# Adversarial Attack on ImageNet (MIM, PGD, Auto, SAGA, MDSE) Source: [Adversarial Attack on ImageNet (MIM, PGD, Auto, SAGA, MDSE)]() Collection index: [llms.txt]() Data updated: 2026-05-22T07:05:54.364Z Evaluation of adversarial attack effectiveness on the ImageNet dataset, reporting specific robustness metrics including Max MIM, Max PGD, Max Auto, SAGA, and MDSE. 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 Attack | | Dataset (including any stated split) | ImageNet | | Metric | Max MIM | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 35 of 35 | | 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 - [Max MIM](): Higher is better; unit: PERCENT. - [Max PGD](): Higher is better; unit: PERCENT. - [Max Auto](): Higher is better; unit: PERCENT. - [SAGA](): Higher is better; unit: PERCENT. - [MDSE](): Higher is better; unit: PERCENT. ## Recorded results | Method | Max MIM | Result date | Report paper | | --- | --- | --- | --- | | Max MIM | 91.4 | Not recorded | 68fa7bf21e209131cea8b811 | | Max MIM | 87.7 | Not recorded | 68fa7bf21e209131cea8b811 | | Max MIM | 83.6 | Not recorded | 68fa7bf21e209131cea8b811 | | Max MIM | 66.1 | Not recorded | 68fa7bf21e209131cea8b811 | | Max MIM | 65.3 | Not recorded | 68fa7bf21e209131cea8b811 | | Max MIM | 34 | Not recorded | 68fa7bf21e209131cea8b811 | | Max MIM | 30.8 | Not recorded | 68fa7bf21e209131cea8b811 | ### Max MIM Max MIM: 91.4. Result ID: 6a0ffed5fbc373592c0863f6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model 1":"S-R-BP","Model 2":"S-V-T5"}. This record does not assert independent reproduction. ### Max MIM Max MIM: 87.7. Result ID: 6a0ffed5fbc373592c0863f1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model 1":"C-V","Model 2":"S-V-T5"}. This record does not assert independent reproduction. ### Max MIM Max MIM: 83.6. Result ID: 6a0ffed5fbc373592c0863ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model 1":"C-V","Model 2":"S-R-BP"}. This record does not assert independent reproduction. ### Max MIM Max MIM: 66.1. Result ID: 6a0ffed5fbc373592c0863fb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model 1":"V-L16","Model 2":"S-R-BP"}. This record does not assert independent reproduction. ### Max MIM Max MIM: 65.3. Result ID: 6a0ffed5fbc373592c086400. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model 1":"V-L16","Model 2":"S-V-T5"}. This record does not assert independent reproduction. ### Max MIM Max MIM: 34. Result ID: 6a0ffed5fbc373592c08640a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model 1":"C152x4-512","Model 2":"S-V-T5"}. This record does not assert independent reproduction. ### Max MIM Max MIM: 30.8. Result ID: 6a0ffed5fbc373592c086405. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model 1":"C152x4-512","Model 2":"S-R-BP"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.