# Group Dance Generation on AIST-M 1.0 (test)

Source: [Group Dance Generation on AIST-M 1.0 (test)](<https://www.sota2.com/research/sota/group-dance-generation-on-aist-m-1-0-test>)

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

Data updated: 2026-02-26T05:44:29.303Z

Evaluation of models generating group dance sequences conditioned on the test split of the AIST-M 1.0 dataset, assessed using metrics including FID, MMC, GenDiv, PFC, GMR, GMC, and TIF.

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 | Group Dance Generation |
| Dataset (including any stated split) | AIST-M 1.0 (test) |
| Metric | FID |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 4 of 4 |
| 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/group-dance-generation-on-aist-m-1-0-test.md?metric=FID>): Lower is better; unit: SCALAR.

- [MMC](<https://www.sota2.com/research/sota/group-dance-generation-on-aist-m-1-0-test.md?metric=MMC>): Higher is better; unit: SCALAR.

- [GenDiv](<https://www.sota2.com/research/sota/group-dance-generation-on-aist-m-1-0-test.md?metric=GenDiv>): Higher is better; unit: SCALAR.

- [PFC](<https://www.sota2.com/research/sota/group-dance-generation-on-aist-m-1-0-test.md?metric=PFC>): Higher is better; unit: SCALAR.

- [GMR](<https://www.sota2.com/research/sota/group-dance-generation-on-aist-m-1-0-test.md?metric=GMR>): Higher is better; unit: SCALAR.

- [GMC](<https://www.sota2.com/research/sota/group-dance-generation-on-aist-m-1-0-test.md?metric=GMC>): Higher is better; unit: SCALAR.

- [TIF](<https://www.sota2.com/research/sota/group-dance-generation-on-aist-m-1-0-test.md?metric=TIF>): Higher is better; unit: SCALAR.

## Recorded results

| Method | FID | Result date | Report paper |
| --- | --- | --- | --- |
| PDVAE | 31.49 | Not recorded | 68fa74551e209131cea6123b |
| GCD | 35.36 | Not recorded | 68fa74551e209131cea6123b |
| DanY | 40.25 | Not recorded | 68fa74551e209131cea6123b |
| GDANCER | 52.9 | Not recorded | 68fa74551e209131cea6123b |

### PDVAE

FID: 31.49. Result ID: 69933cfe3a6c31484914a12e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74551e209131cea6123b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74551e209131cea6123b.md>)

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

### GCD

FID: 35.36. Result ID: 69933cfe3a6c31484914a12c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74551e209131cea6123b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa710f1e209131cea4ef4e.md>)

[Implementation](<https://aioz-ai.github.io/GCD/>)

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

### DanY

FID: 40.25. Result ID: 69933cfe3a6c31484914a12d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74551e209131cea6123b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70c91e209131cea4d193.md>)

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

### GDANCER

FID: 52.9. Result ID: 69933cfe3a6c31484914a12b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74551e209131cea6123b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ee81e209131cea42d4a.md>)

[Implementation](<https://aioz-ai.github.io/AIOZ-GDANCE/>)

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

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