# Adversarial Attack on ImageNet Target Inc-v4 Source: [Adversarial Attack on ImageNet Target Inc-v4]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:05:30.555Z Evaluation of adversarial attack success rate on the ImageNet dataset, specifically focusing on performance against the Inception-v4 model. 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-v4 | | 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 | | --- | --- | --- | --- | | NI-CT-FGSM | 99.4 | Not recorded | 68fa6a921e209131cea28f77 | | VNI-CT-FGSM | 99.2 | Not recorded | 68fa6a921e209131cea28f77 | | VMI-CT-FGSM | 98.8 | Not recorded | 68fa6a921e209131cea28f77 | | MI-CT-FGSM | 98.6 | Not recorded | 68fa6a921e209131cea28f77 | | VNI-CT-FGSM | 91.2 | Not recorded | 68fa6a921e209131cea28f77 | | VNI-CT-FGSM | 90.6 | Not recorded | 68fa6a921e209131cea28f77 | | VMI-CT-FGSM | 88.6 | Not recorded | 68fa6a921e209131cea28f77 | | VMI-CT-FGSM | 87 | Not recorded | 68fa6a921e209131cea28f77 | | NI-CT-FGSM | 87 | Not recorded | 68fa6a921e209131cea28f77 | | MI-CT-FGSM | 85.7 | Not recorded | 68fa6a921e209131cea28f77 | | VNI-CT-FGSM | 85.5 | Not recorded | 68fa6a921e209131cea28f77 | | MI-CT-FGSM | 85.4 | Not recorded | 68fa6a921e209131cea28f77 | | VMI-CT-FGSM | 84.2 | Not recorded | 68fa6a921e209131cea28f77 | | NI-CT-FGSM | 84.1 | Not recorded | 68fa6a921e209131cea28f77 | | NI-CT-FGSM | 82.2 | Not recorded | 68fa6a921e209131cea28f77 | | MI-CT-FGSM | 81.8 | Not recorded | 68fa6a921e209131cea28f77 | ### NI-CT-FGSM Success Rate: 99.4. Result ID: 699abf095698665ec44d29f0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Model":"Inc-v4"}. This record does not assert independent reproduction. ### VNI-CT-FGSM Success Rate: 99.2. Result ID: 699abf095698665ec44d29f1. [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: 98.8. Result ID: 699abf095698665ec44d29ef. [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: 98.6. Result ID: 699abf095698665ec44d29ee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Model":"Inc-v4"}. This record does not assert independent reproduction. ### VNI-CT-FGSM Success Rate: 91.2. Result ID: 699abf095698665ec44d29ed. [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: 90.6. Result ID: 699abf095698665ec44d29f5. [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: 88.6. Result ID: 699abf095698665ec44d29eb. [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: 87. Result ID: 699abf095698665ec44d29f3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Source Model":"IncRes-v2"}. This record does not assert independent reproduction. ### NI-CT-FGSM Success Rate: 87. Result ID: 699abf095698665ec44d29f4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Model":"IncRes-v2"}. This record does not assert independent reproduction. ### MI-CT-FGSM Success Rate: 85.7. Result ID: 699abf095698665ec44d29f2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Model":"IncRes-v2"}. This record does not assert independent reproduction. ### VNI-CT-FGSM Success Rate: 85.5. Result ID: 699abf095698665ec44d29f9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Source Model":"Res-101"}. This record does not assert independent reproduction. ### MI-CT-FGSM Success Rate: 85.4. Result ID: 699abf095698665ec44d29ea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Model":"Inc-v3"}. This record does not assert independent reproduction. ### VMI-CT-FGSM Success Rate: 84.2. Result ID: 699abf095698665ec44d29f7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Source Model":"Res-101"}. This record does not assert independent reproduction. ### NI-CT-FGSM Success Rate: 84.1. Result ID: 699abf095698665ec44d29ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Model":"Inc-v3"}. This record does not assert independent reproduction. ### NI-CT-FGSM Success Rate: 82.2. Result ID: 699abf095698665ec44d29f8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Model":"Res-101"}. This record does not assert independent reproduction. ### MI-CT-FGSM Success Rate: 81.8. Result ID: 699abf095698665ec44d29f6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Model":"Res-101"}. 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