# Gesture Generation on Audio2PhotoReal

Source: [Gesture Generation on Audio2PhotoReal](<https://www.sota2.com/research/sota/gesture-generation-on-audio2photoreal>)

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

Data updated: 2026-02-26T05:41:13.352Z

Evaluation of Gesture Generation models on the Audio2PhotoReal dataset, assessed using quantitative metrics such as FGD and Diversity.

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 Generation |
| Dataset (including any stated split) | Audio2PhotoReal |
| Metric | Diversity |
| 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

- [Diversity](<https://www.sota2.com/research/sota/gesture-generation-on-audio2photoreal.md?metric=Diversity>): Higher is better; unit: SCALAR.

- [FGD](<https://www.sota2.com/research/sota/gesture-generation-on-audio2photoreal.md?metric=FGD>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Diversity | Result date | Report paper |
| --- | --- | --- | --- |
| Ground-Truth | 2.5 | Not recorded | 68fa7ba41e209131cea89971 |
| Intentional-Gesture | 2.43 | Not recorded | 68fa7ba41e209131cea89971 |
| Audio2PhotoReal | 2.36 | Not recorded | 68fa7ba41e209131cea89971 |
| GestureLSM | 2.34 | Not recorded | 68fa7ba41e209131cea89971 |
| EMAGE | 2.13 | Not recorded | 68fa7ba41e209131cea89971 |

### Ground-Truth

Diversity: 2.5. Result ID: 698b89157a967eddb76f62cd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba41e209131cea89971.md>)

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

### Intentional-Gesture

Diversity: 2.43. Result ID: 698b89157a967eddb76f62d1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba41e209131cea89971.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7ba41e209131cea89971.md>)

[Implementation](<https://andypinxinliu.github.io/Intentional-Gesture>)

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

### Audio2PhotoReal

Diversity: 2.36. Result ID: 698b89157a967eddb76f62cf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba41e209131cea89971.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71ba1e209131cea52ca0.md>)

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

### GestureLSM

Diversity: 2.34. Result ID: 698b89157a967eddb76f62d0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba41e209131cea89971.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a641e209131cea82d92.md>)

[Implementation](<https://andypinxinliu.github.io/GestureLSM>)

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

### EMAGE

Diversity: 2.13. Result ID: 698b89157a967eddb76f62ce.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba41e209131cea89971.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72c11e209131cea5867d.md>)

[Implementation](<https://pantomatrix.github.io/EMAGE/>)

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

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