# Piano Motion Generation on PianoMotion10M long-sequence setting

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

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

Data updated: 2026-04-15T10:02:50.780Z

Evaluation of models generating piano playing motion sequences using the long-sequence setting of the PianoMotion10M dataset, assessed using metrics focusing on hand position error (FGD, WGD, PD) and smoothness (FDE).

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 long-sequence setting |
| Metric | Left Hand FGD |
| 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

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

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

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

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

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

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

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

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

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

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

## Recorded results

| Method | Left Hand FGD | Result date | Report paper |
| --- | --- | --- | --- |
| PianoFlow | 0.309 | Not recorded | 69df1bc37d0172140ec7bb79 |
| PianoFlow | 0.317 | Not recorded | 69df1bc37d0172140ec7bb79 |
| PianoMotion | 0.432 | Not recorded | 69df1bc37d0172140ec7bb79 |
| S2C | 0.443 | Not recorded | 69df1bc37d0172140ec7bb79 |

### PianoFlow

Left Hand FGD: 0.309. Result ID: 69df619947f34ce924c89880.

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

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

Recorded evaluation configuration: {"Fusion Strategy":"AFC"}. This record does not assert independent reproduction.

### PianoFlow

Left Hand FGD: 0.317. Result ID: 69df619947f34ce924c8987f.

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

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

Recorded evaluation configuration: {"Fusion Strategy":"SWF"}. This record does not assert independent reproduction.

### PianoMotion

Left Hand FGD: 0.432. Result ID: 69df619947f34ce924c8987d.

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

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

Recorded evaluation configuration: {"Fusion Strategy":"SWF"}. This record does not assert independent reproduction.

### S2C

Left Hand FGD: 0.443. Result ID: 69df619947f34ce924c8987e.

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

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

Recorded evaluation configuration: {"Fusion Strategy":"SWF"}. This record does not assert independent reproduction.

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