# Deepfake Detection on FaceSh (test)

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

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

Data updated: 2026-02-26T05:24:32.297Z

Evaluation of Deepfake Detection performance on the test split of the FaceSh dataset, measured using 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) | FaceSh (test) |
| Metric | AUC |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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-facesh-test.md?metric=AUC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AUC | Result date | Report paper |
| --- | --- | --- | --- |
| LTTD | 99.5 | Not recorded | 68fa6d9e1e209131cea3ad7d |
| FTCN-TT | 98.8 | Not recorded | 68fa6d9e1e209131cea3ad7d |
| SBI+EB4 | 97.4 | Not recorded | 68fa6d9e1e209131cea3ad7d |
| LipForensics | 97.1 | Not recorded | 68fa6d9e1e209131cea3ad7d |
| Face X-ray | 92.8 | Not recorded | 68fa6d9e1e209131cea3ad7d |
| CNN-GRU | 80.8 | Not recorded | 68fa6d9e1e209131cea3ad7d |
| Multi-task | 66 | Not recorded | 68fa6d9e1e209131cea3ad7d |
| FWA | 65.5 | Not recorded | 68fa6d9e1e209131cea3ad7d |
| PatchForensics | 57.8 | Not recorded | 68fa6d9e1e209131cea3ad7d |

### LTTD

AUC: 99.5. Result ID: 698fad2e3a6c314849fb0327.

[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.

### FTCN-TT

AUC: 98.8. Result ID: 698fad2e3a6c314849fb0326.

[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.

### SBI+EB4

AUC: 97.4. Result ID: 698fad2e3a6c314849fb0324.

[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.

### LipForensics

AUC: 97.1. Result ID: 698fad2e3a6c314849fb0325.

[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: 92.8. Result ID: 698fad2e3a6c314849fb0323.

[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.

### CNN-GRU

AUC: 80.8. Result ID: 698fad2e3a6c314849fb031f.

[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.

### Multi-task

AUC: 66. Result ID: 698fad2e3a6c314849fb0320.

[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.

### FWA

AUC: 65.5. Result ID: 698fad2e3a6c314849fb0322.

[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.

### PatchForensics

AUC: 57.8. Result ID: 698fad2e3a6c314849fb0321.

[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.

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