# Image Classification on CIFAR-10 (test) (Cl-Acc/Rob-Acc) Source: [Image Classification on CIFAR-10 (test) (Cl-Acc/Rob-Acc)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:39:11.231Z Evaluation of Image Classification performance on the CIFAR-10 test set, focusing on Classification Accuracy (Cl-Acc) and Robust Accuracy (Rob-Acc). 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 | Classification Accuracy (Cl-Acc) | | 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 - [Classification Accuracy (Cl-Acc)](): Higher is better; unit: PERCENT. - [Robust Accuracy (Rob-Acc)](): Higher is better; unit: PERCENT. - [Metric Difference](): Higher is better; unit: SCALAR. ## Recorded results | Method | Classification Accuracy (Cl-Acc) | Result date | Report paper | | --- | --- | --- | --- | | AdjAttack | 92.68 | Not recorded | 68fa71ba1e209131cea52cf8 | | DiffAttack | 92.68 | Not recorded | 68fa71ba1e209131cea52cf8 | | AdjAttack | 91.03 | Not recorded | 68fa71ba1e209131cea52cf8 | | DiffAttack | 91.03 | Not recorded | 68fa71ba1e209131cea52cf8 | | AdjAttack | 90.07 | Not recorded | 68fa71ba1e209131cea52cf8 | | DiffAttack | 90.07 | Not recorded | 68fa71ba1e209131cea52cf8 | | AdjAttack | 90.07 | Not recorded | 68fa71ba1e209131cea52cf8 | | DiffAttack | 90.07 | Not recorded | 68fa71ba1e209131cea52cf8 | | AdjAttack | 89.02 | Not recorded | 68fa71ba1e209131cea52cf8 | | DiffAttack | 89.02 | Not recorded | 68fa71ba1e209131cea52cf8 | | AdjAttack | 89.02 | Not recorded | 68fa71ba1e209131cea52cf8 | | DiffAttack | 89.02 | Not recorded | 68fa71ba1e209131cea52cf8 | ### AdjAttack Classification Accuracy (Cl-Acc): 92.68. Result ID: 6991f8833a6c3148490bca2b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"WideResNet-70-16","T":"0.075","lp Attack":"l\_2","epsilon":"0.5"}. This record does not assert independent reproduction. ### DiffAttack Classification Accuracy (Cl-Acc): 92.68. Result ID: 6991f8833a6c3148490bca2c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"WideResNet-70-16","T":"0.075","lp Attack":"l\_2","epsilon":"0.5"}. This record does not assert independent reproduction. ### AdjAttack Classification Accuracy (Cl-Acc): 91.03. Result ID: 6991f8833a6c3148490bca25. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"WideResNet-28-10","T":"0.075","lp Attack":"l\_2","epsilon":"0.5"}. This record does not assert independent reproduction. ### DiffAttack Classification Accuracy (Cl-Acc): 91.03. Result ID: 6991f8833a6c3148490bca26. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"WideResNet-28-10","T":"0.075","lp Attack":"l\_2","epsilon":"0.5"}. This record does not assert independent reproduction. ### AdjAttack Classification Accuracy (Cl-Acc): 90.07. Result ID: 6991f8833a6c3148490bca27. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"WideResNet-70-16","T":"0.1","lp Attack":"l\_inf","epsilon":"8/255"}. This record does not assert independent reproduction. ### DiffAttack Classification Accuracy (Cl-Acc): 90.07. Result ID: 6991f8833a6c3148490bca28. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"WideResNet-70-16","T":"0.1","lp Attack":"l\_inf","epsilon":"8/255"}. This record does not assert independent reproduction. ### AdjAttack Classification Accuracy (Cl-Acc): 90.07. Result ID: 6991f8833a6c3148490bca29. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"WideResNet-70-16","T":"0.1","lp Attack":"l\_inf","epsilon":"4/255"}. This record does not assert independent reproduction. ### DiffAttack Classification Accuracy (Cl-Acc): 90.07. Result ID: 6991f8833a6c3148490bca2a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"WideResNet-70-16","T":"0.1","lp Attack":"l\_inf","epsilon":"4/255"}. This record does not assert independent reproduction. ### AdjAttack Classification Accuracy (Cl-Acc): 89.02. Result ID: 6991f8833a6c3148490bca21. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"WideResNet-28-10","T":"0.1","lp Attack":"l\_inf","epsilon":"8/255"}. This record does not assert independent reproduction. ### DiffAttack Classification Accuracy (Cl-Acc): 89.02. Result ID: 6991f8833a6c3148490bca22. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"WideResNet-28-10","T":"0.1","lp Attack":"l\_inf","epsilon":"8/255"}. This record does not assert independent reproduction. ### AdjAttack Classification Accuracy (Cl-Acc): 89.02. Result ID: 6991f8833a6c3148490bca23. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"WideResNet-28-10","T":"0.1","lp Attack":"l\_inf","epsilon":"4/255"}. This record does not assert independent reproduction. ### DiffAttack Classification Accuracy (Cl-Acc): 89.02. Result ID: 6991f8833a6c3148490bca24. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"WideResNet-28-10","T":"0.1","lp Attack":"l\_inf","epsilon":"4/255"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.