# Deepfake Detection on Ctrl Shift Face (YouTube) (test)

Source: [Deepfake Detection on Ctrl Shift Face (YouTube) (test)](<https://www.sota2.com/research/sota/deepfake-detection-on-ctrl-shift-face-youtube-test>)

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

Data updated: 2026-02-26T06:08:16.820Z

Evaluation of Deepfake Detection performance on the test split of the Ctrl Shift Face (YouTube) dataset, reporting AUC scores across specific video subsets.

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) | Ctrl Shift Face (YouTube) (test) |
| Metric | Video1 AUC |
| Unit | PERCENT |
| 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

- [Video1 AUC](<https://www.sota2.com/research/sota/deepfake-detection-on-ctrl-shift-face-youtube-test.md?metric=Video1%20AUC>): Higher is better; unit: PERCENT.

- [Video2 AUC](<https://www.sota2.com/research/sota/deepfake-detection-on-ctrl-shift-face-youtube-test.md?metric=Video2%20AUC>): Higher is better; unit: PERCENT.

- [Video3 AUC](<https://www.sota2.com/research/sota/deepfake-detection-on-ctrl-shift-face-youtube-test.md?metric=Video3%20AUC>): Higher is better; unit: PERCENT.

- [Average AUC](<https://www.sota2.com/research/sota/deepfake-detection-on-ctrl-shift-face-youtube-test.md?metric=Average%20AUC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Video1 AUC | Result date | Report paper |
| --- | --- | --- | --- |
| ICT-Ref | 100 | Not recorded | 68fa6c2a1e209131cea32799 |
| ICT | 82.27 | Not recorded | 68fa6c2a1e209131cea32799 |
| Face X-ray | 66.49 | Not recorded | 68fa6c2a1e209131cea32799 |
| Multi-task | 62.5 | Not recorded | 68fa6c2a1e209131cea32799 |
| FFD | 56.04 | Not recorded | 68fa6c2a1e209131cea32799 |
| Xception-c23 | 44.56 | Not recorded | 68fa6c2a1e209131cea32799 |
| DSP-FWA | 23.08 | Not recorded | 68fa6c2a1e209131cea32799 |

### ICT-Ref

Video1 AUC: 100. Result ID: 698ee5a2a4474a45981feb59.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c2a1e209131cea32799.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c2a1e209131cea32799.md>)

[Implementation](<https://github.com/LightDXY/ICT_DeepFake>)

Recorded evaluation configuration: {"Reference-assisted":true}. This record does not assert independent reproduction.

### ICT

Video1 AUC: 82.27. Result ID: 698ee5a2a4474a45981feb58.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c2a1e209131cea32799.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c2a1e209131cea32799.md>)

[Implementation](<https://github.com/LightDXY/ICT_DeepFake>)

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

### Face X-ray

Video1 AUC: 66.49. Result ID: 698ee5a2a4474a45981feb57.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c2a1e209131cea32799.md>)

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

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

### Multi-task

Video1 AUC: 62.5. Result ID: 698ee5a2a4474a45981feb53.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c2a1e209131cea32799.md>)

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

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

### FFD

Video1 AUC: 56.04. Result ID: 698ee5a2a4474a45981feb56.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c2a1e209131cea32799.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68a21e209131cea1d479.md>)

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

### Xception-c23

Video1 AUC: 44.56. Result ID: 698ee5a2a4474a45981feb55.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c2a1e209131cea32799.md>)

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

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

Recorded evaluation configuration: {"Compression":"c23","Backbone":"Xception"}. This record does not assert independent reproduction.

### DSP-FWA

Video1 AUC: 23.08. Result ID: 698ee5a2a4474a45981feb54.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c2a1e209131cea32799.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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