# Adversarial Attack Detection on Face dataset TIPIM attack

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

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

Data updated: 2026-02-26T05:26:00.928Z

Evaluation of adversarial attack detection performance on the Face dataset TIPIM attack, measured using metrics like 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 TIPIM 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-tipim-attack.md?metric=AUROC>): Higher is better; unit: SCALAR.

## Recorded results

| Method | AUROC | Result date | Report paper |
| --- | --- | --- | --- |
| Perturbation Forgery | 0.9885 | Not recorded | 68fa77471e209131cea7236d |
| EPSAD | 0.9647 | Not recorded | 68fa77471e209131cea7236d |
| SPAD | 0.9256 | Not recorded | 68fa77471e209131cea7236d |
| LID | 0.6974 | Not recorded | 68fa77471e209131cea7236d |
| LiBRe | 0.5345 | Not recorded | 68fa77471e209131cea7236d |

### Perturbation Forgery

AUROC: 0.9885. Result ID: 69947df63a6c3148491d970d.

[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.

### EPSAD

AUROC: 0.9647. Result ID: 69947df63a6c3148491d970b.

[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.

### SPAD

AUROC: 0.9256. Result ID: 69947df63a6c3148491d970c.

[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.

### LID

AUROC: 0.6974. Result ID: 69947df63a6c3148491d9709.

[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.

### LiBRe

AUROC: 0.5345. Result ID: 69947df63a6c3148491d970a.

[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.

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