# Multi-human 3D reconstruction on MultiHuman

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

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

Data updated: 2026-04-08T08:21:07.549Z

Evaluation of multi-human 3D reconstruction performance using the MultiHuman dataset, reporting geometric and structural 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 | Multi-human 3D reconstruction |
| Dataset (including any stated split) | MultiHuman |
| Metric | CD |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 8 of 8 |
| 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/multi-human-3d-reconstruction-on-multihuman.md?metric=CD>): Lower is better; unit: SCALAR.

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

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

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

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

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

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

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

## Recorded results

| Method | CD | Result date | Report paper |
| --- | --- | --- | --- |
| HUG3D | 3.631 | Not recorded | 69d5e0f17d0172140ec75937 |
| SIFU | 5.644 | Not recorded | 69d5e0f17d0172140ec75937 |
| SiTH | 9.251 | Not recorded | 69d5e0f17d0172140ec75937 |
| DeepMultiCap | 13.719 | Not recorded | 69d5e0f17d0172140ec75937 |
| PSHuman | 15.579 | Not recorded | 69d5e0f17d0172140ec75937 |
| PSHuman | 23.315 | Not recorded | 69d5e0f17d0172140ec75937 |
| SiTH | 24.607 | Not recorded | 69d5e0f17d0172140ec75937 |
| SIFU | 26.268 | Not recorded | 69d5e0f17d0172140ec75937 |

### HUG3D

CD: 3.631. Result ID: 69d60fea47f34ce924be8ccc.

[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

CD: 5.644. Result ID: 69d60fea47f34ce924be8cc8.

[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

CD: 9.251. Result ID: 69d60fea47f34ce924be8cc9.

[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

CD: 13.719. Result ID: 69d60fea47f34ce924be8ccb.

[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

CD: 15.579. Result ID: 69d60fea47f34ce924be8cca.

[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.

### PSHuman

CD: 23.315. Result ID: 69d60fea47f34ce924be8cd7.

[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: {"Input":"Predicted masks, SMPL-X parameters, and camera estimates from RoBUDDI"}. This record does not assert independent reproduction.

### SiTH

CD: 24.607. Result ID: 69d60fea47f34ce924be8cd6.

[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: {"Input":"Predicted masks, SMPL-X parameters, and camera estimates from RoBUDDI"}. This record does not assert independent reproduction.

### SIFU

CD: 26.268. Result ID: 69d60fea47f34ce924be8cd5.

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

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

Recorded evaluation configuration: {"Input":"Predicted masks, SMPL-X parameters, and camera estimates from RoBUDDI"}. This record does not assert independent reproduction.

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