# Adversarial Attack on ImageNet Target: IncRes-v2ens Source: [Adversarial Attack on ImageNet Target: IncRes-v2ens]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:05:30.602Z Evaluation of adversarial attack performance on the ImageNet dataset, specifically targeting the Inception-ResNet-v2 ensemble or variant 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-v2ens | | 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 | 81.8 | Not recorded | 68fa6a921e209131cea28f77 | | VMI-CT-FGSM | 79.4 | Not recorded | 68fa6a921e209131cea28f77 | | VNI-CT-FGSM | 73.3 | Not recorded | 68fa6a921e209131cea28f77 | | MI-CT-FGSM | 72 | Not recorded | 68fa6a921e209131cea28f77 | | VMI-CT-FGSM | 71.6 | Not recorded | 68fa6a921e209131cea28f77 | | VNI-CT-FGSM | 70.4 | Not recorded | 68fa6a921e209131cea28f77 | | VMI-CT-FGSM | 68.3 | Not recorded | 68fa6a921e209131cea28f77 | | VNI-CT-FGSM | 65.3 | Not recorded | 68fa6a921e209131cea28f77 | | NI-CT-FGSM | 65.1 | Not recorded | 68fa6a921e209131cea28f77 | | VMI-CT-FGSM | 64.7 | Not recorded | 68fa6a921e209131cea28f77 | | MI-CT-FGSM | 61.9 | Not recorded | 68fa6a921e209131cea28f77 | | MI-CT-FGSM | 57.3 | Not recorded | 68fa6a921e209131cea28f77 | | NI-CT-FGSM | 54.6 | Not recorded | 68fa6a921e209131cea28f77 | | NI-CT-FGSM | 51.3 | Not recorded | 68fa6a921e209131cea28f77 | | MI-CT-FGSM | 45.2 | Not recorded | 68fa6a921e209131cea28f77 | | NI-CT-FGSM | 41 | Not recorded | 68fa6a921e209131cea28f77 | ### VNI-CT-FGSM Success Rate: 81.8. Result ID: 699abf095698665ec44d2a45. [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: 79.4. Result ID: 699abf095698665ec44d2a43. [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: 73.3. Result ID: 699abf095698665ec44d2a49. [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: 72. Result ID: 699abf095698665ec44d2a42. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Model":"IncRes-v2"}. This record does not assert independent reproduction. ### VMI-CT-FGSM Success Rate: 71.6. Result ID: 699abf095698665ec44d2a47. [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: 70.4. Result ID: 699abf095698665ec44d2a41. [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: 68.3. Result ID: 699abf095698665ec44d2a3f. [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: 65.3. Result ID: 699abf095698665ec44d2a3d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Source Model":"Inc-v3"}. This record does not assert independent reproduction. ### NI-CT-FGSM Success Rate: 65.1. Result ID: 699abf095698665ec44d2a44. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Model":"IncRes-v2"}. This record does not assert independent reproduction. ### VMI-CT-FGSM Success Rate: 64.7. Result ID: 699abf095698665ec44d2a3b. [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: 61.9. Result ID: 699abf095698665ec44d2a46. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Model":"Res-101"}. This record does not assert independent reproduction. ### MI-CT-FGSM Success Rate: 57.3. Result ID: 699abf095698665ec44d2a3e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Model":"Inc-v4"}. This record does not assert independent reproduction. ### NI-CT-FGSM Success Rate: 54.6. Result ID: 699abf095698665ec44d2a48. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Model":"Res-101"}. This record does not assert independent reproduction. ### NI-CT-FGSM Success Rate: 51.3. Result ID: 699abf095698665ec44d2a40. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Model":"Inc-v4"}. This record does not assert independent reproduction. ### MI-CT-FGSM Success Rate: 45.2. Result ID: 699abf095698665ec44d2a3a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Model":"Inc-v3"}. This record does not assert independent reproduction. ### NI-CT-FGSM Success Rate: 41. Result ID: 699abf095698665ec44d2a3c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Model":"Inc-v3"}. This record does not assert independent reproduction. Page 1 of 1. 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