# 3D Gesture Generation on BEAT (test) Source: [3D Gesture Generation on BEAT (test)]() Collection index: [llms.txt]() Data updated: 2026-02-27T09:05:34.322Z Evaluation of 3D gesture generation models using the test split of the BEAT dataset, assessed using metrics including SRGR, BA, FGD, Div, and GA. 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 | 3D Gesture Generation | | Dataset (including any stated split) | BEAT (test) | | Metric | BA | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 8 of 8 | | 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 - [BA](): Higher is better; unit: SCALAR. - [SRGR](): Higher is better; unit: PERCENT. - [FGD](): Lower is better; unit: SCALAR. - [Div](): Higher is better; unit: SCALAR. - [GA](): Higher is better; unit: PERCENT. ## Recorded results | Method | BA | Result date | Report paper | | --- | --- | --- | --- | | GT | 0.83 | Not recorded | 68fa72bf1e209131cea5858b | | AMUSE | 0.81 | Not recorded | 68fa72bf1e209131cea5858b | | TalkSHOW-BEAT | 0.64 | Not recorded | 68fa72bf1e209131cea5858b | | TalkSHOW | 0.6 | Not recorded | 68fa72bf1e209131cea5858b | | DSG | 0.4 | Not recorded | 68fa72bf1e209131cea5858b | | Habibie et al. | 0.39 | Not recorded | 68fa72bf1e209131cea5858b | | CaMN | 0.39 | Not recorded | 68fa72bf1e209131cea5858b | | MoGlow | 0.35 | Not recorded | 68fa72bf1e209131cea5858b | ### GT BA: 0.83. Result ID: 69a15e5835dfcabb00e698c6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AMUSE BA: 0.81. Result ID: 69a15e5835dfcabb00e698c7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TalkSHOW-BEAT BA: 0.64. Result ID: 69a15e5835dfcabb00e698c8. [Reporting paper]() Recorded evaluation configuration: {"categorical emotion labels":"true"}. This record does not assert independent reproduction. ### TalkSHOW BA: 0.6. Result ID: 69a15e5835dfcabb00e698c9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"one-hot encodings of personal style":"true"}. This record does not assert independent reproduction. ### DSG BA: 0.4. Result ID: 69a15e5835dfcabb00e698ca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Habibie et al. BA: 0.39. Result ID: 69a15e5835dfcabb00e698cb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CaMN BA: 0.39. Result ID: 69a15e5835dfcabb00e698cd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MoGlow BA: 0.35. Result ID: 69a15e5835dfcabb00e698cc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.