# Adversarial Attack Detection on Face dataset AMT-GAN attack

Source: [Adversarial Attack Detection on Face dataset AMT-GAN attack](<https://www.sota2.com/research/sota/adversarial-attack-detection-on-face-dataset-amt-gan-attack>)

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

Data updated: 2026-02-26T05:26:01.025Z

Evaluation of adversarial attack detection performance specifically against 'AMT-GAN' 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 AMT-GAN attack |
| Metric | AUROC |
| Unit | SCALAR |
| 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-amt-gan-attack.md?metric=AUROC>): Higher is better; unit: SCALAR.

## Recorded results

| Method | AUROC | Result date | Report paper |
| --- | --- | --- | --- |
| Perturbation Forgery | 0.9216 | Not recorded | 68fa77471e209131cea7236d |
| SPAD | 0.8969 | Not recorded | 68fa77471e209131cea7236d |
| He et al. | 0.8823 | Not recorded | 68fa77471e209131cea7236d |
| ODIN | 0.697 | Not recorded | 68fa77471e209131cea7236d |
| Luo et al. | 0.6511 | Not recorded | 68fa77471e209131cea7236d |

### Perturbation Forgery

AUROC: 0.9216. Result ID: 69947df63a6c3148491d9726.

[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.

### SPAD

AUROC: 0.8969. Result ID: 69947df63a6c3148491d9725.

[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.

### He et al.

AUROC: 0.8823. Result ID: 69947df63a6c3148491d9722.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a0d1e209131cea25c93.md>)

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

### ODIN

AUROC: 0.697. Result ID: 69947df63a6c3148491d9724.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa684a1e209131cea1b26f.md>)

[Implementation](<https://github.com/facebookresearch/odin>)

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

### Luo et al.

AUROC: 0.6511. Result ID: 69947df63a6c3148491d9723.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa69901e209131cea22ad5.md>)

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

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