# Adversarial Attack on ImageNet Target: Inc-v3 Source: [Adversarial Attack on ImageNet Target: Inc-v3]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:05:30.540Z Evaluation of adversarial attack success rate on the ImageNet dataset, specifically focusing on the Inception-v3 model as the target. 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-v3 | | 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 | 99.5 | Not recorded | 68fa6a921e209131cea28f77 | | VMI-CT-FGSM | 99.3 | Not recorded | 68fa6a921e209131cea28f77 | | NI-CT-FGSM | 98.9 | Not recorded | 68fa6a921e209131cea28f77 | | MI-CT-FGSM | 98.7 | Not recorded | 68fa6a921e209131cea28f77 | | VNI-CT-FGSM | 92.9 | Not recorded | 68fa6a921e209131cea28f77 | | VNI-CT-FGSM | 92.1 | Not recorded | 68fa6a921e209131cea28f77 | | VNI-CT-FGSM | 90.7 | Not recorded | 68fa6a921e209131cea28f77 | | NI-CT-FGSM | 90.2 | Not recorded | 68fa6a921e209131cea28f77 | | VMI-CT-FGSM | 90 | Not recorded | 68fa6a921e209131cea28f77 | | VMI-CT-FGSM | 88.9 | Not recorded | 68fa6a921e209131cea28f77 | | MI-CT-FGSM | 87.9 | Not recorded | 68fa6a921e209131cea28f77 | | NI-CT-FGSM | 87.8 | Not recorded | 68fa6a921e209131cea28f77 | | MI-CT-FGSM | 87.2 | Not recorded | 68fa6a921e209131cea28f77 | | VMI-CT-FGSM | 86.9 | Not recorded | 68fa6a921e209131cea28f77 | | MI-CT-FGSM | 86.5 | Not recorded | 68fa6a921e209131cea28f77 | | NI-CT-FGSM | 86.1 | Not recorded | 68fa6a921e209131cea28f77 | ### VNI-CT-FGSM Success Rate: 99.5. Result ID: 699abf095698665ec44d29dd. [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: 99.3. Result ID: 699abf095698665ec44d29db. [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: 98.9. Result ID: 699abf095698665ec44d29dc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Model":"Inc-v3"}. This record does not assert independent reproduction. ### MI-CT-FGSM Success Rate: 98.7. Result ID: 699abf095698665ec44d29da. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Model":"Inc-v3"}. This record does not assert independent reproduction. ### VNI-CT-FGSM Success Rate: 92.9. Result ID: 699abf095698665ec44d29e5. [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: 92.1. Result ID: 699abf095698665ec44d29e1. [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: 90.7. Result ID: 699abf095698665ec44d29e9. [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: 90.2. Result ID: 699abf095698665ec44d29e4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Model":"IncRes-v2"}. This record does not assert independent reproduction. ### VMI-CT-FGSM Success Rate: 90. Result ID: 699abf095698665ec44d29df. [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: 88.9. Result ID: 699abf095698665ec44d29e3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Source Model":"IncRes-v2"}. This record does not assert independent reproduction. ### MI-CT-FGSM Success Rate: 87.9. Result ID: 699abf095698665ec44d29e2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Model":"IncRes-v2"}. This record does not assert independent reproduction. ### NI-CT-FGSM Success Rate: 87.8. Result ID: 699abf095698665ec44d29e0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Model":"Inc-v4"}. This record does not assert independent reproduction. ### MI-CT-FGSM Success Rate: 87.2. Result ID: 699abf095698665ec44d29de. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Model":"Inc-v4"}. This record does not assert independent reproduction. ### VMI-CT-FGSM Success Rate: 86.9. Result ID: 699abf095698665ec44d29e7. [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: 86.5. Result ID: 699abf095698665ec44d29e6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Model":"Res-101"}. This record does not assert independent reproduction. ### NI-CT-FGSM Success Rate: 86.1. Result ID: 699abf095698665ec44d29e8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Model":"Res-101"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.