# Adversarial Attack Transferability on ImageNet Target: TNT-S 5000 images (val) Source: [Adversarial Attack Transferability on ImageNet Target: TNT-S 5000 images (val)]() Collection index: [llms.txt]() Data updated: 2026-03-17T10:57:08.018Z Evaluation of the transferability of adversarial attacks when the target evaluation context is specifically defined by the TNT-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: TNT-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 | 76.16 | Not recorded | 68fa75361e209131cea66753 | | RFA+MUP | 64.95 | Not recorded | 68fa75361e209131cea66753 | | RFA | 62.76 | Not recorded | 68fa75361e209131cea66753 | | MFAA+SGM | 56.5 | Not recorded | 68fa75361e209131cea66753 | | SIA+SGM | 43.53 | Not recorded | 68fa75361e209131cea66753 | | MFAA+MUP | 43.31 | Not recorded | 68fa75361e209131cea66753 | | SMI-FRSM+SGM | 43.28 | Not recorded | 68fa75361e209131cea66753 | | MFAA | 42.32 | Not recorded | 68fa75361e209131cea66753 | | SMI-FRSM+MUP | 33.46 | Not recorded | 68fa75361e209131cea66753 | | SMI-FRSM | 31.16 | Not recorded | 68fa75361e209131cea66753 | | SIA+MUP | 29.68 | Not recorded | 68fa75361e209131cea66753 | | SIA | 29.19 | Not recorded | 68fa75361e209131cea66753 | | PGD+SGM | 23.88 | Not recorded | 68fa75361e209131cea66753 | | PGD+MUP | 14.27 | Not recorded | 68fa75361e209131cea66753 | | PGD | 13.26 | Not recorded | 68fa75361e209131cea66753 | ### RFA+SGM Attack Success Rate: 76.16. Result ID: 69b9336f47f34ce924a2b8a2. [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: 64.95. Result ID: 69b9336f47f34ce924a2b8a1. [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: 62.76. Result ID: 69b9336f47f34ce924a2b8a0. [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: 56.5. Result ID: 69b9336f47f34ce924a2b89f. [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: 43.53. Result ID: 69b9336f47f34ce924a2b89c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Model":"ResNet-50","Attack Category":"Augmentation-related"}. This record does not assert independent reproduction. ### MFAA+MUP Attack Success Rate: 43.31. Result ID: 69b9336f47f34ce924a2b89e. [Reporting 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: 43.28. Result ID: 69b9336f47f34ce924a2b899. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Model":"ResNet-50","Attack Category":"Gradient-related"}. This record does not assert independent reproduction. ### MFAA Attack Success Rate: 42.32. Result ID: 69b9336f47f34ce924a2b89d. [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: 33.46. Result ID: 69b9336f47f34ce924a2b898. [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: 31.16. Result ID: 69b9336f47f34ce924a2b897. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Model":"ResNet-50","Attack Category":"Gradient-related"}. This record does not assert independent reproduction. ### SIA+MUP Attack Success Rate: 29.68. Result ID: 69b9336f47f34ce924a2b89b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Model":"ResNet-50","Attack Category":"Augmentation-related"}. This record does not assert independent reproduction. ### SIA Attack Success Rate: 29.19. Result ID: 69b9336f47f34ce924a2b89a. [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: 23.88. Result ID: 69b9336f47f34ce924a2b896. [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: 14.27. Result ID: 69b9336f47f34ce924a2b895. [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: 13.26. Result ID: 69b9336f47f34ce924a2b894. [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.