# Human Geometry Reconstruction on THuman3.0 49

Source: [Human Geometry Reconstruction on THuman3.0 49](<https://www.sota2.com/research/sota/human-geometry-reconstruction-on-thuman3-0-49>)

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

Data updated: 2026-03-06T08:28:43.472Z

Evaluation of 3D Human Geometry Reconstruction performance on the THuman3.0 49 split, reporting metrics including Chamfer Distance (P2S/S2P), NC, and F-score.

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 | Human Geometry Reconstruction |
| Dataset (including any stated split) | THuman3.0 49 |
| Metric | CD: P-to-S (cm) |
| Unit | OTHER |
| Direction | Lower is better |
| Results loaded | 16 of 16 |
| 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: P-to-S (cm)](<https://www.sota2.com/research/sota/human-geometry-reconstruction-on-thuman3-0-49.md?metric=CD%3A%20P-to-S%20(cm)>): Lower is better; unit: OTHER.

- [CD: S-to-P (cm)](<https://www.sota2.com/research/sota/human-geometry-reconstruction-on-thuman3-0-49.md?metric=CD%3A%20S-to-P%20(cm)>): Lower is better; unit: OTHER.

- [NC](<https://www.sota2.com/research/sota/human-geometry-reconstruction-on-thuman3-0-49.md?metric=NC>): Higher is better; unit: PERCENT.

- [F-score](<https://www.sota2.com/research/sota/human-geometry-reconstruction-on-thuman3-0-49.md?metric=F-score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | CD: P-to-S (cm) | Result date | Report paper |
| --- | --- | --- | --- |
| MultiGO++ | 1.173 | Not recorded | 69aa5f722d603e6de3e4183d |
| MultiGO++ | 1.237 | Not recorded | 69aa5f722d603e6de3e4183d |
| H3Diff. | 1.331 | Not recorded | 69aa5f722d603e6de3e4183d |
| MultiGO | 1.408 | Not recorded | 69aa5f722d603e6de3e4183d |
| FOF-X | 1.681 | Not recorded | 69aa5f722d603e6de3e4183d |
| SiTH | 1.743 | Not recorded | 69aa5f722d603e6de3e4183d |
| PSHuman | 1.827 | Not recorded | 69aa5f722d603e6de3e4183d |
| HumanRef | 1.975 | Not recorded | 69aa5f722d603e6de3e4183d |
| R2Human | 2.123 | Not recorded | 69aa5f722d603e6de3e4183d |
| PIFu | 2.176 | Not recorded | 69aa5f722d603e6de3e4183d |
| ECON | 2.201 | Not recorded | 69aa5f722d603e6de3e4183d |
| ICON | 2.368 | Not recorded | 69aa5f722d603e6de3e4183d |
| HiLo | 2.395 | Not recorded | 69aa5f722d603e6de3e4183d |
| GTA | 2.416 | Not recorded | 69aa5f722d603e6de3e4183d |
| SIFU | 2.45 | Not recorded | 69aa5f722d603e6de3e4183d |
| VS | 2.526 | Not recorded | 69aa5f722d603e6de3e4183d |

### MultiGO++

CD: P-to-S (cm): 1.173. Result ID: 69aa90346dbb7075b9544fa9.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f722d603e6de3e4183d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69aa5f722d603e6de3e4183d.md>)

Recorded evaluation configuration: {"Publication":"-","trained on commercial or synthesis data":true}. This record does not assert independent reproduction.

### MultiGO++

CD: P-to-S (cm): 1.237. Result ID: 69aa90346dbb7075b9544fa8.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f722d603e6de3e4183d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69aa5f722d603e6de3e4183d.md>)

Recorded evaluation configuration: {"Publication":"-"}. This record does not assert independent reproduction.

### H3Diff.

CD: P-to-S (cm): 1.331. Result ID: 69aa90346dbb7075b9544fa5.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f722d603e6de3e4183d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76371e209131cea6be56.md>)

[Implementation](<https://yuxuan-xue.com/human-3diffusion/>)

Recorded evaluation configuration: {"Publication":"NeurIPS 2024","trained on commercial or synthesis data":true}. This record does not assert independent reproduction.

### MultiGO

CD: P-to-S (cm): 1.408. Result ID: 69aa90346dbb7075b9544fa7.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f722d603e6de3e4183d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75fe1e209131cea6ad03.md>)

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

Recorded evaluation configuration: {"Publication":"CVPR 2025"}. This record does not assert independent reproduction.

### FOF-X

CD: P-to-S (cm): 1.681. Result ID: 69aa90346dbb7075b9544fa3.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f722d603e6de3e4183d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a8b1e209131cea83cfc.md>)

Recorded evaluation configuration: {"Publication":"TMM 2026"}. This record does not assert independent reproduction.

### SiTH

CD: P-to-S (cm): 1.743. Result ID: 69aa90346dbb7075b9544fa1.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f722d603e6de3e4183d.md>)

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

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

Recorded evaluation configuration: {"Publication":"CVPR 2024"}. This record does not assert independent reproduction.

### PSHuman

CD: P-to-S (cm): 1.827. Result ID: 69aa90346dbb7075b9544fa6.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f722d603e6de3e4183d.md>)

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

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

Recorded evaluation configuration: {"Publication":"CVPR 2025"}. This record does not assert independent reproduction.

### HumanRef

CD: P-to-S (cm): 1.975. Result ID: 69aa90346dbb7075b9544fa2.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f722d603e6de3e4183d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71461e209131cea50547.md>)

Recorded evaluation configuration: {"Publication":"CVPR 2024"}. This record does not assert independent reproduction.

### R2Human

CD: P-to-S (cm): 2.123. Result ID: 69aa90346dbb7075b9544fa4.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f722d603e6de3e4183d.md>)

Recorded evaluation configuration: {"Publication":"ISMAR 2024"}. This record does not assert independent reproduction.

### PIFu

CD: P-to-S (cm): 2.176. Result ID: 69aa90346dbb7075b9544f9a.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f722d603e6de3e4183d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66cc1e209131cea12636.md>)

[Implementation](<https://shunsukesaito.github.io/PIFu/>)

Recorded evaluation configuration: {"Publication":"ICCV 2019"}. This record does not assert independent reproduction.

### ECON

CD: P-to-S (cm): 2.201. Result ID: 69aa90346dbb7075b9544f9c.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f722d603e6de3e4183d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ee71e209131cea42c3e.md>)

[Implementation](<https://www.sota2.com/econ.is.tue.mpg.de>)

Recorded evaluation configuration: {"Publication":"CVPR 2023"}. This record does not assert independent reproduction.

### ICON

CD: P-to-S (cm): 2.368. Result ID: 69aa90346dbb7075b9544f9b.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f722d603e6de3e4183d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c1d1e209131cea32544.md>)

[Implementation](<https://icon.is.tue.mpg.de/>)

Recorded evaluation configuration: {"Publication":"CVPR 2022"}. This record does not assert independent reproduction.

### HiLo

CD: P-to-S (cm): 2.395. Result ID: 69aa90346dbb7075b9544f9f.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f722d603e6de3e4183d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72ed1e209131cea594ee.md>)

[Implementation](<https://github.com/YifYang993/HiLo.git>)

Recorded evaluation configuration: {"Publication":"CVPR 2024"}. This record does not assert independent reproduction.

### GTA

CD: P-to-S (cm): 2.416. Result ID: 69aa90346dbb7075b9544f9d.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f722d603e6de3e4183d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70f31e209131cea4e4d7.md>)

[Implementation](<https://github.com/River-Zhang/GTA>)

Recorded evaluation configuration: {"Publication":"NeurIPS 2023"}. This record does not assert independent reproduction.

### SIFU

CD: P-to-S (cm): 2.45. Result ID: 69aa90346dbb7075b9544fa0.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f722d603e6de3e4183d.md>)

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

Recorded evaluation configuration: {"Publication":"CVPR 2024"}. This record does not assert independent reproduction.

### VS

CD: P-to-S (cm): 2.526. Result ID: 69aa90346dbb7075b9544f9e.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f722d603e6de3e4183d.md>)

Recorded evaluation configuration: {"Publication":"CVPR 2024"}. This record does not assert independent reproduction.

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