# Adversarial Attack on CIFAR-100 (MIM, PGD, SAGA Metrics) Source: [Adversarial Attack on CIFAR-100 (MIM, PGD, SAGA Metrics)]() Collection index: [llms.txt]() Data updated: 2026-05-22T07:05:54.402Z Evaluation of adversarial robustness on the CIFAR-100 dataset, specifically reporting performance metrics related to Maximum Iterative Attacks (MIM), Projected Gradient Descent (PGD), AutoAttack components, 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) | CIFAR-100 | | Metric | Robust Accuracy (MIM) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 60 of 60 | | 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 - [Robust Accuracy (MIM)](): Higher is better; unit: PERCENT. - [Robust Accuracy (PGD)](): Higher is better; unit: PERCENT. - [Robust Accuracy (AutoAttack)](): Higher is better; unit: PERCENT. - [Robust Accuracy (SAGA)](): Higher is better; unit: PERCENT. - [Robust Accuracy (MDSE)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Robust Accuracy (MIM) | Result date | Report paper | | --- | --- | --- | --- | | Max MIM | 68.5 | Not recorded | 68fa7bf21e209131cea8b811 | | Max MIM | 68.5 | Not recorded | 68fa7bf21e209131cea8b811 | | Max MIM | 28.3 | Not recorded | 68fa7bf21e209131cea8b811 | | Max MIM | 28.3 | Not recorded | 68fa7bf21e209131cea8b811 | | Max MIM | 27.9 | Not recorded | 68fa7bf21e209131cea8b811 | | Max MIM | 27.9 | Not recorded | 68fa7bf21e209131cea8b811 | | Max MIM | 25.2 | Not recorded | 68fa7bf21e209131cea8b811 | | Max MIM | 25.2 | Not recorded | 68fa7bf21e209131cea8b811 | | Max MIM | 14.8 | Not recorded | 68fa7bf21e209131cea8b811 | | Max MIM | 14.8 | Not recorded | 68fa7bf21e209131cea8b811 | | Max MIM | 12.1 | Not recorded | 68fa7bf21e209131cea8b811 | | Max MIM | 12.1 | Not recorded | 68fa7bf21e209131cea8b811 | ### Max MIM Robust Accuracy (MIM): 68.5. Result ID: 6a0ffed5fbc373592c086427. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model1":"TIC-R19","Model2":"HIRE-V11"}. This record does not assert independent reproduction. ### Max MIM Robust Accuracy (MIM): 68.5. Result ID: 6a0ffed5fbc373592c086471. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model1":"TIC-R19","Model2":"HIRE-V11"}. This record does not assert independent reproduction. ### Max MIM Robust Accuracy (MIM): 28.3. Result ID: 6a0ffed5fbc373592c08642c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model1":"FAT-R18","Model2":"HIRE-V11"}. This record does not assert independent reproduction. ### Max MIM Robust Accuracy (MIM): 28.3. Result ID: 6a0ffed5fbc373592c086476. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model1":"FAT-R18","Model2":"HIRE-V11"}. This record does not assert independent reproduction. ### Max MIM Robust Accuracy (MIM): 27.9. Result ID: 6a0ffed5fbc373592c086436. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model1":"DM-R18","Model2":"FAT-R18"}. This record does not assert independent reproduction. ### Max MIM Robust Accuracy (MIM): 27.9. Result ID: 6a0ffed5fbc373592c086480. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model1":"DM-R18","Model2":"FAT-R18"}. This record does not assert independent reproduction. ### Max MIM Robust Accuracy (MIM): 25.2. Result ID: 6a0ffed5fbc373592c086431. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model1":"FAT-R18","Model2":"TIC-R19"}. This record does not assert independent reproduction. ### Max MIM Robust Accuracy (MIM): 25.2. Result ID: 6a0ffed5fbc373592c08647b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model1":"FAT-R18","Model2":"TIC-R19"}. This record does not assert independent reproduction. ### Max MIM Robust Accuracy (MIM): 14.8. Result ID: 6a0ffed5fbc373592c08643b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model1":"DM-R18","Model2":"HIRE-V11"}. This record does not assert independent reproduction. ### Max MIM Robust Accuracy (MIM): 14.8. Result ID: 6a0ffed5fbc373592c086485. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model1":"DM-R18","Model2":"HIRE-V11"}. This record does not assert independent reproduction. ### Max MIM Robust Accuracy (MIM): 12.1. Result ID: 6a0ffed5fbc373592c086440. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model1":"DM-R18","Model2":"TIC-R19"}. This record does not assert independent reproduction. ### Max MIM Robust Accuracy (MIM): 12.1. Result ID: 6a0ffed5fbc373592c08648a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model1":"DM-R18","Model2":"TIC-R19"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.