# Occlusion Detection on SMPL Intra-Subject (test)

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

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

Data updated: 2026-02-26T05:35:33.661Z

Evaluation of Occlusion Detection performance on the test split of the SMPL 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) | SMPL Intra-Subject (test) |
| Metric | Average Precision |
| 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

- [Average Precision](<https://www.sota2.com/research/sota/occlusion-detection-on-smpl-intra-subject-test.md?metric=Average%20Precision>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Average Precision | Result date | Report paper |
| --- | --- | --- | --- |
| PWC-Net + GPS | 94.93 | Not recorded | 68fa69a11e209131cea23395 |
| PWC-Net\* | 92.2 | Not recorded | 68fa69a11e209131cea23395 |
| PWC-Net | 90.25 | Not recorded | 68fa69a11e209131cea23395 |
| HumanGPS (Ours) | 71.2 | Not recorded | 68fa69a11e209131cea23395 |
| SDC-Net | 56.4 | Not recorded | 68fa69a11e209131cea23395 |
| Wei et al. | 32.2 | Not recorded | 68fa69a11e209131cea23395 |

### PWC-Net + GPS

Average Precision: 94.93. Result ID: 698dcc098b517eb43323caf8.

[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\*

Average Precision: 92.2. Result ID: 698dcc098b517eb43323caf7.

[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

Average Precision: 90.25. Result ID: 698dcc098b517eb43323caf6.

[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)

Average Precision: 71.2. Result ID: 698dcc098b517eb43323caf5.

[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

Average Precision: 56.4. Result ID: 698dcc098b517eb43323caf3.

[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.

Average Precision: 32.2. Result ID: 698dcc098b517eb43323caf4.

[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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