# Motion-controlled video synthesis on 12 in-the-wild hand videos

Source: [Motion-controlled video synthesis on 12 in-the-wild hand videos](<https://www.sota2.com/research/sota/motion-controlled-video-synthesis-on-12-in-the-wild-hand-videos>)

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

Data updated: 2026-02-26T05:56:14.459Z

Evaluation of models performing motion-controlled video synthesis on the '12 in-the-wild hand videos' dataset, assessed using fidelity and perceptual metrics such as PSNR, SSIM, and LPIPS.

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 | Motion-controlled video synthesis |
| Dataset (including any stated split) | 12 in-the-wild hand videos |
| Metric | PSNR |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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

- [PSNR](<https://www.sota2.com/research/sota/motion-controlled-video-synthesis-on-12-in-the-wild-hand-videos.md?metric=PSNR>): Higher is better; unit: SCALAR.

- [SSIM](<https://www.sota2.com/research/sota/motion-controlled-video-synthesis-on-12-in-the-wild-hand-videos.md?metric=SSIM>): Higher is better; unit: SCALAR.

- [LPIPS](<https://www.sota2.com/research/sota/motion-controlled-video-synthesis-on-12-in-the-wild-hand-videos.md?metric=LPIPS>): Lower is better; unit: SCALAR.

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| FoundHand | 24.08 | Not recorded | 68fa76161e209131cea6b53e |
| ControlNeXt | 17.64 | Not recorded | 68fa76161e209131cea6b53e |
| AnimateAnyone | 15.76 | Not recorded | 68fa76161e209131cea6b53e |

### FoundHand

PSNR: 24.08. Result ID: 699424de3a6c3148491b5cdc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76161e209131cea6b53e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76161e209131cea6b53e.md>)

[Implementation](<https://ivl.cs.brown.edu/research/foundhand.html>)

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

### ControlNeXt

PSNR: 17.64. Result ID: 699424de3a6c3148491b5cda.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76161e209131cea6b53e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa775c1e209131cea72afa.md>)

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

### AnimateAnyone

PSNR: 15.76. Result ID: 699424de3a6c3148491b5cdb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76161e209131cea6b53e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73921e209131cea5d4b3.md>)

[Implementation](<https://humanaigc.github.io/animate-anyone/>)

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

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