# Video Forgery Detection on GenVidBench

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

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

Data updated: 2026-05-19T09:31:56.767Z

Evaluation of video forgery detection performance on the GenVidBench dataset, reporting scores across specific evaluation methods including HD-VG, CogVideo, SVD, MuseV, and Mora.

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 | Video Forgery Detection |
| Dataset (including any stated split) | GenVidBench |
| Metric | HD-VG Score |
| 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

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

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

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

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

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

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

## Recorded results

| Method | HD-VG Score | Result date | Report paper |
| --- | --- | --- | --- |
| CAM-VFD | 99.52 | Not recorded | 6a0beec1dbc836b87d82c63f |
| VideoSwin | 98.55 | Not recorded | 6a0beec1dbc836b87d82c63f |
| TIN | 97.88 | Not recorded | 6a0beec1dbc836b87d82c63f |
| MViT V2 | 97.58 | Not recorded | 6a0beec1dbc836b87d82c63f |
| X3D | 97.51 | Not recorded | 6a0beec1dbc836b87d82c63f |
| TPN | 97.34 | Not recorded | 6a0beec1dbc836b87d82c63f |
| UniFormerV2 | 96.89 | Not recorded | 6a0beec1dbc836b87d82c63f |
| TSM | 96.76 | Not recorded | 6a0beec1dbc836b87d82c63f |
| I3D | 93.99 | Not recorded | 6a0beec1dbc836b87d82c63f |
| TRN | 93.97 | Not recorded | 6a0beec1dbc836b87d82c63f |
| SlowFast | 93.63 | Not recorded | 6a0beec1dbc836b87d82c63f |
| TimeSformer | 92.32 | Not recorded | 6a0beec1dbc836b87d82c63f |

### CAM-VFD

HD-VG Score: 99.52. Result ID: 6a0c2d9ffbc373592c029685.

[Reporting paper](<https://www.sota2.com/research/paper/6a0beec1dbc836b87d82c63f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0beec1dbc836b87d82c63f.md>)

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

### VideoSwin

HD-VG Score: 98.55. Result ID: 6a0c2d9ffbc373592c029683.

[Reporting paper](<https://www.sota2.com/research/paper/6a0beec1dbc836b87d82c63f.md>)

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

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

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

### TIN

HD-VG Score: 97.88. Result ID: 6a0c2d9ffbc373592c02967d.

[Reporting paper](<https://www.sota2.com/research/paper/6a0beec1dbc836b87d82c63f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66ef1e209131cea135c2.md>)

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

### MViT V2

HD-VG Score: 97.58. Result ID: 6a0c2d9ffbc373592c029684.

[Reporting paper](<https://www.sota2.com/research/paper/6a0beec1dbc836b87d82c63f.md>)

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

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

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

### X3D

HD-VG Score: 97.51. Result ID: 6a0c2d9ffbc373592c02967e.

[Reporting paper](<https://www.sota2.com/research/paper/6a0beec1dbc836b87d82c63f.md>)

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

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

### TPN

HD-VG Score: 97.34. Result ID: 6a0c2d9ffbc373592c02967c.

[Reporting paper](<https://www.sota2.com/research/paper/6a0beec1dbc836b87d82c63f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67ba1e209131cea182a3.md>)

[Implementation](<https://github.com/open-mmlab/mmaction>)

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

### UniFormerV2

HD-VG Score: 96.89. Result ID: 6a0c2d9ffbc373592c029681.

[Reporting paper](<https://www.sota2.com/research/paper/6a0beec1dbc836b87d82c63f.md>)

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

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

### TSM

HD-VG Score: 96.76. Result ID: 6a0c2d9ffbc373592c029680.

[Reporting paper](<https://www.sota2.com/research/paper/6a0beec1dbc836b87d82c63f.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: {"Type":"CNN"}. This record does not assert independent reproduction.

### I3D

HD-VG Score: 93.99. Result ID: 6a0c2d9ffbc373592c02967a.

[Reporting paper](<https://www.sota2.com/research/paper/6a0beec1dbc836b87d82c63f.md>)

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

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

### TRN

HD-VG Score: 93.97. Result ID: 6a0c2d9ffbc373592c02967f.

[Reporting paper](<https://www.sota2.com/research/paper/6a0beec1dbc836b87d82c63f.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.

### SlowFast

HD-VG Score: 93.63. Result ID: 6a0c2d9ffbc373592c02967b.

[Reporting paper](<https://www.sota2.com/research/paper/6a0beec1dbc836b87d82c63f.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.

### TimeSformer

HD-VG Score: 92.32. Result ID: 6a0c2d9ffbc373592c029682.

[Reporting paper](<https://www.sota2.com/research/paper/6a0beec1dbc836b87d82c63f.md>)

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

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

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

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