# Adversarial Attack Transferability on ImageNet Target: Visformer-S 5000 images (val) Source: [Adversarial Attack Transferability on ImageNet Target: Visformer-S 5000 images (val)]() Collection index: [llms.txt]() Data updated: 2026-03-17T10:57:08.040Z Evaluation of the transferability of adversarial attacks when the target evaluation context is specifically defined by the Visformer-S model trained on 5000 images from the ImageNet validation set, measured by 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: Visformer-S 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 | 73.28 | Not recorded | 68fa75361e209131cea66753 | | RFA+MUP | 63.28 | Not recorded | 68fa75361e209131cea66753 | | RFA | 60.68 | Not recorded | 68fa75361e209131cea66753 | | MFAA+SGM | 42.25 | Not recorded | 68fa75361e209131cea66753 | | SIA+SGM | 41.9 | Not recorded | 68fa75361e209131cea66753 | | SMI-FRSM+SGM | 41.56 | Not recorded | 68fa75361e209131cea66753 | | MFAA+MUP | 35.94 | Not recorded | 68fa75361e209131cea66753 | | MFAA | 34.6 | Not recorded | 68fa75361e209131cea66753 | | SMI-FRSM+MUP | 30.31 | Not recorded | 68fa75361e209131cea66753 | | SMI-FRSM | 28.03 | Not recorded | 68fa75361e209131cea66753 | | SIA | 27.88 | Not recorded | 68fa75361e209131cea66753 | | SIA+MUP | 27.59 | Not recorded | 68fa75361e209131cea66753 | | PGD+SGM | 22.09 | Not recorded | 68fa75361e209131cea66753 | | PGD+MUP | 9.75 | Not recorded | 68fa75361e209131cea66753 | | PGD | 8.76 | Not recorded | 68fa75361e209131cea66753 | ### RFA+SGM Attack Success Rate: 73.28. Result ID: 69b9336f47f34ce924a2b8b1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Model":"ResNet-50","Attack Category":"Parameter-related"}. This record does not assert independent reproduction. ### RFA+MUP Attack Success Rate: 63.28. Result ID: 69b9336f47f34ce924a2b8b0. [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: 60.68. Result ID: 69b9336f47f34ce924a2b8af. [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: 42.25. Result ID: 69b9336f47f34ce924a2b8ae. [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: 41.9. Result ID: 69b9336f47f34ce924a2b8ab. [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: 41.56. Result ID: 69b9336f47f34ce924a2b8a8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Model":"ResNet-50","Attack Category":"Gradient-related"}. This record does not assert independent reproduction. ### MFAA+MUP Attack Success Rate: 35.94. Result ID: 69b9336f47f34ce924a2b8ad. [Reporting paper]() Recorded evaluation configuration: {"Source Model":"ResNet-50","Attack Category":"Feature-related"}. This record does not assert independent reproduction. ### MFAA Attack Success Rate: 34.6. Result ID: 69b9336f47f34ce924a2b8ac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Model":"ResNet-50","Attack Category":"Feature-related"}. This record does not assert independent reproduction. ### SMI-FRSM+MUP Attack Success Rate: 30.31. Result ID: 69b9336f47f34ce924a2b8a7. [Reporting paper]() Recorded evaluation configuration: {"Source Model":"ResNet-50","Attack Category":"Gradient-related"}. This record does not assert independent reproduction. ### SMI-FRSM Attack Success Rate: 28.03. Result ID: 69b9336f47f34ce924a2b8a6. [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: 27.88. Result ID: 69b9336f47f34ce924a2b8a9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Model":"ResNet-50","Attack Category":"Augmentation-related"}. This record does not assert independent reproduction. ### SIA+MUP Attack Success Rate: 27.59. Result ID: 69b9336f47f34ce924a2b8aa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Model":"ResNet-50","Attack Category":"Augmentation-related"}. This record does not assert independent reproduction. ### PGD+SGM Attack Success Rate: 22.09. Result ID: 69b9336f47f34ce924a2b8a5. [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: 9.75. Result ID: 69b9336f47f34ce924a2b8a4. [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: 8.76. Result ID: 69b9336f47f34ce924a2b8a3. [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.