# Piano Motion Generation on PianoMotion10M short-sequence 1.0

Source: [Piano Motion Generation on PianoMotion10M short-sequence 1.0](<https://www.sota2.com/research/sota/piano-motion-generation-on-pianomotion10m-short-sequence-1-0>)

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

Data updated: 2026-04-15T10:02:50.810Z

Evaluation of models generating piano playing motion sequences using the PianoMotion10M short-sequence 1.0 dataset, assessed using metrics like FGD, WGD, PD, Smoothness (for left/right hands), FID, and RTF.

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 | Piano Motion Generation |
| Dataset (including any stated split) | PianoMotion10M short-sequence 1.0 |
| Metric | FGD (Left Hand) |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 5 of 5 |
| 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

- [FGD (Left Hand)](<https://www.sota2.com/research/sota/piano-motion-generation-on-pianomotion10m-short-sequence-1-0.md?metric=FGD%20(Left%20Hand)>): Lower is better; unit: SCALAR.

- [WGD (Left Hand)](<https://www.sota2.com/research/sota/piano-motion-generation-on-pianomotion10m-short-sequence-1-0.md?metric=WGD%20(Left%20Hand)>): Lower is better; unit: SCALAR.

- [PD (Left Hand)](<https://www.sota2.com/research/sota/piano-motion-generation-on-pianomotion10m-short-sequence-1-0.md?metric=PD%20(Left%20Hand)>): Lower is better; unit: SCALAR.

- [Smoothness (Left Hand)](<https://www.sota2.com/research/sota/piano-motion-generation-on-pianomotion10m-short-sequence-1-0.md?metric=Smoothness%20(Left%20Hand)>): Higher is better; unit: SCALAR.

- [FGD (Right Hand)](<https://www.sota2.com/research/sota/piano-motion-generation-on-pianomotion10m-short-sequence-1-0.md?metric=FGD%20(Right%20Hand)>): Lower is better; unit: SCALAR.

- [WGD (Right Hand)](<https://www.sota2.com/research/sota/piano-motion-generation-on-pianomotion10m-short-sequence-1-0.md?metric=WGD%20(Right%20Hand)>): Lower is better; unit: SCALAR.

- [PD (Right Hand)](<https://www.sota2.com/research/sota/piano-motion-generation-on-pianomotion10m-short-sequence-1-0.md?metric=PD%20(Right%20Hand)>): Lower is better; unit: SCALAR.

- [Smoothness (Right Hand)](<https://www.sota2.com/research/sota/piano-motion-generation-on-pianomotion10m-short-sequence-1-0.md?metric=Smoothness%20(Right%20Hand)>): Higher is better; unit: SCALAR.

- [FID](<https://www.sota2.com/research/sota/piano-motion-generation-on-pianomotion10m-short-sequence-1-0.md?metric=FID>): Lower is better; unit: SCALAR.

- [RTF](<https://www.sota2.com/research/sota/piano-motion-generation-on-pianomotion10m-short-sequence-1-0.md?metric=RTF>): Lower is better; unit: SCALAR.

## Recorded results

| Method | FGD (Left Hand) | Result date | Report paper |
| --- | --- | --- | --- |
| PianoFlow | 0.266 | Not recorded | 69df1bc37d0172140ec7bb79 |
| S2C | 0.309 | Not recorded | 69df1bc37d0172140ec7bb79 |
| PianoMotion | 0.372 | Not recorded | 69df1bc37d0172140ec7bb79 |
| EmoTalk | 0.445 | Not recorded | 69df1bc37d0172140ec7bb79 |
| LivelySpeaker | 0.538 | Not recorded | 69df1bc37d0172140ec7bb79 |

### PianoFlow

FGD (Left Hand): 0.266. Result ID: 69df619947f34ce924c89885.

[Reporting paper](<https://www.sota2.com/research/paper/69df1bc37d0172140ec7bb79.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69df1bc37d0172140ec7bb79.md>)

Recorded evaluation configuration: {"Venue":"Ours"}. This record does not assert independent reproduction.

### S2C

FGD (Left Hand): 0.309. Result ID: 69df619947f34ce924c89884.

[Reporting paper](<https://www.sota2.com/research/paper/69df1bc37d0172140ec7bb79.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b241e209131cea86d12.md>)

Recorded evaluation configuration: {"Venue":"MM 2025"}. This record does not assert independent reproduction.

### PianoMotion

FGD (Left Hand): 0.372. Result ID: 69df619947f34ce924c89883.

[Reporting paper](<https://www.sota2.com/research/paper/69df1bc37d0172140ec7bb79.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa771b1e209131cea71083.md>)

Recorded evaluation configuration: {"Venue":"ICLR 2025"}. This record does not assert independent reproduction.

### EmoTalk

FGD (Left Hand): 0.445. Result ID: 69df619947f34ce924c89881.

[Reporting paper](<https://www.sota2.com/research/paper/69df1bc37d0172140ec7bb79.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70601e209131cea4ab50.md>)

Recorded evaluation configuration: {"Venue":"ICCV 2023"}. This record does not assert independent reproduction.

### LivelySpeaker

FGD (Left Hand): 0.538. Result ID: 69df619947f34ce924c89882.

[Reporting paper](<https://www.sota2.com/research/paper/69df1bc37d0172140ec7bb79.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa709c1e209131cea4c3c2.md>)

Recorded evaluation configuration: {"Venue":"ICCV 2023"}. This record does not assert independent reproduction.

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