# 3D Human Reconstruction (Occluded Regions) on MultiHuman Natural

Source: [3D Human Reconstruction (Occluded Regions) on MultiHuman Natural](<https://www.sota2.com/research/sota/3d-human-reconstruction-occluded-regions-on-multihuman-natural>)

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

Data updated: 2026-04-08T08:21:07.503Z

Evaluation of 3D Human Reconstruction performance, specifically focusing on occluded regions, using the MultiHuman Natural dataset. Metrics reported include 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 | 3D Human Reconstruction (Occluded Regions) |
| Dataset (including any stated split) | MultiHuman Natural |
| 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/3d-human-reconstruction-occluded-regions-on-multihuman-natural.md?metric=Norm%20L2>): Lower is better; unit: SCALAR.

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

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

## Recorded results

| Method | Norm L2 | Result date | Report paper |
| --- | --- | --- | --- |
| HUG3D | 0.138 | Not recorded | 69d5e0f17d0172140ec75937 |
| SIFU | 0.184 | Not recorded | 69d5e0f17d0172140ec75937 |
| SiTH | 0.187 | Not recorded | 69d5e0f17d0172140ec75937 |
| DeepMultiCap | 0.216 | Not recorded | 69d5e0f17d0172140ec75937 |
| PSHuman | 0.249 | Not recorded | 69d5e0f17d0172140ec75937 |

### HUG3D

Norm L2: 0.138. Result ID: 69d60fea47f34ce924be8cc4.

[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: 0.184. Result ID: 69d60fea47f34ce924be8cc0.

[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: 0.187. Result ID: 69d60fea47f34ce924be8cc1.

[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: 0.216. Result ID: 69d60fea47f34ce924be8cc3.

[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: 0.249. Result ID: 69d60fea47f34ce924be8cc2.

[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.

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