# 3D Multi-Human Reconstruction on MultiHuman Natural interaction

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

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

Data updated: 2026-04-08T08:21:07.659Z

Evaluation of 3D multi-human reconstruction performance on the MultiHuman Natural interaction dataset, reporting geometric metrics including CD, P2S, NC, F-score, bbox-IoU, Norm L2, and CP.

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 multi-human reconstruction |
| Dataset (including any stated split) | MultiHuman Natural interaction |
| Metric | CD |
| 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

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

- [P2S](<https://www.sota2.com/research/sota/3d-multi-human-reconstruction-on-multihuman-natural-interaction.md?metric=P2S>): Lower is better; unit: SCALAR.

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

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

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

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

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

## Recorded results

| Method | CD | Result date | Report paper |
| --- | --- | --- | --- |
| HUG3D | 3.34 | Not recorded | 69d5e0f17d0172140ec75937 |
| SIFU | 4.895 | Not recorded | 69d5e0f17d0172140ec75937 |
| SiTH | 8.486 | Not recorded | 69d5e0f17d0172140ec75937 |
| PSHuman | 15.884 | Not recorded | 69d5e0f17d0172140ec75937 |
| DeepMultiCap | 17.081 | Not recorded | 69d5e0f17d0172140ec75937 |

### HUG3D

CD: 3.34. Result ID: 69d60fea47f34ce924be8ce5.

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

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

Recorded evaluation configuration: {"Interaction":"Natural"}. This record does not assert independent reproduction.

### SIFU

CD: 4.895. Result ID: 69d60fea47f34ce924be8ce1.

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

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

Recorded evaluation configuration: {"Interaction":"Natural"}. This record does not assert independent reproduction.

### SiTH

CD: 8.486. Result ID: 69d60fea47f34ce924be8ce2.

[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: {"Interaction":"Natural"}. This record does not assert independent reproduction.

### PSHuman

CD: 15.884. Result ID: 69d60fea47f34ce924be8ce3.

[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: {"Interaction":"Natural"}. This record does not assert independent reproduction.

### DeepMultiCap

CD: 17.081. Result ID: 69d60fea47f34ce924be8ce4.

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

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

Recorded evaluation configuration: {"Interaction":"Natural"}. This record does not assert independent reproduction.

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