# Adversarial Robustness on Tiny ImageNet AA Source: [Adversarial Robustness on Tiny ImageNet AA]() Collection index: [llms.txt]() Data updated: 2026-06-23T10:14:23.889Z Evaluation of model performance regarding adversarial robustness on the Tiny ImageNet AA dataset, measured by DAR. 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 | Adversarial Robustness | | Dataset (including any stated split) | Tiny ImageNet AA | | Metric | DAR | | 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 - [DAR](): Higher is better; unit: PERCENT. ## Recorded results | Method | DAR | Result date | Report paper | | --- | --- | --- | --- | | HEM- | 31.42 | Not recorded | 68fa76a61e209131cea6e28f | | HEM- | 28.53 | Not recorded | 68fa76a61e209131cea6e28f | | HEM- | 26.84 | Not recorded | 68fa76a61e209131cea6e28f | | LN | 25.38 | Not recorded | 68fa76a61e209131cea6e28f | | LN | 24.24 | Not recorded | 68fa76a61e209131cea6e28f | | MM | 23.83 | Not recorded | 68fa76a61e209131cea6e28f | | LN | 23.63 | Not recorded | 68fa76a61e209131cea6e28f | | MM | 22.99 | Not recorded | 68fa76a61e209131cea6e28f | | DICE | 21.6 | Not recorded | 68fa76a61e209131cea6e28f | | MM | 19.05 | Not recorded | 68fa76a61e209131cea6e28f | | CE | 15.66 | Not recorded | 68fa76a61e209131cea6e28f | | CE | 15.58 | Not recorded | 68fa76a61e209131cea6e28f | | CE | 13.84 | Not recorded | 68fa76a61e209131cea6e28f | | DICE | 0.5 | Not recorded | 68fa76a61e209131cea6e28f | | DICE | 0.5 | Not recorded | 68fa76a61e209131cea6e28f | ### HEM- DAR: 31.42. Result ID: 6a3a5c6dfbc373592c3693f7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction. ### HEM- DAR: 28.53. Result ID: 6a3a5c6dfbc373592c369401. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"WRN28-10"}. This record does not assert independent reproduction. ### HEM- DAR: 26.84. Result ID: 6a3a5c6dfbc373592c3693fc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"inception"}. This record does not assert independent reproduction. ### LN DAR: 25.38. Result ID: 6a3a5c6dfbc373592c3693f4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction. ### LN DAR: 24.24. Result ID: 6a3a5c6dfbc373592c3693f9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"inception"}. This record does not assert independent reproduction. ### MM DAR: 23.83. Result ID: 6a3a5c6dfbc373592c369400. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"WRN28-10"}. This record does not assert independent reproduction. ### LN DAR: 23.63. Result ID: 6a3a5c6dfbc373592c3693fe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"WRN28-10"}. This record does not assert independent reproduction. ### MM DAR: 22.99. Result ID: 6a3a5c6dfbc373592c3693f6. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction. ### DICE DAR: 21.6. Result ID: 6a3a5c6dfbc373592c3693f5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction. ### MM DAR: 19.05. Result ID: 6a3a5c6dfbc373592c3693fb. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"inception"}. This record does not assert independent reproduction. ### CE DAR: 15.66. Result ID: 6a3a5c6dfbc373592c3693f8. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"inception"}. This record does not assert independent reproduction. ### CE DAR: 15.58. Result ID: 6a3a5c6dfbc373592c3693f3. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction. ### CE DAR: 13.84. Result ID: 6a3a5c6dfbc373592c3693fd. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"WRN28-10"}. This record does not assert independent reproduction. ### DICE DAR: 0.5. Result ID: 6a3a5c6dfbc373592c3693fa. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"inception"}. This record does not assert independent reproduction. ### DICE DAR: 0.5. Result ID: 6a3a5c6dfbc373592c3693ff. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"WRN28-10"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.