# 3D Multi-Human Reconstruction on MultiHuman Closely interaction

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

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

Data updated: 2026-04-08T08:21:07.636Z

Evaluation of 3D multi-human reconstruction performance using the MultiHuman Closely interaction dataset, reporting geometric metrics such as 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 Closely 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-closely-interaction.md?metric=CD>): Lower is better; unit: SCALAR.

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

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

- [F1 Score](<https://www.sota2.com/research/sota/3d-multi-human-reconstruction-on-multihuman-closely-interaction.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

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

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

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

## Recorded results

| Method | CD | Result date | Report paper |
| --- | --- | --- | --- |
| HUG3D | 4.315 | Not recorded | 69d5e0f17d0172140ec75937 |
| SIFU | 7.267 | Not recorded | 69d5e0f17d0172140ec75937 |
| DeepMultiCap | 9.6697 | Not recorded | 69d5e0f17d0172140ec75937 |
| SiTH | 10.908 | Not recorded | 69d5e0f17d0172140ec75937 |
| PSHuman | 14.92 | Not recorded | 69d5e0f17d0172140ec75937 |

### HUG3D

CD: 4.315. Result ID: 69d60fea47f34ce924be8ce0.

[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":"Closely"}. This record does not assert independent reproduction.

### SIFU

CD: 7.267. Result ID: 69d60fea47f34ce924be8cdc.

[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":"Closely"}. This record does not assert independent reproduction.

### DeepMultiCap

CD: 9.6697. Result ID: 69d60fea47f34ce924be8cdf.

[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":"Closely"}. This record does not assert independent reproduction.

### SiTH

CD: 10.908. Result ID: 69d60fea47f34ce924be8cdd.

[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":"Closely"}. This record does not assert independent reproduction.

### PSHuman

CD: 14.92. Result ID: 69d60fea47f34ce924be8cde.

[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":"Closely"}. This record does not assert independent reproduction.

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