# Adversarial Attack on ImageNet Ensemble AT

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

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

Data updated: 2026-04-06T07:25:05.975Z

Evaluation of adversarial attack performance specifically targeting an ensemble of ImageNet models (INv3ens3, INv3ens4, IRv2ens), reporting success rates (tSuc/uSuc) for each component.

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 Ensemble AT |
| Metric | tSuc (INv3ens3) |
| 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

- [tSuc (INv3ens3)](<https://www.sota2.com/research/sota/adversarial-attack-on-imagenet-ensemble-at.md?metric=tSuc%20(INv3ens3)>): Higher is better; unit: PERCENT.

- [uSuc (INv3ens3)](<https://www.sota2.com/research/sota/adversarial-attack-on-imagenet-ensemble-at.md?metric=uSuc%20(INv3ens3)>): Higher is better; unit: PERCENT.

- [tSuc (INv3ens4)](<https://www.sota2.com/research/sota/adversarial-attack-on-imagenet-ensemble-at.md?metric=tSuc%20(INv3ens4)>): Higher is better; unit: PERCENT.

- [uSuc (INv3ens4)](<https://www.sota2.com/research/sota/adversarial-attack-on-imagenet-ensemble-at.md?metric=uSuc%20(INv3ens4)>): Higher is better; unit: PERCENT.

- [tSuc (IRv2ens)](<https://www.sota2.com/research/sota/adversarial-attack-on-imagenet-ensemble-at.md?metric=tSuc%20(IRv2ens)>): Higher is better; unit: PERCENT.

- [uSuc (IRv2ens)](<https://www.sota2.com/research/sota/adversarial-attack-on-imagenet-ensemble-at.md?metric=uSuc%20(IRv2ens)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | tSuc (INv3ens3) | Result date | Report paper |
| --- | --- | --- | --- |
| S4ST | 70.8 | Not recorded | 68fa771b1e209131cea710bc |
| S4ST | 64 | Not recorded | 68fa771b1e209131cea710bc |
| S4ST | 42.3 | Not recorded | 68fa771b1e209131cea710bc |

### S4ST

tSuc (INv3ens3): 70.8. Result ID: 69d35fc747f34ce924bac94f.

[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

tSuc (INv3ens3): 64. Result ID: 69d35fc747f34ce924bac94e.

[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

tSuc (INv3ens3): 42.3. Result ID: 69d35fc747f34ce924bac94d.

[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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