# Occlusion Detection on RenderPeople Intra-Subject (test)

Source: [Occlusion Detection on RenderPeople Intra-Subject (test)](<https://www.sota2.com/research/sota/occlusion-detection-on-renderpeople-intra-subject-test>)

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

Data updated: 2026-02-26T05:22:40.298Z

Evaluation of Occlusion Detection performance on the test split of the RenderPeople Intra-Subject dataset, reporting Average Precision.

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 | Occlusion Detection |
| Dataset (including any stated split) | RenderPeople Intra-Subject (test) |
| Metric | AP |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [AP](<https://www.sota2.com/research/sota/occlusion-detection-on-renderpeople-intra-subject-test.md?metric=AP>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AP | Result date | Report paper |
| --- | --- | --- | --- |
| PWC-Net + GPS | 91.38 | Not recorded | 68fa69a11e209131cea23395 |
| PWC-Net\* | 89.32 | Not recorded | 68fa69a11e209131cea23395 |
| PWC-Net | 87.06 | Not recorded | 68fa69a11e209131cea23395 |
| HumanGPS (Ours) | 67.65 | Not recorded | 68fa69a11e209131cea23395 |
| SDC-Net | 58.38 | Not recorded | 68fa69a11e209131cea23395 |
| Wei et al. | 34.13 | Not recorded | 68fa69a11e209131cea23395 |

### PWC-Net + GPS

AP: 91.38. Result ID: 698dcc098b517eb43323cb04.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69a11e209131cea23395.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69a11e209131cea23395.md>)

[Implementation](<https://feitongt.github.io/HumanGPS/>)

Recorded evaluation configuration: {"Detection Approach":"Optical flow architecture"}. This record does not assert independent reproduction.

### PWC-Net\*

AP: 89.32. Result ID: 698dcc098b517eb43323cb03.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69a11e209131cea23395.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64801e209131cea04e2f.md>)

Recorded evaluation configuration: {"Detection Approach":"Optical flow architecture"}. This record does not assert independent reproduction.

### PWC-Net

AP: 87.06. Result ID: 698dcc098b517eb43323cb02.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69a11e209131cea23395.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64801e209131cea04e2f.md>)

Recorded evaluation configuration: {"Detection Approach":"Optical flow architecture"}. This record does not assert independent reproduction.

### HumanGPS (Ours)

AP: 67.65. Result ID: 698dcc098b517eb43323cb01.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69a11e209131cea23395.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69a11e209131cea23395.md>)

[Implementation](<https://feitongt.github.io/HumanGPS/>)

Recorded evaluation configuration: {"Detection Approach":"Feature distance"}. This record does not assert independent reproduction.

### SDC-Net

AP: 58.38. Result ID: 698dcc098b517eb43323caff.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69a11e209131cea23395.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa658b1e209131cea0afd8.md>)

Recorded evaluation configuration: {"Detection Approach":"Feature distance"}. This record does not assert independent reproduction.

### Wei et al.

AP: 34.13. Result ID: 698dcc098b517eb43323cb00.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69a11e209131cea23395.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa629e1e209131ce9fa422.md>)

Recorded evaluation configuration: {"Detection Approach":"Feature distance"}. This record does not assert independent reproduction.

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