# Deepfake Detection on Face Forensics in the Wild FFIW10K (test)

Source: [Deepfake Detection on Face Forensics in the Wild FFIW10K (test)](<https://www.sota2.com/research/sota/deepfake-detection-on-face-forensics-in-the-wild-ffiw10k-test>)

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

Data updated: 2026-02-26T05:24:36.000Z

Evaluation of Deepfake Detection performance on the test split of the Face Forensics in the Wild (FFIW10K) dataset, reporting metrics like 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 | Deepfake Detection |
| Dataset (including any stated split) | Face Forensics in the Wild FFIW10K (test) |
| Metric | AUC |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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](<https://www.sota2.com/research/sota/deepfake-detection-on-face-forensics-in-the-wild-ffiw10k-test.md?metric=AUC>): Higher is better; unit: SCALAR.

## Recorded results

| Method | AUC | Result date | Report paper |
| --- | --- | --- | --- |
| Rössler et al. | 0.9917 | Not recorded | 68fa708c1e209131cea4ba52 |
| QAD-E | 0.9916 | Not recorded | 68fa708c1e209131cea4ba52 |
| QAD-R | 0.991 | Not recorded | 68fa708c1e209131cea4ba52 |
| Fang & Lin | 0.9894 | Not recorded | 68fa708c1e209131cea4ba52 |
| F3Net | 0.9794 | Not recorded | 68fa708c1e209131cea4ba52 |
| MAT | 0.9794 | Not recorded | 68fa708c1e209131cea4ba52 |
| MesoNet | 0.9456 | Not recorded | 68fa708c1e209131cea4ba52 |

### Rössler et al.

AUC: 0.9917. Result ID: 699133f83a6c3148490672f6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa708c1e209131cea4ba52.md>)

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

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

Recorded evaluation configuration: {"Setting":"Quality-agnostic","Compression":"Video (raw + c23 + c40)","Implementation source":"published code"}. This record does not assert independent reproduction.

### QAD-E

AUC: 0.9916. Result ID: 699133f83a6c3148490672fb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa708c1e209131cea4ba52.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa708c1e209131cea4ba52.md>)

Recorded evaluation configuration: {"Setting":"Quality-agnostic","Compression":"Video (raw + c23 + c40)"}. This record does not assert independent reproduction.

### QAD-R

AUC: 0.991. Result ID: 699133f83a6c3148490672fa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa708c1e209131cea4ba52.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa708c1e209131cea4ba52.md>)

Recorded evaluation configuration: {"Setting":"Quality-agnostic","Compression":"Video (raw + c23 + c40)"}. This record does not assert independent reproduction.

### Fang & Lin

AUC: 0.9894. Result ID: 699133f83a6c3148490672f9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa708c1e209131cea4ba52.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a051e209131cea257b5.md>)

Recorded evaluation configuration: {"Setting":"Quality-agnostic","Compression":"Video (raw + c23 + c40)"}. This record does not assert independent reproduction.

### F3Net

AUC: 0.9794. Result ID: 699133f83a6c3148490672f7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa708c1e209131cea4ba52.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa689c1e209131cea1d080.md>)

Recorded evaluation configuration: {"Setting":"Quality-agnostic","Compression":"Video (raw + c23 + c40)","Implementation source":"published code"}. This record does not assert independent reproduction.

### MAT

AUC: 0.9794. Result ID: 699133f83a6c3148490672f8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa708c1e209131cea4ba52.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa696f1e209131cea22082.md>)

Recorded evaluation configuration: {"Setting":"Quality-agnostic","Compression":"Video (raw + c23 + c40)","Implementation source":"published code"}. This record does not assert independent reproduction.

### MesoNet

AUC: 0.9456. Result ID: 699133f83a6c3148490672f5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa708c1e209131cea4ba52.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69cc1e209131cea241fa.md>)

Recorded evaluation configuration: {"Setting":"Quality-agnostic","Compression":"Video (raw + c23 + c40)"}. This record does not assert independent reproduction.

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