# Multi-human 3D reconstruction on MultiHuman occluded region

Source: [Multi-human 3D reconstruction on MultiHuman occluded region](<https://www.sota2.com/research/sota/multi-human-3d-reconstruction-on-multihuman-occluded-region>)

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

Data updated: 2026-04-08T08:21:07.695Z

Evaluation of multi-human 3D reconstruction performance using the MultiHuman occluded region dataset, reporting metrics such as Norm L2, PSNR, and SSIM.

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 | Multi-human 3D reconstruction |
| Dataset (including any stated split) | MultiHuman occluded region |
| Metric | Norm L2 |
| 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

- [Norm L2](<https://www.sota2.com/research/sota/multi-human-3d-reconstruction-on-multihuman-occluded-region.md?metric=Norm%20L2>): Lower is better; unit: SCALAR.

- [PSNR](<https://www.sota2.com/research/sota/multi-human-3d-reconstruction-on-multihuman-occluded-region.md?metric=PSNR>): Higher is better; unit: SCALAR.

- [SSIM](<https://www.sota2.com/research/sota/multi-human-3d-reconstruction-on-multihuman-occluded-region.md?metric=SSIM>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Norm L2 | Result date | Report paper |
| --- | --- | --- | --- |
| HUG3D | 0.14 | Not recorded | 69d5e0f17d0172140ec75937 |
| SIFU | 0.197 | Not recorded | 69d5e0f17d0172140ec75937 |
| SiTH | 0.197 | Not recorded | 69d5e0f17d0172140ec75937 |
| DeepMultiCap | 0.217 | Not recorded | 69d5e0f17d0172140ec75937 |
| PSHuman | 0.252 | Not recorded | 69d5e0f17d0172140ec75937 |

### HUG3D

Norm L2: 0.14. Result ID: 69d60fea47f34ce924be8cf1.

[Reporting paper](<https://www.sota2.com/research/paper/69d5e0f17d0172140ec75937.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d5e0f17d0172140ec75937.md>)

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

### SIFU

Norm L2: 0.197. Result ID: 69d60fea47f34ce924be8ced.

[Reporting paper](<https://www.sota2.com/research/paper/69d5e0f17d0172140ec75937.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72cb1e209131cea5874f.md>)

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

### SiTH

Norm L2: 0.197. Result ID: 69d60fea47f34ce924be8cee.

[Reporting paper](<https://www.sota2.com/research/paper/69d5e0f17d0172140ec75937.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72bd1e209131cea584ca.md>)

[Implementation](<https://ait.ethz.ch/sith>)

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

### DeepMultiCap

Norm L2: 0.217. Result ID: 69d60fea47f34ce924be8cf0.

[Reporting paper](<https://www.sota2.com/research/paper/69d5e0f17d0172140ec75937.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6aac1e209131cea29a43.md>)

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

### PSHuman

Norm L2: 0.252. Result ID: 69d60fea47f34ce924be8cef.

[Reporting paper](<https://www.sota2.com/research/paper/69d5e0f17d0172140ec75937.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77981e209131cea743a7.md>)

[Implementation](<https://penghtyx.github.io/PSHuman>)

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

Page 1 of 1. This is an index page, not the full collection.