# Dance Motion Generation on Morden Dance (test)

Source: [Dance Motion Generation on Morden Dance (test)](<https://www.sota2.com/research/sota/dance-motion-generation-on-morden-dance-test>)

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

Data updated: 2026-02-26T05:44:11.027Z

Evaluation of models generating dance motion sequences using the test split of the Morden Dance dataset, assessed using metrics like FID, Diversity, and Rhythm Hit.

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 | Dance Motion Generation |
| Dataset (including any stated split) | Morden Dance (test) |
| Metric | FID |
| 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

- [FID](<https://www.sota2.com/research/sota/dance-motion-generation-on-morden-dance-test.md?metric=FID>): Lower is better; unit: SCALAR.

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

- [Rhythm Hit](<https://www.sota2.com/research/sota/dance-motion-generation-on-morden-dance-test.md?metric=Rhythm%20Hit>): Higher is better; unit: PERCENT.

## Recorded results

| Method | FID | Result date | Report paper |
| --- | --- | --- | --- |
| Real Dances | 6.2 | Not recorded | 68fa67381e209131cea14f03 |
| DanceNet | 12.5 | Not recorded | 68fa67381e209131cea14f03 |
| LSTM | 27.8 | Not recorded | 68fa67381e209131cea14f03 |
| DanceNet | 32.3 | Not recorded | 68fa67381e209131cea14f03 |
| Temporal Conv | 36.7 | Not recorded | 68fa67381e209131cea14f03 |
| LSTM-autoencoder | 82.1 | Not recorded | 68fa67381e209131cea14f03 |

### Real Dances

FID: 6.2. Result ID: 698d214f8b517eb4331f384c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67381e209131cea14f03.md>)

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

### DanceNet

FID: 12.5. Result ID: 698d214f8b517eb4331f3851.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67381e209131cea14f03.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67381e209131cea14f03.md>)

[Implementation](<https://youtu.be/bTHSrfEHcG8>)

Recorded evaluation configuration: {"GMM loss":"True"}. This record does not assert independent reproduction.

### LSTM

FID: 27.8. Result ID: 698d214f8b517eb4331f384f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67381e209131cea14f03.md>)

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

### DanceNet

FID: 32.3. Result ID: 698d214f8b517eb4331f3850.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67381e209131cea14f03.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67381e209131cea14f03.md>)

[Implementation](<https://youtu.be/bTHSrfEHcG8>)

Recorded evaluation configuration: {"GMM loss":"False"}. This record does not assert independent reproduction.

### Temporal Conv

FID: 36.7. Result ID: 698d214f8b517eb4331f384e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67381e209131cea14f03.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65e11e209131cea0d19e.md>)

[Implementation](<http://people.eecs.berkeley.edu/~shiry/speech2gesture>)

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

### LSTM-autoencoder

FID: 82.1. Result ID: 698d214f8b517eb4331f384d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67381e209131cea14f03.md>)

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

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