# Image Classification on CIFAR-100 l\_inf=8/255 (test) Source: [Image Classification on CIFAR-100 l\_inf=8/255 (test)]() Collection index: [llms.txt]() Data updated: 2026-06-18T07:12:17.842Z Evaluation of Image Classification robustness on the CIFAR-100 test set under an L-infinity adversarial threat model with epsilon=8/255, reporting Clean Accuracy and Robust 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) | CIFAR-100 l\_inf = 8/255 (test) | | Metric | Clean Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 15 of 15 | | 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. ## Recorded results | Method | Clean Accuracy | Result date | Report paper | | --- | --- | --- | --- | | GKL-AT | 73.65 | Not recorded | 68fa775a1e209131cea72a2d | | Wang | 73.6 | Not recorded | 6a1e6433dbd7150506f8581d | | Wang | 73.6 | Not recorded | 6a1e6433dbd7150506f8581d | | Cui | 73.1 | Not recorded | 6a1e6433dbd7150506f8581d | | Cui | 72.9 | Not recorded | 6a1e6433dbd7150506f8581d | | DM-AT | 72.58 | Not recorded | 68fa775a1e209131cea72a2d | | ACAT | 68.74 | Not recorded | 68fa775a1e209131cea72a2d | | GKL-AT | 66.08 | Not recorded | 68fa775a1e209131cea72a2d | | Jia | 65.9 | Not recorded | 6a1e6433dbd7150506f8581d | | Jia | 65.9 | Not recorded | 6a1e6433dbd7150506f8581d | | GKL-AT | 65.76 | Not recorded | 68fa775a1e209131cea72a2d | | ACAT | 65.75 | Not recorded | 68fa775a1e209131cea72a2d | | LAS-AT | 64.89 | Not recorded | 68fa775a1e209131cea72a2d | | LBGAT | 60.64 | Not recorded | 68fa775a1e209131cea72a2d | | AWP | 60.38 | Not recorded | 68fa775a1e209131cea72a2d | ### GKL-AT Clean Accuracy: 73.65. Result ID: 6a339a4bfbc373592c3065d4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"WRN-28-10","Augmentation Type":"50M Generated Data"}. This record does not assert independent reproduction. ### Wang Clean Accuracy: 73.6. Result ID: 6a1ec58cfbc373592c1a41f9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier Type":"fully-connected"}. This record does not assert independent reproduction. ### Wang Clean Accuracy: 73.6. Result ID: 6a1ec58cfbc373592c1a41fc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier Type":"distance-based"}. This record does not assert independent reproduction. ### Cui Clean Accuracy: 73.1. Result ID: 6a1ec58cfbc373592c1a41f8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier Type":"fully-connected"}. This record does not assert independent reproduction. ### Cui Clean Accuracy: 72.9. Result ID: 6a1ec58cfbc373592c1a41fb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier Type":"distance-based"}. This record does not assert independent reproduction. ### DM-AT Clean Accuracy: 72.58. Result ID: 6a339a4bfbc373592c3065d3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"WRN-28-10","Augmentation Type":"50M Generated Data"}. This record does not assert independent reproduction. ### ACAT Clean Accuracy: 68.74. Result ID: 6a339a4bfbc373592c3065d1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"WRN-34-10","Augmentation Type":"AutoAug"}. This record does not assert independent reproduction. ### GKL-AT Clean Accuracy: 66.08. Result ID: 6a339a4bfbc373592c3065d2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"WRN-34-10","Augmentation Type":"AutoAug"}. This record does not assert independent reproduction. ### Jia Clean Accuracy: 65.9. Result ID: 6a1ec58cfbc373592c1a41fa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier Type":"fully-connected"}. This record does not assert independent reproduction. ### Jia Clean Accuracy: 65.9. Result ID: 6a1ec58cfbc373592c1a41fd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier Type":"distance-based"}. This record does not assert independent reproduction. ### GKL-AT Clean Accuracy: 65.76. Result ID: 6a339a4bfbc373592c3065d0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"WRN-34-10","Augmentation Type":"Basic"}. This record does not assert independent reproduction. ### ACAT Clean Accuracy: 65.75. Result ID: 6a339a4bfbc373592c3065cf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"WRN-34-10","Augmentation Type":"Basic"}. This record does not assert independent reproduction. ### LAS-AT Clean Accuracy: 64.89. Result ID: 6a339a4bfbc373592c3065ce. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"WRN-34-10","Augmentation Type":"Basic"}. This record does not assert independent reproduction. ### LBGAT Clean Accuracy: 60.64. Result ID: 6a339a4bfbc373592c3065cd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"WRN-34-10","Augmentation Type":"Basic"}. This record does not assert independent reproduction. ### AWP Clean Accuracy: 60.38. Result ID: 6a339a4bfbc373592c3065cc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"WRN-34-10","Augmentation Type":"Basic"}. 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