# Fake Video Detection on GenVidBench (test)

Source: [Fake Video Detection on GenVidBench (test)](<https://www.sota2.com/research/sota/fake-video-detection-on-genvidbench-test>)

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

Data updated: 2026-03-06T07:18:21.875Z

Evaluation of Fake Video Detection performance on the test split of the GenVidBench dataset, reporting specialized metrics including MuseV, SVD, CogVideo, Mora, HD-VG, and Mean Top-1 Accuracy.

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 | Fake Video Detection |
| Dataset (including any stated split) | GenVidBench (test) |
| Metric | MuseV |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 12 of 12 |
| 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

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

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

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

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

- [HD-VG](<https://www.sota2.com/research/sota/fake-video-detection-on-genvidbench-test.md?metric=HD-VG>): Higher is better; unit: PERCENT.

- [Mean Top-1 Acc](<https://www.sota2.com/research/sota/fake-video-detection-on-genvidbench-test.md?metric=Mean%20Top-1%20Acc>): Higher is better; unit: PERCENT.

## Recorded results

| Method | MuseV | Result date | Report paper |
| --- | --- | --- | --- |
| VidGuard-R1 (GRPO) | 97.38 | Not recorded | 68fa7be71e209131cea8b388 |
| VidGuard-R1 (GRPO, GenVideo-pretrained, Zero-shot) | 97.24 | Not recorded | 68fa7be71e209131cea8b388 |
| MViT V2 | 76.34 | Not recorded | 68fa7be71e209131cea8b388 |
| TimeSformer | 73.14 | Not recorded | 68fa7be71e209131cea8b388 |
| VideoSwin | 62.29 | Not recorded | 68fa7be71e209131cea8b388 |
| TRN | 38.92 | Not recorded | 68fa7be71e209131cea8b388 |
| VidGuard-R1 (CoT) | 36.52 | Not recorded | 68fa7be71e209131cea8b388 |
| GPT-4.1 mini | 26.07 | Not recorded | 68fa7be71e209131cea8b388 |
| Qwen2.5-VL-7B | 25.86 | Not recorded | 68fa7be71e209131cea8b388 |
| UniFormer V2 | 20.05 | Not recorded | 68fa7be71e209131cea8b388 |
| SlowFast | 12.25 | Not recorded | 68fa7be71e209131cea8b388 |
| I3D | 8.15 | Not recorded | 68fa7be71e209131cea8b388 |

### VidGuard-R1 (GRPO)

MuseV: 97.38. Result ID: 69aa7f306dbb7075b953cff2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7be71e209131cea8b388.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7be71e209131cea8b388.md>)

Recorded evaluation configuration: {"Type":"MLLM","Stage":"GRPO"}. This record does not assert independent reproduction.

### VidGuard-R1 (GRPO, GenVideo-pretrained, Zero-shot)

MuseV: 97.24. Result ID: 69aa7f306dbb7075b953cff1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7be71e209131cea8b388.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7be71e209131cea8b388.md>)

Recorded evaluation configuration: {"Type":"MLLM","Stage":"GRPO","Pretrained":"GenVideo","Mode":"Zero-shot"}. This record does not assert independent reproduction.

### MViT V2

MuseV: 76.34. Result ID: 69aa7f306dbb7075b953cfed.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7be71e209131cea8b388.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c2f1e209131cea32a41.md>)

[Implementation](<https://github.com/facebookresearch/mvit>)

Recorded evaluation configuration: {"Type":"TF"}. This record does not assert independent reproduction.

### TimeSformer

MuseV: 73.14. Result ID: 69aa7f306dbb7075b953cfeb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7be71e209131cea8b388.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a1d1e209131cea25fbb.md>)

[Implementation](<https://github.com/facebookresearch/TimeSformer>)

Recorded evaluation configuration: {"Type":"TF"}. This record does not assert independent reproduction.

### VideoSwin

MuseV: 62.29. Result ID: 69aa7f306dbb7075b953cfec.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7be71e209131cea8b388.md>)

Recorded evaluation configuration: {"Type":"TF"}. This record does not assert independent reproduction.

### TRN

MuseV: 38.92. Result ID: 69aa7f306dbb7075b953cfe9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7be71e209131cea8b388.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa649b1e209131cea057a5.md>)

[Implementation](<http://relation.csail.mit.edu/>)

Recorded evaluation configuration: {"Type":"CNN"}. This record does not assert independent reproduction.

### VidGuard-R1 (CoT)

MuseV: 36.52. Result ID: 69aa7f306dbb7075b953cff0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7be71e209131cea8b388.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7be71e209131cea8b388.md>)

Recorded evaluation configuration: {"Type":"MLLM","Stage":"SFT-CoT"}. This record does not assert independent reproduction.

### GPT-4.1 mini

MuseV: 26.07. Result ID: 69aa7f306dbb7075b953cfef.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7be71e209131cea8b388.md>)

Recorded evaluation configuration: {"Type":"MLLM"}. This record does not assert independent reproduction.

### Qwen2.5-VL-7B

MuseV: 25.86. Result ID: 69aa7f306dbb7075b953cfee.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7be71e209131cea8b388.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa773a1e209131cea71d3c.md>)

Recorded evaluation configuration: {"Type":"MLLM"}. This record does not assert independent reproduction.

### UniFormer V2

MuseV: 20.05. Result ID: 69aa7f306dbb7075b953cfea.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7be71e209131cea8b388.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e001e209131cea3d543.md>)

Recorded evaluation configuration: {"Type":"TF"}. This record does not assert independent reproduction.

### SlowFast

MuseV: 12.25. Result ID: 69aa7f306dbb7075b953cfe7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7be71e209131cea8b388.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66911e209131cea10f0f.md>)

[Implementation](<https://github.com/facebookresearch/SlowFast>)

Recorded evaluation configuration: {"Type":"CNN"}. This record does not assert independent reproduction.

### I3D

MuseV: 8.15. Result ID: 69aa7f306dbb7075b953cfe8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7be71e209131cea8b388.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64051e209131cea020a8.md>)

Recorded evaluation configuration: {"Type":"CNN"}. This record does not assert independent reproduction.

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