# Adversarial Attack Detection on Face dataset Adv-Mask attack

Source: [Adversarial Attack Detection on Face dataset Adv-Mask attack](<https://www.sota2.com/research/sota/adversarial-attack-detection-on-face-dataset-adv-mask-attack>)

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

Data updated: 2026-02-26T05:26:00.984Z

Evaluation of adversarial attack detection performance specifically against 'Adv-Mask' attacks on the Face dataset, measured using AUROC.

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 Detection |
| Dataset (including any stated split) | Face dataset Adv-Mask attack |
| Metric | AUROC |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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

- [AUROC](<https://www.sota2.com/research/sota/adversarial-attack-detection-on-face-dataset-adv-mask-attack.md?metric=AUROC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AUROC | Result date | Report paper |
| --- | --- | --- | --- |
| Perturbation Forgery | 99.99 | Not recorded | 68fa77471e209131cea7236d |
| LiBRe | 99.93 | Not recorded | 68fa77471e209131cea7236d |
| SPAD | 98.63 | Not recorded | 68fa77471e209131cea7236d |
| EPSAD | 95.78 | Not recorded | 68fa77471e209131cea7236d |
| LID | 53.19 | Not recorded | 68fa77471e209131cea7236d |

### Perturbation Forgery

AUROC: 99.99. Result ID: 69947df63a6c3148491d971c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77471e209131cea7236d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77471e209131cea7236d.md>)

[Implementation](<https://github.com/cc13qq/PFD>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### LiBRe

AUROC: 99.93. Result ID: 69947df63a6c3148491d9719.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77471e209131cea7236d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a0a1e209131cea25a8e.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### SPAD

AUROC: 98.63. Result ID: 69947df63a6c3148491d971b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77471e209131cea7236d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f311e209131cea4457f.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### EPSAD

AUROC: 95.78. Result ID: 69947df63a6c3148491d971a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77471e209131cea7236d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f7d1e209131cea45ef7.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### LID

AUROC: 53.19. Result ID: 69947df63a6c3148491d9718.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77471e209131cea7236d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64231e209131cea02c02.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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