# Adversarial Detection on ImageNet-1K PGD attack 1.0 (test)

Source: [Adversarial Detection on ImageNet-1K PGD attack 1.0 (test)](<https://www.sota2.com/research/sota/adversarial-detection-on-imagenet-1k-pgd-attack-1-0-test>)

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

Data updated: 2026-06-29T07:07:39.767Z

Evaluation of adversarial detection performance on the test split of the ImageNet-1K dataset specifically using the PGD attack configuration version 1.0.

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 Detection |
| Dataset (including any stated split) | ImageNet-1K PGD attack 1.0 (test) |
| Metric | Detection Power (PGD 1.0) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 2 of 2 |
| 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

- [Detection Power (PGD 1.0)](<https://www.sota2.com/research/sota/adversarial-detection-on-imagenet-1k-pgd-attack-1-0-test.md?metric=Detection%20Power%20(PGD%201.0)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Detection Power (PGD 1.0) | Result date | Report paper |
| --- | --- | --- | --- |
| USAD | 100 | Not recorded | 6a41fbda206542251d7cc98f |
| USAD | 21.7 | Not recorded | 6a41fbda206542251d7cc98f |

### USAD

Detection Power (PGD 1.0): 100. Result ID: 6a4219b2fbc373592c870159.

[Reporting paper](<https://www.sota2.com/research/paper/6a41fbda206542251d7cc98f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a41fbda206542251d7cc98f.md>)

Recorded evaluation configuration: {"epsilon":"8/255","Target model":"ResNet-50"}. This record does not assert independent reproduction.

### USAD

Detection Power (PGD 1.0): 21.7. Result ID: 6a4219b2fbc373592c870158.

[Reporting paper](<https://www.sota2.com/research/paper/6a41fbda206542251d7cc98f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a41fbda206542251d7cc98f.md>)

Recorded evaluation configuration: {"epsilon":"1/255","Target model":"ResNet-50"}. This record does not assert independent reproduction.

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