# Adversarial Attack on ImageNet Target: IncRes-v2 Source: [Adversarial Attack on ImageNet Target: IncRes-v2]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:35:05.941Z Evaluation of adversarial attack performance on the ImageNet dataset, specifically targeting the Inception-ResNet-v2 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: IncRes-v2 | | 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 | | --- | --- | --- | --- | | NI-CT-FGSM | 99.4 | Not recorded | 68fa6a921e209131cea28f77 | | VNI-CT-FGSM | 99 | Not recorded | 68fa6a921e209131cea28f77 | | MI-CT-FGSM | 97.1 | Not recorded | 68fa6a921e209131cea28f77 | | VMI-CT-FGSM | 97 | Not recorded | 68fa6a921e209131cea28f77 | | VNI-CT-FGSM | 89.2 | Not recorded | 68fa6a921e209131cea28f77 | | VNI-CT-FGSM | 89 | Not recorded | 68fa6a921e209131cea28f77 | | VNI-CT-FGSM | 87.2 | Not recorded | 68fa6a921e209131cea28f77 | | VMI-CT-FGSM | 86.7 | Not recorded | 68fa6a921e209131cea28f77 | | VMI-CT-FGSM | 86.6 | Not recorded | 68fa6a921e209131cea28f77 | | VMI-CT-FGSM | 86.4 | Not recorded | 68fa6a921e209131cea28f77 | | MI-CT-FGSM | 83.3 | Not recorded | 68fa6a921e209131cea28f77 | | NI-CT-FGSM | 83.3 | Not recorded | 68fa6a921e209131cea28f77 | | MI-CT-FGSM | 83.2 | Not recorded | 68fa6a921e209131cea28f77 | | NI-CT-FGSM | 82.5 | Not recorded | 68fa6a921e209131cea28f77 | | MI-CT-FGSM | 80.6 | Not recorded | 68fa6a921e209131cea28f77 | | NI-CT-FGSM | 80 | Not recorded | 68fa6a921e209131cea28f77 | ### NI-CT-FGSM Attack Success Rate: 99.4. Result ID: 699abf095698665ec44d2a04. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Model":"IncRes-v2"}. This record does not assert independent reproduction. ### VNI-CT-FGSM Attack Success Rate: 99. Result ID: 699abf095698665ec44d2a05. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Source Model":"IncRes-v2"}. This record does not assert independent reproduction. ### MI-CT-FGSM Attack Success Rate: 97.1. Result ID: 699abf095698665ec44d2a02. [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: 97. Result ID: 699abf095698665ec44d2a03. [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: 89.2. Result ID: 699abf095698665ec44d2a01. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Source Model":"Inc-v4"}. This record does not assert independent reproduction. ### VNI-CT-FGSM Attack Success Rate: 89. Result ID: 699abf095698665ec44d29fd. [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: 87.2. Result ID: 699abf095698665ec44d2a09. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Source Model":"Res-101"}. This record does not assert independent reproduction. ### VMI-CT-FGSM Attack Success Rate: 86.7. Result ID: 699abf095698665ec44d29fb. [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: 86.6. Result ID: 699abf095698665ec44d29ff. [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: 86.4. Result ID: 699abf095698665ec44d2a07. [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: 83.3. Result ID: 699abf095698665ec44d29fe. [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: 83.3. Result ID: 699abf095698665ec44d2a08. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Model":"Res-101"}. This record does not assert independent reproduction. ### MI-CT-FGSM Attack Success Rate: 83.2. Result ID: 699abf095698665ec44d2a06. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Model":"Res-101"}. This record does not assert independent reproduction. ### NI-CT-FGSM Attack Success Rate: 82.5. Result ID: 699abf095698665ec44d2a00. [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: 80.6. Result ID: 699abf095698665ec44d29fa. [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: 80. Result ID: 699abf095698665ec44d29fc. [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.