# Adversarial Attack on ImageNet Target: Inc-v3ens4 Source: [Adversarial Attack on ImageNet Target: Inc-v3ens4]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:05:30.590Z Evaluation of adversarial attack performance on the ImageNet dataset, specifically targeting the Inception-v3ens4 model variant, measured by 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 | | Dataset (including any stated split) | ImageNet Target: Inc-v3ens4 | | 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 | 82.5 | Not recorded | 68fa6a921e209131cea28f77 | | VMI-CT-FGSM | 80.5 | Not recorded | 68fa6a921e209131cea28f77 | | VNI-CT-FGSM | 79.7 | Not recorded | 68fa6a921e209131cea28f77 | | VMI-CT-FGSM | 78.6 | Not recorded | 68fa6a921e209131cea28f77 | | VNI-CT-FGSM | 78.3 | Not recorded | 68fa6a921e209131cea28f77 | | VNI-CT-FGSM | 76.7 | Not recorded | 68fa6a921e209131cea28f77 | | VMI-CT-FGSM | 76.6 | Not recorded | 68fa6a921e209131cea28f77 | | VMI-CT-FGSM | 76.2 | Not recorded | 68fa6a921e209131cea28f77 | | MI-CT-FGSM | 74.6 | Not recorded | 68fa6a921e209131cea28f77 | | MI-CT-FGSM | 72.3 | Not recorded | 68fa6a921e209131cea28f77 | | NI-CT-FGSM | 68.9 | Not recorded | 68fa6a921e209131cea28f77 | | NI-CT-FGSM | 68.5 | Not recorded | 68fa6a921e209131cea28f77 | | MI-CT-FGSM | 67.2 | Not recorded | 68fa6a921e209131cea28f77 | | NI-CT-FGSM | 62.6 | Not recorded | 68fa6a921e209131cea28f77 | | MI-CT-FGSM | 62.1 | Not recorded | 68fa6a921e209131cea28f77 | | NI-CT-FGSM | 56.2 | Not recorded | 68fa6a921e209131cea28f77 | ### VNI-CT-FGSM Success Rate: 82.5. Result ID: 699abf095698665ec44d2a35. [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: 80.5. Result ID: 699abf095698665ec44d2a33. [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: 79.7. Result ID: 699abf095698665ec44d2a39. [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: 78.6. Result ID: 699abf095698665ec44d2a37. [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: 78.3. Result ID: 699abf095698665ec44d2a31. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Source Model":"Inc-v4"}. This record does not assert independent reproduction. ### VNI-CT-FGSM Success Rate: 76.7. Result ID: 699abf095698665ec44d2a2d. [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: 76.6. Result ID: 699abf095698665ec44d2a2f. [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: 76.2. Result ID: 699abf095698665ec44d2a2b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Source Model":"Inc-v3"}. This record does not assert independent reproduction. ### MI-CT-FGSM Success Rate: 74.6. Result ID: 699abf095698665ec44d2a32. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Model":"IncRes-v2"}. This record does not assert independent reproduction. ### MI-CT-FGSM Success Rate: 72.3. Result ID: 699abf095698665ec44d2a36. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Model":"Res-101"}. This record does not assert independent reproduction. ### NI-CT-FGSM Success Rate: 68.9. Result ID: 699abf095698665ec44d2a34. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Model":"IncRes-v2"}. This record does not assert independent reproduction. ### NI-CT-FGSM Success Rate: 68.5. Result ID: 699abf095698665ec44d2a38. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Model":"Res-101"}. This record does not assert independent reproduction. ### MI-CT-FGSM Success Rate: 67.2. Result ID: 699abf095698665ec44d2a2e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Model":"Inc-v4"}. This record does not assert independent reproduction. ### NI-CT-FGSM Success Rate: 62.6. Result ID: 699abf095698665ec44d2a30. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Model":"Inc-v4"}. This record does not assert independent reproduction. ### MI-CT-FGSM Success Rate: 62.1. Result ID: 699abf095698665ec44d2a2a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Model":"Inc-v3"}. This record does not assert independent reproduction. ### NI-CT-FGSM Success Rate: 56.2. Result ID: 699abf095698665ec44d2a2c. [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.