# 3D Human Pose Estimation on In-House Motion Dataset

Source: [3D Human Pose Estimation on In-House Motion Dataset](<https://www.sota2.com/research/sota/3d-human-pose-estimation-on-in-house-motion-dataset>)

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

Data updated: 2026-02-26T05:50:08.521Z

Evaluation of 3D Human Pose Estimation performance on the proprietary In-House Motion Dataset, reporting key metrics such as MPJPE, PA-MPJPE, Accel, FS, and GP.

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 | 3D Human Pose Estimation |
| Dataset (including any stated split) | In-House Motion Dataset |
| Metric | MPJPE |
| 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

- [MPJPE](<https://www.sota2.com/research/sota/3d-human-pose-estimation-on-in-house-motion-dataset.md?metric=MPJPE>): Lower is better; unit: SCALAR.

- [PA-MPJPE](<https://www.sota2.com/research/sota/3d-human-pose-estimation-on-in-house-motion-dataset.md?metric=PA-MPJPE>): Lower is better; unit: SCALAR.

- [Accel](<https://www.sota2.com/research/sota/3d-human-pose-estimation-on-in-house-motion-dataset.md?metric=Accel>): Lower is better; unit: SCALAR.

- [FS](<https://www.sota2.com/research/sota/3d-human-pose-estimation-on-in-house-motion-dataset.md?metric=FS>): Lower is better; unit: SCALAR.

- [GP](<https://www.sota2.com/research/sota/3d-human-pose-estimation-on-in-house-motion-dataset.md?metric=GP>): Lower is better; unit: SCALAR.

## Recorded results

| Method | MPJPE | Result date | Report paper |
| --- | --- | --- | --- |
| SimPoE | 26.6 | Not recorded | 68fa69b21e209131cea23810 |
| NeurGD\* | 36.7 | Not recorded | 68fa69b21e209131cea23810 |
| KinPose | 49.7 | Not recorded | 68fa69b21e209131cea23810 |
| EgoPose | 202.2 | Not recorded | 68fa69b21e209131cea23810 |

### SimPoE

MPJPE: 26.6. Result ID: 698dd71bffc3901de0990099.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69b21e209131cea23810.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69b21e209131cea23810.md>)

[Implementation](<https://www.ye-yuan.com/simpoe>)

Recorded evaluation configuration: {"Physics":true}. This record does not assert independent reproduction.

### NeurGD\*

MPJPE: 36.7. Result ID: 698dd71bffc3901de0990097.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69b21e209131cea23810.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa682a1e209131cea1a738.md>)

Recorded evaluation configuration: {"Physics":false}. This record does not assert independent reproduction.

### KinPose

MPJPE: 49.7. Result ID: 698dd71bffc3901de0990096.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69b21e209131cea23810.md>)

Recorded evaluation configuration: {"Physics":false}. This record does not assert independent reproduction.

### EgoPose

MPJPE: 202.2. Result ID: 698dd71bffc3901de0990098.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69b21e209131cea23810.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66221e209131cea0e99d.md>)

Recorded evaluation configuration: {"Physics":true}. This record does not assert independent reproduction.

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