does not assert independent reproduction. ### TRADES Clean Accuracy: 65.61. Result ID: 6a1d3ac3fbc373592c162e00. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","TASER regularizer":"true"}. This record does not assert independent reproduction. ### MART Clean Accuracy: 64.07. Result ID: 6a1d3ac3fbc373592c162e01. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","TASER regularizer":"false"}. This record does not assert independent reproduction. ### MART Clean Accuracy: 63.31. Result ID: 6a1d3ac3fbc373592c162e02. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","TASER regularizer":"true"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.