# Targeted Adversarial Attack on ImageNet Target: VGG-16

Source: [Targeted Adversarial Attack on ImageNet Target: VGG-16](<https://www.sota2.com/research/sota/targeted-adversarial-attack-on-imagenet-target-vgg-16>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T06:06:04.719Z

Evaluation of targeted adversarial attack effectiveness specifically against the VGG-16 model on the ImageNet dataset, reporting the 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 | Targeted Adversarial Attack |
| Dataset (including any stated split) | ImageNet Target: VGG-16 |
| Metric | Targeted Attack Success Rate |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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

- [Targeted Attack Success Rate](<https://www.sota2.com/research/sota/targeted-adversarial-attack-on-imagenet-target-vgg-16.md?metric=Targeted%20Attack%20Success%20Rate>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Targeted Attack Success Rate | Result date | Report paper |
| --- | --- | --- | --- |
| MTDI-GN+RAP-LS | 87.7 | Not recorded | 68fa6d9e1e209131cea3adf7 |
| MTDI-GN | 80.7 | Not recorded | 68fa6d9e1e209131cea3adf7 |
| MTDI | 62.8 | Not recorded | 68fa6d9e1e209131cea3adf7 |

### MTDI-GN+RAP-LS

Targeted Attack Success Rate: 87.7. Result ID: 698fae043a6c314849fb0c30.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d9e1e209131cea3adf7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d9e1e209131cea3adf7.md>)

[Implementation](<https://github.com/SCLBD/Transfer_attack_RAP>)

Recorded evaluation configuration: {"Source Model":"ResNet-50"}. This record does not assert independent reproduction.

### MTDI-GN

Targeted Attack Success Rate: 80.7. Result ID: 698fae043a6c314849fb0c2f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d9e1e209131cea3adf7.md>)

Recorded evaluation configuration: {"Source Model":"ResNet-50"}. This record does not assert independent reproduction.

### MTDI

Targeted Attack Success Rate: 62.8. Result ID: 698fae043a6c314849fb0c2e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d9e1e209131cea3adf7.md>)

Recorded evaluation configuration: {"Source Model":"ResNet-50"}. This record does not assert independent reproduction.

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