# Co-speech gesture generation on SHOW 4 speakers

Source: [Co-speech gesture generation on SHOW 4 speakers](<https://www.sota2.com/research/sota/co-speech-gesture-generation-on-show-4-speakers>)

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

Data updated: 2026-03-30T07:57:13.916Z

Evaluation of Co-speech gesture generation models using quantitative metrics (FGD, BC, Diversity) on the SHOW dataset, specifically focusing on the 4-speaker configuration.

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 | Co-speech gesture generation |
| Dataset (including any stated split) | SHOW 4 speakers |
| Metric | FGD |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 6 of 6 |
| 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

- [FGD](<https://www.sota2.com/research/sota/co-speech-gesture-generation-on-show-4-speakers.md?metric=FGD>): Lower is better; unit: SCALAR.

- [BC](<https://www.sota2.com/research/sota/co-speech-gesture-generation-on-show-4-speakers.md?metric=BC>): Higher is better; unit: PERCENT.

- [Diversity](<https://www.sota2.com/research/sota/co-speech-gesture-generation-on-show-4-speakers.md?metric=Diversity>): Higher is better; unit: SCALAR.

## Recorded results

| Method | FGD | Result date | Report paper |
| --- | --- | --- | --- |
| HolisticSemGes | 18.92 | Not recorded | 69ca03a70636e5bf4afc948f |
| SemTalk | 20.17 | Not recorded | 69ca03a70636e5bf4afc948f |
| EMAGE | 22.23 | Not recorded | 69ca03a70636e5bf4afc948f |
| GestureLSM | 22.89 | Not recorded | 69ca03a70636e5bf4afc948f |
| RAGGesture | 23.54 | Not recorded | 69ca03a70636e5bf4afc948f |
| SHOW | 24.35 | Not recorded | 69ca03a70636e5bf4afc948f |

### HolisticSemGes

FGD: 18.92. Result ID: 69ca2cc147f34ce924b29e32.

[Reporting paper](<https://www.sota2.com/research/paper/69ca03a70636e5bf4afc948f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ca03a70636e5bf4afc948f.md>)

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

### SemTalk

FGD: 20.17. Result ID: 69ca2cc147f34ce924b29e31.

[Reporting paper](<https://www.sota2.com/research/paper/69ca03a70636e5bf4afc948f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77591e209131cea7292d.md>)

[Implementation](<https://xiangyue-zhang.github.io/SemTalk>)

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

### EMAGE

FGD: 22.23. Result ID: 69ca2cc147f34ce924b29e2e.

[Reporting paper](<https://www.sota2.com/research/paper/69ca03a70636e5bf4afc948f.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.

### GestureLSM

FGD: 22.89. Result ID: 69ca2cc147f34ce924b29e30.

[Reporting paper](<https://www.sota2.com/research/paper/69ca03a70636e5bf4afc948f.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.

### RAGGesture

FGD: 23.54. Result ID: 69ca2cc147f34ce924b29e2f.

[Reporting paper](<https://www.sota2.com/research/paper/69ca03a70636e5bf4afc948f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77c11e209131cea751db.md>)

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

### SHOW

FGD: 24.35. Result ID: 69ca2cc147f34ce924b29e2d.

[Reporting paper](<https://www.sota2.com/research/paper/69ca03a70636e5bf4afc948f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fcb1e209131cea4771a.md>)

[Implementation](<https://talkshow.is.tue.mpg.de/>)

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

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