# Adversarial Attack Transferability on ImageNet Target IncV4 5000 images (val) Source: [Adversarial Attack Transferability on ImageNet Target IncV4 5000 images (val)]() Collection index: [llms.txt]() Data updated: 2026-03-17T10:57:08.066Z Evaluation of adversarial attack transferability measured on a specific subset (IncV4 5000 images) of the ImageNet validation set, reporting Attack Success Rate. 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 Transferability | | Dataset (including any stated split) | ImageNet Target IncV4 5000 images (val) | | Metric | Attack Success Rate | | 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 - [Attack Success Rate](): Higher is better; unit: PERCENT. ## Recorded results | Method | Attack Success Rate | Result date | Report paper | | --- | --- | --- | --- | | RFA+SGM | 75.05 | Not recorded | 68fa75361e209131cea66753 | | MFAA+SGM | 69.46 | Not recorded | 68fa75361e209131cea66753 | | RFA+MUP | 68.58 | Not recorded | 68fa75361e209131cea66753 | | RFA | 66.46 | Not recorded | 68fa75361e209131cea66753 | | MFAA+MUP | 58.89 | Not recorded | 68fa75361e209131cea66753 | | MFAA | 57.13 | Not recorded | 68fa75361e209131cea66753 | | SIA+SGM | 53.1 | Not recorded | 68fa75361e209131cea66753 | | SMI-FRSM+SGM | 50.09 | Not recorded | 68fa75361e209131cea66753 | | SIA | 42.42 | Not recorded | 68fa75361e209131cea66753 | | SMI-FRSM+MUP | 42.37 | Not recorded | 68fa75361e209131cea66753 | | SIA+MUP | 41.92 | Not recorded | 68fa75361e209131cea66753 | | SMI-FRSM | 38.93 | Not recorded | 68fa75361e209131cea66753 | | PGD+SGM | 26.98 | Not recorded | 68fa75361e209131cea66753 | | PGD+MUP | 15.51 | Not recorded | 68fa75361e209131cea66753 | | PGD | 13.74 | Not recorded | 68fa75361e209131cea66753 | ### RFA+SGM Attack Success Rate: 75.05. Result ID: 69b9336f47f34ce924a2b8c0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Model":"ResNet-50","Attack Category":"Parameter-related"}. This record does not assert independent reproduction. ### MFAA+SGM Attack Success Rate: 69.46. Result ID: 69b9336f47f34ce924a2b8bd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Model":"ResNet-50","Attack Category":"Feature-related"}. This record does not assert independent reproduction. ### RFA+MUP Attack Success Rate: 68.58. Result ID: 69b9336f47f34ce924a2b8bf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Model":"ResNet-50","Attack Category":"Parameter-related"}. This record does not assert independent reproduction. ### RFA Attack Success Rate: 66.46. Result ID: 69b9336f47f34ce924a2b8be. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Model":"ResNet-50","Attack Category":"Parameter-related"}. This record does not assert independent reproduction. ### MFAA+MUP Attack Success Rate: 58.89. Result ID: 69b9336f47f34ce924a2b8bc. [Reporting paper]() Recorded evaluation configuration: {"Source Model":"ResNet-50","Attack Category":"Feature-related"}. This record does not assert independent reproduction. ### MFAA Attack Success Rate: 57.13. Result ID: 69b9336f47f34ce924a2b8bb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Model":"ResNet-50","Attack Category":"Feature-related"}. This record does not assert independent reproduction. ### SIA+SGM Attack Success Rate: 53.1. Result ID: 69b9336f47f34ce924a2b8ba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Model":"ResNet-50","Attack Category":"Augmentation-related"}. This record does not assert independent reproduction. ### SMI-FRSM+SGM Attack Success Rate: 50.09. Result ID: 69b9336f47f34ce924a2b8b7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Model":"ResNet-50","Attack Category":"Gradient-related"}. This record does not assert independent reproduction. ### SIA Attack Success Rate: 42.42. Result ID: 69b9336f47f34ce924a2b8b8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Model":"ResNet-50","Attack Category":"Augmentation-related"}. This record does not assert independent reproduction. ### SMI-FRSM+MUP Attack Success Rate: 42.37. Result ID: 69b9336f47f34ce924a2b8b6. [Reporting paper]() Recorded evaluation configuration: {"Source Model":"ResNet-50","Attack Category":"Gradient-related"}. This record does not assert independent reproduction. ### SIA+MUP Attack Success Rate: 41.92. Result ID: 69b9336f47f34ce924a2b8b9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Model":"ResNet-50","Attack Category":"Augmentation-related"}. This record does not assert independent reproduction. ### SMI-FRSM Attack Success Rate: 38.93. Result ID: 69b9336f47f34ce924a2b8b5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Model":"ResNet-50","Attack Category":"Gradient-related"}. This record does not assert independent reproduction. ### PGD+SGM Attack Success Rate: 26.98. Result ID: 69b9336f47f34ce924a2b8b4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Model":"ResNet-50","Attack Category":"White-box"}. This record does not assert independent reproduction. ### PGD+MUP Attack Success Rate: 15.51. Result ID: 69b9336f47f34ce924a2b8b3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Model":"ResNet-50","Attack Category":"White-box"}. This record does not assert independent reproduction. ### PGD Attack Success Rate: 13.74. Result ID: 69b9336f47f34ce924a2b8b2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Model":"ResNet-50","Attack Category":"White-box"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.