# Forgery Detection on FaceForensics++ FaceSwap HQ (test)

Source: [Forgery Detection on FaceForensics++ FaceSwap HQ (test)](<https://www.sota2.com/research/sota/forgery-detection-on-faceforensics-plus-plus-faceswap-hq-test>)

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

Data updated: 2026-02-26T05:25:22.663Z

Evaluation of Forgery Detection performance specifically on the FaceSwap manipulation subset within the FaceForensics++ HQ test set, measured using Video-level AUC.

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 | Forgery Detection |
| Dataset (including any stated split) | FaceForensics++ FaceSwap HQ (test) |
| Metric | AUC (Video-level) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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

- [AUC (Video-level)](<https://www.sota2.com/research/sota/forgery-detection-on-faceforensics-plus-plus-faceswap-hq-test.md?metric=AUC%20(Video-level)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AUC (Video-level) | Result date | Report paper |
| --- | --- | --- | --- |
| Face X-ray | 93.2 | Not recorded | 68fa6a931e209131cea29019 |
| LipForensics | 90.1 | Not recorded | 68fa6a931e209131cea29019 |
| LipForensics | 80.4 | Not recorded | 68fa6a931e209131cea29019 |
| Patch-based | 60.5 | Not recorded | 68fa6a931e209131cea29019 |
| LipForensics | 56.7 | Not recorded | 68fa6a931e209131cea29019 |
| CNN-aug | 56.3 | Not recorded | 68fa6a931e209131cea29019 |
| Xception | 51.2 | Not recorded | 68fa6a931e209131cea29019 |
| CNN-GRU | 47.6 | Not recorded | 68fa6a931e209131cea29019 |

### Face X-ray

AUC (Video-level): 93.2. Result ID: 699ac03a5698665ec44e63eb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a931e209131cea29019.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa675a1e209131cea15c24.md>)

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

### LipForensics

AUC (Video-level): 90.1. Result ID: 699ac03a5698665ec44e63ef.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a931e209131cea29019.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a931e209131cea29019.md>)

[Implementation](<https://github.com/ahaliassos/LipForensics>)

Recorded evaluation configuration: {"variant":"Ours","pre-training":"lipreading","fine-tuning":"frozen feature extractor"}. This record does not assert independent reproduction.

### LipForensics

AUC (Video-level): 80.4. Result ID: 699ac03a5698665ec44e63ee.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a931e209131cea29019.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a931e209131cea29019.md>)

[Implementation](<https://github.com/ahaliassos/LipForensics>)

Recorded evaluation configuration: {"variant":"Ft whole","pre-training":"lipreading","fine-tuning":"whole model"}. This record does not assert independent reproduction.

### Patch-based

AUC (Video-level): 60.5. Result ID: 699ac03a5698665ec44e63ea.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a931e209131cea29019.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68371e209131cea1ada5.md>)

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

### LipForensics

AUC (Video-level): 56.7. Result ID: 699ac03a5698665ec44e63ed.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a931e209131cea29019.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a931e209131cea29019.md>)

[Implementation](<https://github.com/ahaliassos/LipForensics>)

Recorded evaluation configuration: {"variant":"Scratch","pre-training":"none"}. This record does not assert independent reproduction.

### CNN-aug

AUC (Video-level): 56.3. Result ID: 699ac03a5698665ec44e63e9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a931e209131cea29019.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67581e209131cea15b26.md>)

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

### Xception

AUC (Video-level): 51.2. Result ID: 699ac03a5698665ec44e63e8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a931e209131cea29019.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66421e209131cea0f418.md>)

[Implementation](<https://github.com/ondyari/FaceForensics>)

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

### CNN-GRU

AUC (Video-level): 47.6. Result ID: 699ac03a5698665ec44e63ec.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a931e209131cea29019.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65be1e209131cea0c132.md>)

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

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