# Video-level Face Forgery Detection on DeeperForensics (DFo)

Source: [Video-level Face Forgery Detection on DeeperForensics (DFo)](<https://www.sota2.com/research/sota/video-level-face-forgery-detection-on-deeperforensics-dfo>)

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

Data updated: 2026-02-26T06:08:16.697Z

Evaluation of Face Forgery Detection performance on the DeeperForensics (DFo) dataset, specifically reporting 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 | Face Forgery Detection |
| Dataset (including any stated split) | DeeperForensics (DFo) |
| Metric | Video-level AUC |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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

- [Video-level AUC](<https://www.sota2.com/research/sota/video-level-face-forgery-detection-on-deeperforensics-dfo.md?metric=Video-level%20AUC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Video-level AUC | Result date | Report paper |
| --- | --- | --- | --- |
| LipForensics | 97.6 | Not recorded | 68fa6a931e209131cea29019 |
| Ft whole | 95.7 | Not recorded | 68fa6a931e209131cea29019 |
| Face X-ray | 86.8 | Not recorded | 68fa6a931e209131cea29019 |
| Scratch | 84.8 | Not recorded | 68fa6a931e209131cea29019 |
| Xception | 84.5 | Not recorded | 68fa6a931e209131cea29019 |
| Patch-based | 81.8 | Not recorded | 68fa6a931e209131cea29019 |
| Multi-task | 77.7 | Not recorded | 68fa6a931e209131cea29019 |
| CNN-aug | 74.4 | Not recorded | 68fa6a931e209131cea29019 |
| CNN-GRU | 74.1 | Not recorded | 68fa6a931e209131cea29019 |
| DSP-FWA | 50.2 | Not recorded | 68fa6a931e209131cea29019 |

### LipForensics

Video-level AUC: 97.6. Result ID: 699ac03a5698665ec44e6430.

[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: {"Pre-training":"Lipreading","Feature Extractor":"Frozen"}. This record does not assert independent reproduction.

### Ft whole

Video-level AUC: 95.7. Result ID: 699ac03a5698665ec44e642f.

[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: {"Pre-training":"Lipreading","Fine-tuning":"Full network"}. This record does not assert independent reproduction.

### Face X-ray

Video-level AUC: 86.8. Result ID: 699ac03a5698665ec44e642a.

[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.

### Scratch

Video-level AUC: 84.8. Result ID: 699ac03a5698665ec44e642e.

[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: {"Pre-training":"None"}. This record does not assert independent reproduction.

### Xception

Video-level AUC: 84.5. Result ID: 699ac03a5698665ec44e6427.

[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.

### Patch-based

Video-level AUC: 81.8. Result ID: 699ac03a5698665ec44e6429.

[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.

### Multi-task

Video-level AUC: 77.7. Result ID: 699ac03a5698665ec44e642c.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa65df1e209131cea0d006.md>)

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

### CNN-aug

Video-level AUC: 74.4. Result ID: 699ac03a5698665ec44e6428.

[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.

### CNN-GRU

Video-level AUC: 74.1. Result ID: 699ac03a5698665ec44e642b.

[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.

### DSP-FWA

Video-level AUC: 50.2. Result ID: 699ac03a5698665ec44e642d.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa65c81e209131cea0c7ca.md>)

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

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