# Image Classification on CIFAR-10-LT IR=10 (test) Source: [Image Classification on CIFAR-10-LT IR=10 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:34:12.561Z Evaluation of Image Classification performance on the test split of the CIFAR-10 Long Tail (LT) dataset under the Inherent Robustness (IR) level 10 configuration, reporting adversarial robustness metrics. 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-LT IR=10 (test) | | Metric | Accuracy (Clean) | | 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 - [Accuracy (Clean)](): Higher is better; unit: PERCENT. - [Accuracy (FGSM)](): Higher is better; unit: PERCENT. - [Accuracy (PGD)](): Higher is better; unit: PERCENT. - [Accuracy (AA)](): Higher is better; unit: PERCENT. - [Accuracy (PGD 20)](): Higher is better; unit: PERCENT. - [Accuracy (PGD 100)](): Higher is better; unit: PERCENT. - [Accuracy (CW)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (Clean) | Result date | Report paper | | --- | --- | --- | --- | | TAET | 74.67 | Not recorded | 68fa77941e209131cea7419b | | REAT | 74.56 | Not recorded | 68fa77941e209131cea7419b | | TAET | 74.48 | Not recorded | 68fa77941e209131cea7419b | | AT-BSL | 74.34 | Not recorded | 68fa77941e209131cea7419b | | RoBal | 73.18 | Not recorded | 68fa77941e209131cea7419b | | AT-BSL | 72.74 | Not recorded | 68fa77941e209131cea7419b | | AT | 69 | Not recorded | 68fa77941e209131cea7419b | | HE | 68.18 | Not recorded | 68fa77941e209131cea7419b | | ADT | 68.08 | Not recorded | 68fa77941e209131cea7419b | | TRADES | 65.77 | Not recorded | 68fa77941e209131cea7419b | | LAS-AT | 64.04 | Not recorded | 68fa77941e209131cea7419b | | GAIRAT | 61.07 | Not recorded | 68fa77941e209131cea7419b | | MART | 58.33 | Not recorded | 68fa77941e209131cea7419b | | TAET | 22.65 | Not recorded | 68fa77941e209131cea7419b | | AT-BSL | 10 | Not recorded | 68fa77941e209131cea7419b | ### TAET Accuracy (Clean): 74.67. Result ID: 6995459c3badfaffe63345b0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Imbalance Ratio (IR)":"10"}. This record does not assert independent reproduction. ### REAT Accuracy (Clean): 74.56. Result ID: 6995459c3badfaffe63345ac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Imbalance Ratio (IR)":"10"}. This record does not assert independent reproduction. ### TAET Accuracy (Clean): 74.48. Result ID: 6995459c3badfaffe6334594. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"ResNet50"}. This record does not assert independent reproduction. ### AT-BSL Accuracy (Clean): 74.34. Result ID: 6995459c3badfaffe6334593. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"ResNet50"}. This record does not assert independent reproduction. ### RoBal Accuracy (Clean): 73.18. Result ID: 6995459c3badfaffe63345a7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Imbalance Ratio (IR)":"10"}. This record does not assert independent reproduction. ### AT-BSL Accuracy (Clean): 72.74. Result ID: 6995459c3badfaffe63345a6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Imbalance Ratio (IR)":"10"}. This record does not assert independent reproduction. ### AT Accuracy (Clean): 69. Result ID: 6995459c3badfaffe63345a9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Imbalance Ratio (IR)":"10"}. This record does not assert independent reproduction. ### HE Accuracy (Clean): 68.18. Result ID: 6995459c3badfaffe63345ae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Imbalance Ratio (IR)":"10"}. This record does not assert independent reproduction. ### ADT Accuracy (Clean): 68.08. Result ID: 6995459c3badfaffe63345ab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Imbalance Ratio (IR)":"10"}. This record does not assert independent reproduction. ### TRADES Accuracy (Clean): 65.77. Result ID: 6995459c3badfaffe63345a8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Imbalance Ratio (IR)":"10"}. This record does not assert independent reproduction. ### LAS-AT Accuracy (Clean): 64.04. Result ID: 6995459c3badfaffe63345ad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Imbalance Ratio (IR)":"10"}. This record does not assert independent reproduction. ### GAIRAT Accuracy (Clean): 61.07. Result ID: 6995459c3badfaffe63345af. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Imbalance Ratio (IR)":"10"}. This record does not assert independent reproduction. ### MART Accuracy (Clean): 58.33. Result ID: 6995459c3badfaffe63345aa. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Imbalance Ratio (IR)":"10"}. This record does not assert independent reproduction. ### TAET Accuracy (Clean): 22.65. Result ID: 6995459c3badfaffe6334596. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"ViT-B/16"}. This record does not assert independent reproduction. ### AT-BSL Accuracy (Clean): 10. Result ID: 6995459c3badfaffe6334595. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"ViT-B/16"}. This record does not assert independent reproduction. Page 1 of 1. 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