# 3D Human Motion Capture on AIST++ (test)

Source: [3D Human Motion Capture on AIST++ (test)](<https://www.sota2.com/research/sota/3d-human-motion-capture-on-aist-plus-plus-test>)

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

Data updated: 2026-02-26T05:50:09.084Z

Evaluation of 3D Human Motion Capture performance on the test split of the AIST++ dataset, reporting metrics such as MPJPE, PCK@0.2, and Acceleration error.

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 Motion Capture |
| Dataset (including any stated split) | AIST++ (test) |
| Metric | MPJPE |
| 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

- [MPJPE](<https://www.sota2.com/research/sota/3d-human-motion-capture-on-aist-plus-plus-test.md?metric=MPJPE>): Lower is better; unit: SCALAR.

- [PCK@0.2](<https://www.sota2.com/research/sota/3d-human-motion-capture-on-aist-plus-plus-test.md?metric=PCK%400.2>): Higher is better; unit: PERCENT.

- [Acceleration Error](<https://www.sota2.com/research/sota/3d-human-motion-capture-on-aist-plus-plus-test.md?metric=Acceleration%20Error>): Lower is better; unit: SCALAR.

## Recorded results

| Method | MPJPE | Result date | Report paper |
| --- | --- | --- | --- |
| HybridCap | 33.3 | Not recorded | 68fa6ead1e209131cea41549 |
| ChallenCap | 53.2 | Not recorded | 68fa6ead1e209131cea41549 |
| HuMoR | 59.4 | Not recorded | 68fa6ead1e209131cea41549 |
| TransPose | 61.6 | Not recorded | 68fa6ead1e209131cea41549 |
| VIBE | 73.5 | Not recorded | 68fa6ead1e209131cea41549 |

### HybridCap

MPJPE: 33.3. Result ID: 699039be3a6c314849ff0df4.

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

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

Recorded evaluation configuration: {"Input":"single RGB camera and sparse IMUs"}. This record does not assert independent reproduction.

### ChallenCap

MPJPE: 53.2. Result ID: 699039be3a6c314849ff0df3.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa699f1e209131cea232a0.md>)

Recorded evaluation configuration: {"Input":"single RGB camera","Protocol":"fine-tuned"}. This record does not assert independent reproduction.

### HuMoR

MPJPE: 59.4. Result ID: 699039be3a6c314849ff0df1.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a8e1e209131cea28c4e.md>)

Recorded evaluation configuration: {"Input":"single RGB camera","Protocol":"fine-tuned"}. This record does not assert independent reproduction.

### TransPose

MPJPE: 61.6. Result ID: 699039be3a6c314849ff0df2.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa69e81e209131cea24c8f.md>)

Recorded evaluation configuration: {"Input":"6 IMUs","Protocol":"fine-tuned"}. This record does not assert independent reproduction.

### VIBE

MPJPE: 73.5. Result ID: 699039be3a6c314849ff0df0.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa676f1e209131cea1631b.md>)

[Implementation](<https://github.com/mkocabas/VIBE>)

Recorded evaluation configuration: {"Input":"single RGB camera","Protocol":"fine-tuned"}. This record does not assert independent reproduction.

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