# Adversarial Attack on Deepfake Detectors on StyleGAN v2 (test)

Source: [Adversarial Attack on Deepfake Detectors on StyleGAN v2 (test)](<https://www.sota2.com/research/sota/adversarial-attack-on-deepfake-detectors-on-stylegan-v2-test>)

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

Data updated: 2026-02-26T05:24:01.455Z

Evaluation of adversarial attack effectiveness against deepfake detection models using inputs generated by StyleGAN v2, measured by metrics like Attack Success Rate (ASR) and image quality (BRISQUE).

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 on Deepfake Detectors |
| Dataset (including any stated split) | StyleGAN v2 (test) |
| Metric | ASR (DCTA) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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

- [ASR (DCTA)](<https://www.sota2.com/research/sota/adversarial-attack-on-deepfake-detectors-on-stylegan-v2-test.md?metric=ASR%20(DCTA)>): Higher is better; unit: PERCENT.

- [ASR (DFTD)](<https://www.sota2.com/research/sota/adversarial-attack-on-deepfake-detectors-on-stylegan-v2-test.md?metric=ASR%20(DFTD)>): Higher is better; unit: PERCENT.

- [BRISQUE](<https://www.sota2.com/research/sota/adversarial-attack-on-deepfake-detectors-on-stylegan-v2-test.md?metric=BRISQUE>): Lower is better; unit: SCALAR.

## Recorded results

| Method | ASR (DCTA) | Result date | Report paper |
| --- | --- | --- | --- |
| MStatAttack | 0.934 | Not recorded | 68fa6f2b1e209131cea4438f |
| StatAttack | 0.921 | Not recorded | 68fa6f2b1e209131cea4438f |
| PGD | 0.712 | Not recorded | 68fa6f2b1e209131cea4438f |
| MStatAttack | 0.316 | Not recorded | 68fa6f2b1e209131cea4438f |
| StatAttack | 0.282 | Not recorded | 68fa6f2b1e209131cea4438f |
| StatAttack | 0.173 | Not recorded | 68fa6f2b1e209131cea4438f |
| MStatAttack | 0.121 | Not recorded | 68fa6f2b1e209131cea4438f |
| PGD | 0.035 | Not recorded | 68fa6f2b1e209131cea4438f |
| PGD | 0.015 | Not recorded | 68fa6f2b1e209131cea4438f |

### MStatAttack

ASR (DCTA): 0.934. Result ID: 6990ae9e3a6c314849026629.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f2b1e209131cea4438f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f2b1e209131cea4438f.md>)

Recorded evaluation configuration: {"Crafted from":"DCTA"}. This record does not assert independent reproduction.

### StatAttack

ASR (DCTA): 0.921. Result ID: 6990ae9e3a6c314849026628.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f2b1e209131cea4438f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f2b1e209131cea4438f.md>)

Recorded evaluation configuration: {"Crafted from":"DCTA"}. This record does not assert independent reproduction.

### PGD

ASR (DCTA): 0.712. Result ID: 6990ae9e3a6c314849026627.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f2b1e209131cea4438f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa665a1e209131cea0fbae.md>)

Recorded evaluation configuration: {"Crafted from":"DCTA"}. This record does not assert independent reproduction.

### MStatAttack

ASR (DCTA): 0.316. Result ID: 6990ae9e3a6c31484902662c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f2b1e209131cea4438f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f2b1e209131cea4438f.md>)

Recorded evaluation configuration: {"Crafted from":"DFTD"}. This record does not assert independent reproduction.

### StatAttack

ASR (DCTA): 0.282. Result ID: 6990ae9e3a6c31484902662b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f2b1e209131cea4438f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f2b1e209131cea4438f.md>)

Recorded evaluation configuration: {"Crafted from":"DFTD"}. This record does not assert independent reproduction.

### StatAttack

ASR (DCTA): 0.173. Result ID: 6990ae9e3a6c31484902662e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f2b1e209131cea4438f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f2b1e209131cea4438f.md>)

Recorded evaluation configuration: {"Crafted from":"ResNet"}. This record does not assert independent reproduction.

### MStatAttack

ASR (DCTA): 0.121. Result ID: 6990ae9e3a6c31484902662f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f2b1e209131cea4438f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f2b1e209131cea4438f.md>)

Recorded evaluation configuration: {"Crafted from":"ResNet"}. This record does not assert independent reproduction.

### PGD

ASR (DCTA): 0.035. Result ID: 6990ae9e3a6c31484902662a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f2b1e209131cea4438f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa665a1e209131cea0fbae.md>)

Recorded evaluation configuration: {"Crafted from":"DFTD"}. This record does not assert independent reproduction.

### PGD

ASR (DCTA): 0.015. Result ID: 6990ae9e3a6c31484902662d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f2b1e209131cea4438f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa665a1e209131cea0fbae.md>)

Recorded evaluation configuration: {"Crafted from":"ResNet"}. This record does not assert independent reproduction.

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