# Adversarial Attack on Stylized-ImageNet

Source: [Adversarial Attack on Stylized-ImageNet](<https://www.sota2.com/research/sota/adversarial-attack-on-stylized-imagenet>)

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

Data updated: 2026-04-06T07:25:05.899Z

Evaluation of adversarial attack performance on the Stylized-ImageNet dataset, reporting target success rate (tSuc) and universal success rate (uSuc).

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) | Stylized-ImageNet |
| Metric | Target Success Rate (tSuc) |
| 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

- [Target Success Rate (tSuc)](<https://www.sota2.com/research/sota/adversarial-attack-on-stylized-imagenet.md?metric=Target%20Success%20Rate%20(tSuc)>): Higher is better; unit: PERCENT.

- [Universal Success Rate (uSuc)](<https://www.sota2.com/research/sota/adversarial-attack-on-stylized-imagenet.md?metric=Universal%20Success%20Rate%20(uSuc)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Target Success Rate (tSuc) | Result date | Report paper |
| --- | --- | --- | --- |
| S4ST | 81.6 | Not recorded | 68fa771b1e209131cea710bc |
| S4ST | 79.8 | Not recorded | 68fa771b1e209131cea710bc |
| S4ST | 64.1 | Not recorded | 68fa771b1e209131cea710bc |

### S4ST

Target Success Rate (tSuc): 81.6. Result ID: 69d35fc747f34ce924bac949.

[Reporting paper](<https://www.sota2.com/research/paper/68fa771b1e209131cea710bc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa771b1e209131cea710bc.md>)

Recorded evaluation configuration: {"Surrogate":"ResNet-50 + ResNet-152 + DenseNet-121 + VGG16-bn (Cross-Model Ensemble)","TTA-oriented":"true"}. This record does not assert independent reproduction.

### S4ST

Target Success Rate (tSuc): 79.8. Result ID: 69d35fc747f34ce924bac948.

[Reporting paper](<https://www.sota2.com/research/paper/68fa771b1e209131cea710bc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa771b1e209131cea710bc.md>)

Recorded evaluation configuration: {"Surrogate":"ResNet-50 x 10 (Self-Ensemble)","TTA-oriented":"true"}. This record does not assert independent reproduction.

### S4ST

Target Success Rate (tSuc): 64.1. Result ID: 69d35fc747f34ce924bac947.

[Reporting paper](<https://www.sota2.com/research/paper/68fa771b1e209131cea710bc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa771b1e209131cea710bc.md>)

Recorded evaluation configuration: {"Surrogate":"ResNet-50","TTA-oriented":"true"}. This record does not assert independent reproduction.

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