# Untargeted Adversarial Attack on ImageNet (Targeting Dense-121, VGG-16, Inc-v3) Source: [Untargeted Adversarial Attack on ImageNet (Targeting Dense-121, VGG-16, Inc-v3)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:35:06.836Z Evaluation of untargeted adversarial attack effectiveness on the ImageNet dataset, specifically reporting success rates or accuracy against Dense-121, VGG-16, and Inception-v3 models. 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 | Untargeted Adversarial Attack | | Dataset (including any stated split) | ImageNet | | Metric | Attack Success Rate (Dense-121) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 6 of 6 | | 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 - [Attack Success Rate (Dense-121)](): Higher is better; unit: PERCENT. - [Attack Success Rate (VGG-16)](): Higher is better; unit: PERCENT. - [Attack Success Rate (Inc-v3)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Attack Success Rate (Dense-121) | Result date | Report paper | | --- | --- | --- | --- | | MI-DI+RAP | 99.9 | Not recorded | 68fa6d9e1e209131cea3adf7 | | LinBP-MI-DI-SGM | 99.8 | Not recorded | 68fa6d9e1e209131cea3adf7 | | LinBP-ILA-SGM | 99.7 | Not recorded | 68fa6d9e1e209131cea3adf7 | | LinBP-ILA | 99.5 | Not recorded | 68fa6d9e1e209131cea3adf7 | | LinBP-MI-DI | 99.5 | Not recorded | 68fa6d9e1e209131cea3adf7 | | ILA | 95 | Not recorded | 68fa6d9e1e209131cea3adf7 | ### MI-DI+RAP Attack Success Rate (Dense-121): 99.9. Result ID: 698fae043a6c314849fb0c0e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Surrogate Model (MS)":"ResNet-50"}. This record does not assert independent reproduction. ### LinBP-MI-DI-SGM Attack Success Rate (Dense-121): 99.8. Result ID: 698fae043a6c314849fb0c0d. [Reporting paper]() Recorded evaluation configuration: {"Surrogate Model (MS)":"ResNet-50"}. This record does not assert independent reproduction. ### LinBP-ILA-SGM Attack Success Rate (Dense-121): 99.7. Result ID: 698fae043a6c314849fb0c0b. [Reporting paper]() Recorded evaluation configuration: {"Surrogate Model (MS)":"ResNet-50"}. This record does not assert independent reproduction. ### LinBP-ILA Attack Success Rate (Dense-121): 99.5. Result ID: 698fae043a6c314849fb0c0a. [Reporting paper]() Recorded evaluation configuration: {"Surrogate Model (MS)":"ResNet-50"}. This record does not assert independent reproduction. ### LinBP-MI-DI Attack Success Rate (Dense-121): 99.5. Result ID: 698fae043a6c314849fb0c0c. [Reporting paper]() Recorded evaluation configuration: {"Surrogate Model (MS)":"ResNet-50"}. This record does not assert independent reproduction. ### ILA Attack Success Rate (Dense-121): 95. Result ID: 698fae043a6c314849fb0c09. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Surrogate Model (MS)":"ResNet-50"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.