# Adversarial Attack on ImageNet Target: Res-101 Source: [Adversarial Attack on ImageNet Target: Res-101]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:35:05.958Z Evaluation of adversarial attack performance, measured by Success Rate, specifically against the ResNet-101 model on the ImageNet dataset. 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 | | Dataset (including any stated split) | ImageNet Target: Res-101 | | Metric | Attack Success Rate | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 | | --- | --- | --- | --- | | VNI-CT-FGSM | 99.1 | Not recorded | 68fa6a921e209131cea28f77 | | MI-CT-FGSM | 98.9 | Not recorded | 68fa6a921e209131cea28f77 | | VMI-CT-FGSM | 98.6 | Not recorded | 68fa6a921e209131cea28f77 | | NI-CT-FGSM | 98.5 | Not recorded | 68fa6a921e209131cea28f77 | | VNI-CT-FGSM | 88.2 | Not recorded | 68fa6a921e209131cea28f77 | | VNI-CT-FGSM | 85.3 | Not recorded | 68fa6a921e209131cea28f77 | | VNI-CT-FGSM | 85.1 | Not recorded | 68fa6a921e209131cea28f77 | | VMI-CT-FGSM | 85 | Not recorded | 68fa6a921e209131cea28f77 | | NI-CT-FGSM | 83.2 | Not recorded | 68fa6a921e209131cea28f77 | | MI-CT-FGSM | 83 | Not recorded | 68fa6a921e209131cea28f77 | | VMI-CT-FGSM | 82.9 | Not recorded | 68fa6a921e209131cea28f77 | | VMI-CT-FGSM | 81.9 | Not recorded | 68fa6a921e209131cea28f77 | | MI-CT-FGSM | 78.3 | Not recorded | 68fa6a921e209131cea28f77 | | MI-CT-FGSM | 76 | Not recorded | 68fa6a921e209131cea28f77 | | NI-CT-FGSM | 75.9 | Not recorded | 68fa6a921e209131cea28f77 | | NI-CT-FGSM | 74.5 | Not recorded | 68fa6a921e209131cea28f77 | ### VNI-CT-FGSM Attack Success Rate: 99.1. Result ID: 699abf095698665ec44d2a19. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Source Model":"Res-101"}. This record does not assert independent reproduction. ### MI-CT-FGSM Attack Success Rate: 98.9. Result ID: 699abf095698665ec44d2a16. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Model":"Res-101"}. This record does not assert independent reproduction. ### VMI-CT-FGSM Attack Success Rate: 98.6. Result ID: 699abf095698665ec44d2a17. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Source Model":"Res-101"}. This record does not assert independent reproduction. ### NI-CT-FGSM Attack Success Rate: 98.5. Result ID: 699abf095698665ec44d2a18. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Model":"Res-101"}. This record does not assert independent reproduction. ### VNI-CT-FGSM Attack Success Rate: 88.2. Result ID: 699abf095698665ec44d2a15. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Source Model":"IncRes-v2"}. This record does not assert independent reproduction. ### VNI-CT-FGSM Attack Success Rate: 85.3. Result ID: 699abf095698665ec44d2a0d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Source Model":"Inc-v3"}. This record does not assert independent reproduction. ### VNI-CT-FGSM Attack Success Rate: 85.1. Result ID: 699abf095698665ec44d2a11. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Source Model":"Inc-v4"}. This record does not assert independent reproduction. ### VMI-CT-FGSM Attack Success Rate: 85. Result ID: 699abf095698665ec44d2a13. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Source Model":"IncRes-v2"}. This record does not assert independent reproduction. ### NI-CT-FGSM Attack Success Rate: 83.2. Result ID: 699abf095698665ec44d2a14. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Model":"IncRes-v2"}. This record does not assert independent reproduction. ### MI-CT-FGSM Attack Success Rate: 83. Result ID: 699abf095698665ec44d2a12. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Model":"IncRes-v2"}. This record does not assert independent reproduction. ### VMI-CT-FGSM Attack Success Rate: 82.9. Result ID: 699abf095698665ec44d2a0b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Source Model":"Inc-v3"}. This record does not assert independent reproduction. ### VMI-CT-FGSM Attack Success Rate: 81.9. Result ID: 699abf095698665ec44d2a0f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Source Model":"Inc-v4"}. This record does not assert independent reproduction. ### MI-CT-FGSM Attack Success Rate: 78.3. Result ID: 699abf095698665ec44d2a0e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Model":"Inc-v4"}. This record does not assert independent reproduction. ### MI-CT-FGSM Attack Success Rate: 76. Result ID: 699abf095698665ec44d2a0a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Model":"Inc-v3"}. This record does not assert independent reproduction. ### NI-CT-FGSM Attack Success Rate: 75.9. Result ID: 699abf095698665ec44d2a10. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Model":"Inc-v4"}. This record does not assert independent reproduction. ### NI-CT-FGSM Attack Success Rate: 74.5. Result ID: 699abf095698665ec44d2a0c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Model":"Inc-v3"}. 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