# Adversarial Attack on ImageNet Target: Inc-v3ens3 Source: [Adversarial Attack on ImageNet Target: Inc-v3ens3]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:05:30.572Z Evaluation of adversarial attack success rate on the ImageNet dataset, specifically targeting the Inc-v3ens3 model variant. 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: Inc-v3ens3 | | Metric | 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 - [Success Rate](): Higher is better; unit: PERCENT. ## Recorded results | Method | Success Rate | Result date | Report paper | | --- | --- | --- | --- | | VNI-CT-FGSM | 85.2 | Not recorded | 68fa6a921e209131cea28f77 | | VMI-CT-FGSM | 83.4 | Not recorded | 68fa6a921e209131cea28f77 | | VNI-CT-FGSM | 82.6 | Not recorded | 68fa6a921e209131cea28f77 | | VMI-CT-FGSM | 81 | Not recorded | 68fa6a921e209131cea28f77 | | VNI-CT-FGSM | 80.1 | Not recorded | 68fa6a921e209131cea28f77 | | VMI-CT-FGSM | 78.6 | Not recorded | 68fa6a921e209131cea28f77 | | VNI-CT-FGSM | 78.6 | Not recorded | 68fa6a921e209131cea28f77 | | VMI-CT-FGSM | 78.3 | Not recorded | 68fa6a921e209131cea28f77 | | MI-CT-FGSM | 77.6 | Not recorded | 68fa6a921e209131cea28f77 | | MI-CT-FGSM | 77 | Not recorded | 68fa6a921e209131cea28f77 | | NI-CT-FGSM | 75 | Not recorded | 68fa6a921e209131cea28f77 | | MI-CT-FGSM | 72.2 | Not recorded | 68fa6a921e209131cea28f77 | | NI-CT-FGSM | 70 | Not recorded | 68fa6a921e209131cea28f77 | | NI-CT-FGSM | 65.8 | Not recorded | 68fa6a921e209131cea28f77 | | MI-CT-FGSM | 64.1 | Not recorded | 68fa6a921e209131cea28f77 | | NI-CT-FGSM | 60 | Not recorded | 68fa6a921e209131cea28f77 | ### VNI-CT-FGSM Success Rate: 85.2. Result ID: 699abf095698665ec44d2a25. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Source Model":"IncRes-v2"}. This record does not assert independent reproduction. ### VMI-CT-FGSM Success Rate: 83.4. Result ID: 699abf095698665ec44d2a23. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Source Model":"IncRes-v2"}. This record does not assert independent reproduction. ### VNI-CT-FGSM Success Rate: 82.6. Result ID: 699abf095698665ec44d2a29. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Source Model":"Res-101"}. This record does not assert independent reproduction. ### VMI-CT-FGSM Success Rate: 81. Result ID: 699abf095698665ec44d2a27. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Source Model":"Res-101"}. This record does not assert independent reproduction. ### VNI-CT-FGSM Success Rate: 80.1. Result ID: 699abf095698665ec44d2a21. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Source Model":"Inc-v4"}. This record does not assert independent reproduction. ### VMI-CT-FGSM Success Rate: 78.6. Result ID: 699abf095698665ec44d2a1b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Source Model":"Inc-v3"}. This record does not assert independent reproduction. ### VNI-CT-FGSM Success Rate: 78.6. Result ID: 699abf095698665ec44d2a1d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Source Model":"Inc-v3"}. This record does not assert independent reproduction. ### VMI-CT-FGSM Success Rate: 78.3. Result ID: 699abf095698665ec44d2a1f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Source Model":"Inc-v4"}. This record does not assert independent reproduction. ### MI-CT-FGSM Success Rate: 77.6. Result ID: 699abf095698665ec44d2a22. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Model":"IncRes-v2"}. This record does not assert independent reproduction. ### MI-CT-FGSM Success Rate: 77. Result ID: 699abf095698665ec44d2a26. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Model":"Res-101"}. This record does not assert independent reproduction. ### NI-CT-FGSM Success Rate: 75. Result ID: 699abf095698665ec44d2a24. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Model":"IncRes-v2"}. This record does not assert independent reproduction. ### MI-CT-FGSM Success Rate: 72.2. Result ID: 699abf095698665ec44d2a1e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Model":"Inc-v4"}. This record does not assert independent reproduction. ### NI-CT-FGSM Success Rate: 70. Result ID: 699abf095698665ec44d2a28. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Model":"Res-101"}. This record does not assert independent reproduction. ### NI-CT-FGSM Success Rate: 65.8. Result ID: 699abf095698665ec44d2a20. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Model":"Inc-v4"}. This record does not assert independent reproduction. ### MI-CT-FGSM Success Rate: 64.1. Result ID: 699abf095698665ec44d2a1a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Model":"Inc-v3"}. This record does not assert independent reproduction. ### NI-CT-FGSM Success Rate: 60. Result ID: 699abf095698665ec44d2a1c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Model":"Inc-v3"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.