# Gesture Transfer on In-the-wild web-sourced images

Source: [Gesture Transfer on In-the-wild web-sourced images](<https://www.sota2.com/research/sota/gesture-transfer-on-in-the-wild-web-sourced-images>)

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

Data updated: 2026-02-26T05:56:14.442Z

Evaluation of models performing Gesture Transfer using in-the-wild web-sourced images, assessed using image quality metrics like PSNR, SSIM, LPIPS, and FID.

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 | Gesture Transfer |
| Dataset (including any stated split) | In-the-wild web-sourced images |
| Metric | PSNR |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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/gesture-transfer-on-in-the-wild-web-sourced-images.md?metric=PSNR>): Higher is better; unit: SCALAR.

- [SSIM](<https://www.sota2.com/research/sota/gesture-transfer-on-in-the-wild-web-sourced-images.md?metric=SSIM>): Higher is better; unit: SCALAR.

- [LPIPS](<https://www.sota2.com/research/sota/gesture-transfer-on-in-the-wild-web-sourced-images.md?metric=LPIPS>): Lower is better; unit: SCALAR.

- [FID](<https://www.sota2.com/research/sota/gesture-transfer-on-in-the-wild-web-sourced-images.md?metric=FID>): Lower is better; unit: SCALAR.

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| FoundHand | 30.96 | Not recorded | 68fa76161e209131cea6b53e |
| CosHand | 26.21 | Not recorded | 68fa76161e209131cea6b53e |
| GestureGAN | 11.18 | Not recorded | 68fa76161e209131cea6b53e |
| AnyControl | 10.59 | Not recorded | 68fa76161e209131cea6b53e |
| Uni-ControlNet | 9.41 | Not recorded | 68fa76161e209131cea6b53e |

### FoundHand

PSNR: 30.96. Result ID: 699424de3a6c3148491b5cd5.

[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.

### CosHand

PSNR: 26.21. Result ID: 699424de3a6c3148491b5cd4.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa746e1e209131cea61b27.md>)

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

### GestureGAN

PSNR: 11.18. Result ID: 699424de3a6c3148491b5cd1.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa66171e209131cea0e40c.md>)

[Implementation](<https://github.com/Ha0Tang/GestureGAN>)

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

### AnyControl

PSNR: 10.59. Result ID: 699424de3a6c3148491b5cd3.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa74251e209131cea5ffa9.md>)

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

### Uni-ControlNet

PSNR: 9.41. Result ID: 699424de3a6c3148491b5cd2.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa71131e209131cea4f1cf.md>)

[Implementation](<https://github.com/salesforce/UniControl>)

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

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