# 3D Human Motion Capture on ChallenCap Dataset

Source: [3D Human Motion Capture on ChallenCap Dataset](<https://www.sota2.com/research/sota/3d-human-motion-capture-on-challencap-dataset>)

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

Data updated: 2026-02-26T05:50:13.262Z

Evaluation of 3D Human Motion Capture performance on the ChallenCap Dataset, reporting metrics such as MPJPE (mm), PCK variants, and mIoU (%).

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) | ChallenCap Dataset |
| Metric | MPJPE (mm) |
| 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 (mm)](<https://www.sota2.com/research/sota/3d-human-motion-capture-on-challencap-dataset.md?metric=MPJPE%20(mm)>): Lower is better; unit: SCALAR.

- [PCK@0.5 (%)](<https://www.sota2.com/research/sota/3d-human-motion-capture-on-challencap-dataset.md?metric=PCK%400.5%20(%25)>): Higher is better; unit: PERCENT.

- [PCK@0.3](<https://www.sota2.com/research/sota/3d-human-motion-capture-on-challencap-dataset.md?metric=PCK%400.3>): Higher is better; unit: PERCENT.

- [mIoU (%)](<https://www.sota2.com/research/sota/3d-human-motion-capture-on-challencap-dataset.md?metric=mIoU%20(%25)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | MPJPE (mm) | Result date | Report paper |
| --- | --- | --- | --- |
| ChallenCap | 52.6 | Not recorded | 68fa699f1e209131cea232a0 |
| VIBE | 116.7 | Not recorded | 68fa699f1e209131cea232a0 |
| MonoPerfCap | 134.7 | Not recorded | 68fa699f1e209131cea232a0 |
| HMR | 154.3 | Not recorded | 68fa699f1e209131cea232a0 |

### ChallenCap

MPJPE (mm): 52.6. Result ID: 698dc96c8b517eb43323bafb.

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

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

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

### VIBE

MPJPE (mm): 116.7. Result ID: 698dc96c8b517eb43323baf9.

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

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

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

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

### MonoPerfCap

MPJPE (mm): 134.7. Result ID: 698dc96c8b517eb43323bafa.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa64131e209131cea0293f.md>)

Recorded evaluation configuration: {"Approach":"Optimization-based"}. This record does not assert independent reproduction.

### HMR

MPJPE (mm): 154.3. Result ID: 698dc96c8b517eb43323baf8.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa647e1e209131cea04d88.md>)

[Implementation](<https://akanazawa.github.io/hmr/>)

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

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