# Deepfake Detection on DeepFo (test)

Source: [Deepfake Detection on DeepFo (test)](<https://www.sota2.com/research/sota/deepfake-detection-on-deepfo-test>)

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

Data updated: 2026-02-26T05:24:32.315Z

Evaluation of Deepfake Detection performance on the test split of the DeepFo dataset, reporting metrics such as 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) | DeepFo (test) |
| Metric | 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

- [AUC](<https://www.sota2.com/research/sota/deepfake-detection-on-deepfo-test.md?metric=AUC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AUC | Result date | Report paper |
| --- | --- | --- | --- |
| PCL+I2G | 99.4 | Not recorded | 68fa6d9e1e209131cea3ad7d |
| FTCN-TT | 98.8 | Not recorded | 68fa6d9e1e209131cea3ad7d |
| LTTD | 98.5 | Not recorded | 68fa6d9e1e209131cea3ad7d |
| LipForensics | 97.6 | Not recorded | 68fa6d9e1e209131cea3ad7d |
| Face X-ray | 86.8 | Not recorded | 68fa6d9e1e209131cea3ad7d |
| PatchForensics | 81.8 | Not recorded | 68fa6d9e1e209131cea3ad7d |
| Multi-task | 77.7 | Not recorded | 68fa6d9e1e209131cea3ad7d |
| SBI+EB4 | 77.7 | Not recorded | 68fa6d9e1e209131cea3ad7d |
| CNN-GRU | 74.1 | Not recorded | 68fa6d9e1e209131cea3ad7d |
| FWA | 50.2 | Not recorded | 68fa6d9e1e209131cea3ad7d |

### PCL+I2G

AUC: 99.4. Result ID: 698fad2e3a6c314849fb032d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d9e1e209131cea3ad7d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a771e209131cea2854d.md>)

Recorded evaluation configuration: {"trained\_on":"FF++","evaluation\_level":"video-level"}. This record does not assert independent reproduction.

### FTCN-TT

AUC: 98.8. Result ID: 698fad2e3a6c314849fb0330.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d9e1e209131cea3ad7d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a8b1e209131cea28a94.md>)

Recorded evaluation configuration: {"trained\_on":"FF++","evaluation\_level":"video-level"}. This record does not assert independent reproduction.

### LTTD

AUC: 98.5. Result ID: 698fad2e3a6c314849fb0331.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d9e1e209131cea3ad7d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d9e1e209131cea3ad7d.md>)

Recorded evaluation configuration: {"trained\_on":"FF++","evaluation\_level":"video-level"}. This record does not assert independent reproduction.

### LipForensics

AUC: 97.6. Result ID: 698fad2e3a6c314849fb032f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d9e1e209131cea3ad7d.md>)

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

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

Recorded evaluation configuration: {"trained\_on":"FF++","evaluation\_level":"video-level"}. This record does not assert independent reproduction.

### Face X-ray

AUC: 86.8. Result ID: 698fad2e3a6c314849fb032c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d9e1e209131cea3ad7d.md>)

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

Recorded evaluation configuration: {"trained\_on":"FF++","evaluation\_level":"video-level"}. This record does not assert independent reproduction.

### PatchForensics

AUC: 81.8. Result ID: 698fad2e3a6c314849fb032a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d9e1e209131cea3ad7d.md>)

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

Recorded evaluation configuration: {"trained\_on":"FF++","evaluation\_level":"video-level"}. This record does not assert independent reproduction.

### Multi-task

AUC: 77.7. Result ID: 698fad2e3a6c314849fb0329.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d9e1e209131cea3ad7d.md>)

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

Recorded evaluation configuration: {"trained\_on":"FF++","evaluation\_level":"video-level"}. This record does not assert independent reproduction.

### SBI+EB4

AUC: 77.7. Result ID: 698fad2e3a6c314849fb032e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d9e1e209131cea3ad7d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c5d1e209131cea3399c.md>)

[Implementation](<https://github.com/mapooon/SelfBlendedImages>)

Recorded evaluation configuration: {"trained\_on":"FF++","evaluation\_level":"video-level"}. This record does not assert independent reproduction.

### CNN-GRU

AUC: 74.1. Result ID: 698fad2e3a6c314849fb0328.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d9e1e209131cea3ad7d.md>)

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

Recorded evaluation configuration: {"trained\_on":"FF++","evaluation\_level":"video-level"}. This record does not assert independent reproduction.

### FWA

AUC: 50.2. Result ID: 698fad2e3a6c314849fb032b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d9e1e209131cea3ad7d.md>)

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

Recorded evaluation configuration: {"trained\_on":"FF++","evaluation\_level":"video-level"}. This record does not assert independent reproduction.

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