# Group Dance Generation on AIOZ-GDANCE 1.0 (test)

Source: [Group Dance Generation on AIOZ-GDANCE 1.0 (test)](<https://www.sota2.com/research/sota/group-dance-generation-on-aioz-gdance-1-0-test>)

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

Data updated: 2026-02-26T05:44:31.879Z

Evaluation of models generating group dance motion sequences using the test split of the AIOZ-GDANCE 1.0 dataset, assessed using metrics including FID, MMC, GenDiv, 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) | AIOZ-GDANCE 1.0 (test) |
| Metric | FID |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 29 of 29 |
| 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-aioz-gdance-1-0-test.md?metric=FID>): Lower is better; unit: SCALAR.

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

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

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

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

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

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

## Recorded results

| Method | FID | Result date | Report paper |
| --- | --- | --- | --- |
| CoDancers | 23.98 | Not recorded | 68fa76e61e209131cea6fc57 |
| PDVAE | 31.01 | Not recorded | 68fa74551e209131cea6123b |
| GCD | 31.16 | Not recorded | 68fa710f1e209131cea4ef4e |
| GCD | 31.16 | Not recorded | 68fa74551e209131cea6123b |
| GCD | 31.16 | Not recorded | 68fa76e61e209131cea6fc57 |
| EDGE | 31.4 | Not recorded | 68fa710f1e209131cea4ef4e |
| EDGE | 31.4 | Not recorded | 68fa74551e209131cea6123b |
| EDGE | 31.4 | Not recorded | 68fa76e61e209131cea6fc57 |
| GCD | 31.48 | Not recorded | 68fa710f1e209131cea4ef4e |
| GCD | 32.62 | Not recorded | 68fa710f1e209131cea4ef4e |
| GCD | 33.37 | Not recorded | 68fa710f1e209131cea4ef4e |
| GCD | 33.94 | Not recorded | 68fa710f1e209131cea4ef4e |
| GCD | 35.08 | Not recorded | 68fa710f1e209131cea4ef4e |
| GCD | 35.89 | Not recorded | 68fa710f1e209131cea4ef4e |
| TCDiff | 37.47 | Not recorded | 68fa76e61e209131cea6fc57 |
| Transflower | 37.73 | Not recorded | 68fa710f1e209131cea4ef4e |
| Transflower | 37.73 | Not recorded | 68fa74551e209131cea6123b |
| GDanceR | 43.9 | Not recorded | 68fa6ee81e209131cea42d4a |
| GDancer | 43.9 | Not recorded | 68fa710f1e209131cea4ef4e |
| GDANCER | 43.9 | Not recorded | 68fa74551e209131cea6123b |
| GDanceR | 43.9 | Not recorded | 68fa76e61e209131cea6fc57 |
| GDanceR | 44.19 | Not recorded | 68fa710f1e209131cea4ef4e |
| GDanceR | 44.47 | Not recorded | 68fa710f1e209131cea4ef4e |
| GDanceR | 47.32 | Not recorded | 68fa710f1e209131cea4ef4e |
| GDanceR | 48.82 | Not recorded | 68fa710f1e209131cea4ef4e |
| FACT | 56.2 | Not recorded | 68fa6ee81e209131cea42d4a |
| FACT | 56.2 | Not recorded | 68fa710f1e209131cea4ef4e |
| FACT | 56.2 | Not recorded | 68fa74551e209131cea6123b |
| GDanceR | 63.83 | Not recorded | 68fa6ee81e209131cea42d4a |

### CoDancers

FID: 23.98. Result ID: 699466213a6c3148491cfb89.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76e61e209131cea6fc57.md>)

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

### PDVAE

FID: 31.01. Result ID: 69933cfe3a6c31484914a12a.

[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: 31.16. Result ID: 699179413a6c3148490863b6.

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

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

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

Recorded evaluation configuration: {"gamma":0,"mode":"Neutral"}. This record does not assert independent reproduction.

### GCD

FID: 31.16. Result ID: 69933cfe3a6c31484914a129.

[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.

### GCD

FID: 31.16. Result ID: 699466213a6c3148491cfb88.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76e61e209131cea6fc57.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.

### EDGE

FID: 31.4. Result ID: 699179413a6c3148490863b3.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e0d1e209131cea3db38.md>)

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

### EDGE

FID: 31.4. Result ID: 69933cfe3a6c31484914a127.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e0d1e209131cea3db38.md>)

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

### EDGE

FID: 31.4. Result ID: 699466213a6c3148491cfb86.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76e61e209131cea6fc57.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e0d1e209131cea3db38.md>)

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

### GCD

FID: 31.48. Result ID: 699179413a6c3148490863b5.

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

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

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

Recorded evaluation configuration: {"gamma":1,"mode":"High Consistency"}. This record does not assert independent reproduction.

### GCD

FID: 32.62. Result ID: 699179413a6c3148490863bc.

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

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

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

Recorded evaluation configuration: {"number of dancers":"2","setup":"Neutral mode (y=0)"}. This record does not assert independent reproduction.

### GCD

FID: 33.37. Result ID: 699179413a6c3148490863b7.

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

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

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

Recorded evaluation configuration: {"gamma":-1,"mode":"High Diversity"}. This record does not assert independent reproduction.

### GCD

FID: 33.94. Result ID: 699179413a6c3148490863bd.

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

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

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

Recorded evaluation configuration: {"number of dancers":"3","setup":"Neutral mode (y=0)"}. This record does not assert independent reproduction.

### GCD

FID: 35.08. Result ID: 699179413a6c3148490863bf.

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

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

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

Recorded evaluation configuration: {"number of dancers":"5","setup":"Neutral mode (y=0)"}. This record does not assert independent reproduction.

### GCD

FID: 35.89. Result ID: 699179413a6c3148490863be.

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

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

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

Recorded evaluation configuration: {"number of dancers":"4","setup":"Neutral mode (y=0)"}. This record does not assert independent reproduction.

### TCDiff

FID: 37.47. Result ID: 699466213a6c3148491cfb8a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76e61e209131cea6fc57.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76e61e209131cea6fc57.md>)

[Implementation](<https://wanluzhu.github.io/TCDiffusion/>)

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

### Transflower

FID: 37.73. Result ID: 699179413a6c3148490863b2.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cc11e209131cea35d0d.md>)

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

### Transflower

FID: 37.73. Result ID: 69933cfd3a6c31484914a126.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cc11e209131cea35d0d.md>)

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

### GDanceR

FID: 43.9. Result ID: 699085963a6c314849012b99.

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

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

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

Recorded evaluation configuration: {"Cross-entity Attention":"true"}. This record does not assert independent reproduction.

### GDancer

FID: 43.9. Result ID: 699179413a6c3148490863b4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa710f1e209131cea4ef4e.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.

### GDANCER

FID: 43.9. Result ID: 69933cfe3a6c31484914a128.

[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.

### GDanceR

FID: 43.9. Result ID: 699466213a6c3148491cfb87.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76e61e209131cea6fc57.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.

### GDanceR

FID: 44.19. Result ID: 699179413a6c3148490863bb.

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

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

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

Recorded evaluation configuration: {"number of dancers":"5"}. This record does not assert independent reproduction.

### GDanceR

FID: 44.47. Result ID: 699179413a6c3148490863b9.

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

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

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

Recorded evaluation configuration: {"number of dancers":"3"}. This record does not assert independent reproduction.

### GDanceR

FID: 47.32. Result ID: 699179413a6c3148490863ba.

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

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

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

Recorded evaluation configuration: {"number of dancers":"4"}. This record does not assert independent reproduction.

### GDanceR

FID: 48.82. Result ID: 699179413a6c3148490863b8.

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

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

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

Recorded evaluation configuration: {"number of dancers":"2"}. This record does not assert independent reproduction.

### FACT

FID: 56.2. Result ID: 699085963a6c314849012b97.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a721e209131cea282a4.md>)

[Implementation](<https://google.github.io/aichoreographer>)

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

### FACT

FID: 56.2. Result ID: 699179413a6c3148490863b1.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a721e209131cea282a4.md>)

[Implementation](<https://google.github.io/aichoreographer>)

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

### FACT

FID: 56.2. Result ID: 69933cfd3a6c31484914a125.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a721e209131cea282a4.md>)

[Implementation](<https://google.github.io/aichoreographer>)

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

### GDanceR

FID: 63.83. Result ID: 699085963a6c314849012b98.

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

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

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

Recorded evaluation configuration: {"Cross-entity Attention":"false"}. This record does not assert independent reproduction.

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