# Adversarial Attack on ImageNet Various Robust Models

Source: [Adversarial Attack on ImageNet Various Robust Models](<https://www.sota2.com/research/sota/adversarial-attack-on-imagenet-various-robust-models>)

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

Data updated: 2026-04-06T07:25:06.019Z

Evaluation of adversarial attack success rates (tSuc, uSuc) on a specific suite of models categorized as 'Various Robust Models' within the ImageNet context.

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 Various Robust Models |
| Metric | Average 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

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

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

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

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

## Recorded results

| Method | Average tSuc | Result date | Report paper |
| --- | --- | --- | --- |
| S4ST | 59.7 | Not recorded | 68fa771b1e209131cea710bc |
| S4ST | 57 | Not recorded | 68fa771b1e209131cea710bc |
| S4ST | 46.1 | Not recorded | 68fa771b1e209131cea710bc |

### S4ST

Average tSuc: 59.7. Result ID: 69d35fc747f34ce924bac952.

[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

Average tSuc: 57. Result ID: 69d35fc747f34ce924bac951.

[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

Average tSuc: 46.1. Result ID: 69d35fc747f34ce924bac950.

[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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