# Adversarial Attack Transferability on ImageNet Target: IncRes 5000 images (val) Source: [Adversarial Attack Transferability on ImageNet Target: IncRes 5000 images (val)]() Collection index: [llms.txt]() Data updated: 2026-03-17T10:57:08.089Z Evaluation of adversarial attack transferability measured on a specific subset (IncRes 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: IncRes 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 | 75.4 | Not recorded | 68fa75361e209131cea66753 | | RFA+MUP | 67.69 | Not recorded | 68fa75361e209131cea66753 | | MFAA+SGM | 66.07 | Not recorded | 68fa75361e209131cea66753 | | RFA | 65.63 | Not recorded | 68fa75361e209131cea66753 | | MFAA+MUP | 54.19 | Not recorded | 68fa75361e209131cea66753 | | MFAA | 52.36 | Not recorded | 68fa75361e209131cea66753 | | SMI-FRSM+SGM | 47.51 | Not recorded | 68fa75361e209131cea66753 | | SIA+SGM | 46.63 | Not recorded | 68fa75361e209131cea66753 | | SMI-FRSM+MUP | 40.5 | Not recorded | 68fa75361e209131cea66753 | | SMI-FRSM | 36.89 | Not recorded | 68fa75361e209131cea66753 | | SIA | 35.27 | Not recorded | 68fa75361e209131cea66753 | | SIA+MUP | 35.09 | Not recorded | 68fa75361e209131cea66753 | | PGD+SGM | 25.36 | Not recorded | 68fa75361e209131cea66753 | | PGD+MUP | 14.15 | Not recorded | 68fa75361e209131cea66753 | | PGD | 12.43 | Not recorded | 68fa75361e209131cea66753 | ### RFA+SGM Attack Success Rate: 75.4. Result ID: 69b9336f47f34ce924a2b8cf. [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: 67.69. Result ID: 69b9336f47f34ce924a2b8ce. [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: 66.07. Result ID: 69b9336f47f34ce924a2b8cc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Model":"ResNet-50","Attack Category":"Feature-related"}. This record does not assert independent reproduction. ### RFA Attack Success Rate: 65.63. Result ID: 69b9336f47f34ce924a2b8cd. [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: 54.19. Result ID: 69b9336f47f34ce924a2b8cb. [Reporting paper]() Recorded evaluation configuration: {"Source Model":"ResNet-50","Attack Category":"Feature-related"}. This record does not assert independent reproduction. ### MFAA Attack Success Rate: 52.36. Result ID: 69b9336f47f34ce924a2b8ca. [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+SGM Attack Success Rate: 47.51. Result ID: 69b9336f47f34ce924a2b8c6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Model":"ResNet-50","Attack Category":"Gradient-related"}. This record does not assert independent reproduction. ### SIA+SGM Attack Success Rate: 46.63. Result ID: 69b9336f47f34ce924a2b8c9. [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: 40.5. Result ID: 69b9336f47f34ce924a2b8c5. [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: 36.89. Result ID: 69b9336f47f34ce924a2b8c4. [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: 35.27. Result ID: 69b9336f47f34ce924a2b8c7. [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: 35.09. Result ID: 69b9336f47f34ce924a2b8c8. [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: 25.36. Result ID: 69b9336f47f34ce924a2b8c3. [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: 14.15. Result ID: 69b9336f47f34ce924a2b8c2. [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: 12.43. Result ID: 69b9336f47f34ce924a2b8c1. [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.