# AI-Generated Video Detection on GenVidBench Main

Source: [AI-Generated Video Detection on GenVidBench Main](<https://www.sota2.com/research/sota/ai-generated-video-detection-on-genvidbench-main>)

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

Data updated: 2026-05-08T09:17:41.400Z

Evaluation of models for detecting AI-generated videos using the 'Main' configuration of the GenVidBench dataset, reporting specialized metrics including MuseV, SVD, CogVideo, Mora, HD-VG, and Average performance.

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 | AI-Generated Video Detection |
| Dataset (including any stated split) | GenVidBench Main |
| Metric | MuseV Score |
| 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

- [MuseV Score](<https://www.sota2.com/research/sota/ai-generated-video-detection-on-genvidbench-main.md?metric=MuseV%20Score>): Higher is better; unit: PERCENT.

- [SVD Score](<https://www.sota2.com/research/sota/ai-generated-video-detection-on-genvidbench-main.md?metric=SVD%20Score>): Higher is better; unit: PERCENT.

- [CogVideo Score](<https://www.sota2.com/research/sota/ai-generated-video-detection-on-genvidbench-main.md?metric=CogVideo%20Score>): Higher is better; unit: PERCENT.

- [Mora Score](<https://www.sota2.com/research/sota/ai-generated-video-detection-on-genvidbench-main.md?metric=Mora%20Score>): Higher is better; unit: PERCENT.

- [HD-VG Score](<https://www.sota2.com/research/sota/ai-generated-video-detection-on-genvidbench-main.md?metric=HD-VG%20Score>): Higher is better; unit: PERCENT.

- [Average Score](<https://www.sota2.com/research/sota/ai-generated-video-detection-on-genvidbench-main.md?metric=Average%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | MuseV Score | Result date | Report paper |
| --- | --- | --- | --- |
| ReStraV | 93.52 | Not recorded | 69fd6e455497b3b670c89611 |
| X3D | 92.39 | Not recorded | 69fd6e455497b3b670c89611 |
| MViT V2 | 76.34 | Not recorded | 69fd6e455497b3b670c89611 |
| TSM | 70.37 | Not recorded | 69fd6e455497b3b670c89611 |
| NSG-VD | 69.2 | Not recorded | 69fd6e455497b3b670c89611 |
| VideoSwin | 62.29 | Not recorded | 69fd6e455497b3b670c89611 |
| MAST | 55.55 | Not recorded | 69fd6e455497b3b670c89611 |
| D3 | 54.43 | Not recorded | 69fd6e455497b3b670c89611 |
| SlowFast | 12.25 | Not recorded | 69fd6e455497b3b670c89611 |
| I3D | 8.15 | Not recorded | 69fd6e455497b3b670c89611 |

### ReStraV

MuseV Score: 93.52. Result ID: 69fda9e847f34ce924e0e4f8.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6e455497b3b670c89611.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c411e209131cea8d2f2.md>)

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

### X3D

MuseV Score: 92.39. Result ID: 69fda9e847f34ce924e0e4f2.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6e455497b3b670c89611.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67531e209131cea15826.md>)

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

### MViT V2

MuseV Score: 76.34. Result ID: 69fda9e847f34ce924e0e4f3.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6e455497b3b670c89611.md>)

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

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

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

### TSM

MuseV Score: 70.37. Result ID: 69fda9e847f34ce924e0e4f1.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6e455497b3b670c89611.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66381e209131cea0ee93.md>)

[Implementation](<https://github.com/mit-han-lab/temporal-shift-module>)

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

### NSG-VD

MuseV Score: 69.2. Result ID: 69fda9e847f34ce924e0e4f7.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6e455497b3b670c89611.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c071e209131cea8bf61.md>)

Recorded evaluation configuration: {"trained and evaluated by current authors":"true"}. This record does not assert independent reproduction.

### VideoSwin

MuseV Score: 62.29. Result ID: 69fda9e847f34ce924e0e4f6.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6e455497b3b670c89611.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a391e209131cea26be4.md>)

[Implementation](<https://github.com/SwinTransformer/Video-Swin-Transformer>)

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

### MAST

MuseV Score: 55.55. Result ID: 69fda9e847f34ce924e0e4fa.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6e455497b3b670c89611.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69fd6e455497b3b670c89611.md>)

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

### D3

MuseV Score: 54.43. Result ID: 69fda9e847f34ce924e0e4f9.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6e455497b3b670c89611.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a621e209131cea82c16.md>)

Recorded evaluation configuration: {"trained and evaluated by current authors":"true"}. This record does not assert independent reproduction.

### SlowFast

MuseV Score: 12.25. Result ID: 69fda9e847f34ce924e0e4f4.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6e455497b3b670c89611.md>)

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

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

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

### I3D

MuseV Score: 8.15. Result ID: 69fda9e847f34ce924e0e4f5.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6e455497b3b670c89611.md>)

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

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

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