# Human Motion Capture on AIST++ (test)

Source: [Human Motion Capture on AIST++ (test)](<https://www.sota2.com/research/sota/human-motion-capture-on-aist-plus-plus-test>)

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

Data updated: 2026-03-04T16:59:32.323Z

Evaluation of 3D Human Motion Capture performance on the test split of the AIST++ dataset, reporting joint position error (JPE, PVE), smoothness (SIP, TE, Jerk), and foot skate (FS).

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 | Human Motion Capture |
| Dataset (including any stated split) | AIST++ (test) |
| Metric | JPE |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 11 of 11 |
| 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

- [JPE](<https://www.sota2.com/research/sota/human-motion-capture-on-aist-plus-plus-test.md?metric=JPE>): Lower is better; unit: SCALAR.

- [PVE](<https://www.sota2.com/research/sota/human-motion-capture-on-aist-plus-plus-test.md?metric=PVE>): Lower is better; unit: SCALAR.

- [SIP](<https://www.sota2.com/research/sota/human-motion-capture-on-aist-plus-plus-test.md?metric=SIP>): Lower is better; unit: SCALAR.

- [TE](<https://www.sota2.com/research/sota/human-motion-capture-on-aist-plus-plus-test.md?metric=TE>): Lower is better; unit: SCALAR.

- [Jerk](<https://www.sota2.com/research/sota/human-motion-capture-on-aist-plus-plus-test.md?metric=Jerk>): Lower is better; unit: SCALAR.

- [FS](<https://www.sota2.com/research/sota/human-motion-capture-on-aist-plus-plus-test.md?metric=FS>): Lower is better; unit: SCALAR.

## Recorded results

| Method | JPE | Result date | Report paper |
| --- | --- | --- | --- |
| Stereo-Inertial Poser | 29.8 | Not recorded | 69a66c582d603e6de3e3d166 |
| Stereo-Inertial Poser | 30.6 | Not recorded | 69a66c582d603e6de3e3d166 |
| Stereo-Inertial Poser | 31.7 | Not recorded | 69a66c582d603e6de3e3d166 |
| RobustCap3D | 33 | Not recorded | 69a66c582d603e6de3e3d166 |
| RobustCap | 33.1 | Not recorded | 69a66c582d603e6de3e3d166 |
| HybridCap | 33.3 | Not recorded | 69a66c582d603e6de3e3d166 |
| Stereo-Inertial Poser | 35.5 | Not recorded | 69a66c582d603e6de3e3d166 |
| RobustCap3D | 35.6 | Not recorded | 69a66c582d603e6de3e3d166 |
| RobustCap3D | 36 | Not recorded | 69a66c582d603e6de3e3d166 |
| RobustCap3D | 38.1 | Not recorded | 69a66c582d603e6de3e3d166 |
| PIP | 87 | Not recorded | 69a66c582d603e6de3e3d166 |

### Stereo-Inertial Poser

JPE: 29.8. Result ID: 69a864e56dbb7075b9501682.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c582d603e6de3e3d166.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a66c582d603e6de3e3d166.md>)

Recorded evaluation configuration: {"Input Configuration":"ideal"}. This record does not assert independent reproduction.

### Stereo-Inertial Poser

JPE: 30.6. Result ID: 69a864e56dbb7075b9501683.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c582d603e6de3e3d166.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a66c582d603e6de3e3d166.md>)

Recorded evaluation configuration: {"Input Configuration":"noise lvl. 5"}. This record does not assert independent reproduction.

### Stereo-Inertial Poser

JPE: 31.7. Result ID: 69a864e56dbb7075b9501685.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c582d603e6de3e3d166.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a66c582d603e6de3e3d166.md>)

Recorded evaluation configuration: {"Input Configuration":"syn. stereo"}. This record does not assert independent reproduction.

### RobustCap3D

JPE: 33. Result ID: 69a864e56dbb7075b9501686.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c582d603e6de3e3d166.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70741e209131cea4b233.md>)

[Implementation](<https://shaohua-pan.github.io/robustcap-page/>)

Recorded evaluation configuration: {"Input Configuration":"ideal"}. This record does not assert independent reproduction.

### RobustCap

JPE: 33.1. Result ID: 69a864e56dbb7075b9501681.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c582d603e6de3e3d166.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70741e209131cea4b233.md>)

[Implementation](<https://shaohua-pan.github.io/robustcap-page/>)

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

### HybridCap

JPE: 33.3. Result ID: 69a864e56dbb7075b9501680.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c582d603e6de3e3d166.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ead1e209131cea41549.md>)

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

### Stereo-Inertial Poser

JPE: 35.5. Result ID: 69a864e56dbb7075b9501684.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c582d603e6de3e3d166.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a66c582d603e6de3e3d166.md>)

Recorded evaluation configuration: {"Input Configuration":"noise lvl. 15"}. This record does not assert independent reproduction.

### RobustCap3D

JPE: 35.6. Result ID: 69a864e56dbb7075b9501687.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c582d603e6de3e3d166.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70741e209131cea4b233.md>)

[Implementation](<https://shaohua-pan.github.io/robustcap-page/>)

Recorded evaluation configuration: {"Input Configuration":"noise lvl. 5"}. This record does not assert independent reproduction.

### RobustCap3D

JPE: 36. Result ID: 69a864e56dbb7075b9501689.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c582d603e6de3e3d166.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70741e209131cea4b233.md>)

[Implementation](<https://shaohua-pan.github.io/robustcap-page/>)

Recorded evaluation configuration: {"Input Configuration":"syn. stereo"}. This record does not assert independent reproduction.

### RobustCap3D

JPE: 38.1. Result ID: 69a864e56dbb7075b9501688.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c582d603e6de3e3d166.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70741e209131cea4b233.md>)

[Implementation](<https://shaohua-pan.github.io/robustcap-page/>)

Recorded evaluation configuration: {"Input Configuration":"noise lvl. 15"}. This record does not assert independent reproduction.

### PIP

JPE: 87. Result ID: 69a864e56dbb7075b950167f.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c582d603e6de3e3d166.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c0c1e209131cea31ae3.md>)

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

Page 1 of 1. This is an index page, not the full collection.
