# Co-speech gesture generation on BEAT 2 (Novel 5 speakers)

Source: [Co-speech gesture generation on BEAT 2 (Novel 5 speakers)](<https://www.sota2.com/research/sota/co-speech-gesture-generation-on-beat-2-novel-5-speakers>)

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

Data updated: 2026-02-26T05:36:37.943Z

Evaluation of Co-speech gesture generation performance on the BEAT-2 dataset, specifically using the Novel 5 speakers subset, assessed using quantitative metrics like FGD, BC, 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 | Co-speech gesture generation |
| Dataset (including any stated split) | BEAT 2 (Novel 5 speakers) |
| Metric | BC |
| Unit | PERCENT |
| Direction | Higher 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

- [BC](<https://www.sota2.com/research/sota/co-speech-gesture-generation-on-beat-2-novel-5-speakers.md?metric=BC>): Higher is better; unit: PERCENT.

- [FGD](<https://www.sota2.com/research/sota/co-speech-gesture-generation-on-beat-2-novel-5-speakers.md?metric=FGD>): Lower is better; unit: SCALAR.

- [Diversity](<https://www.sota2.com/research/sota/co-speech-gesture-generation-on-beat-2-novel-5-speakers.md?metric=Diversity>): Higher is better; unit: SCALAR.

## Recorded results

| Method | BC | Result date | Report paper |
| --- | --- | --- | --- |
| Intentional-Gesture | 68.6 | Not recorded | 68fa7ba41e209131cea89971 |
| Ground Truth | 67.1 | Not recorded | 68fa7ba41e209131cea89971 |
| EMAGE | 64.3 | Not recorded | 68fa7ba41e209131cea89971 |
| GestureLSM | 62.1 | Not recorded | 68fa7ba41e209131cea89971 |
| CaMN | 51.3 | Not recorded | 68fa7ba41e209131cea89971 |
| Audio2Photoreal | 46.4 | Not recorded | 68fa7ba41e209131cea89971 |

### Intentional-Gesture

BC: 68.6. Result ID: 698b89157a967eddb76f62c8.

[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: {"zero-shot":true}. This record does not assert independent reproduction.

### Ground Truth

BC: 67.1. Result ID: 698b89157a967eddb76f62c3.

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

Recorded evaluation configuration: {"zero-shot":true}. This record does not assert independent reproduction.

### EMAGE

BC: 64.3. Result ID: 698b89157a967eddb76f62c5.

[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: {"zero-shot":true}. This record does not assert independent reproduction.

### GestureLSM

BC: 62.1. Result ID: 698b89157a967eddb76f62c7.

[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: {"zero-shot":true}. This record does not assert independent reproduction.

### CaMN

BC: 51.3. Result ID: 698b89157a967eddb76f62c4.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d751e209131cea3a0d5.md>)

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

Recorded evaluation configuration: {"zero-shot":true}. This record does not assert independent reproduction.

### Audio2Photoreal

BC: 46.4. Result ID: 698b89157a967eddb76f62c6.

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

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

Recorded evaluation configuration: {"zero-shot":true}. This record does not assert independent reproduction.

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