# Human Geometry Reconstruction on THuman 2.1 (subset)

Source: [Human Geometry Reconstruction on THuman 2.1 (subset)](<https://www.sota2.com/research/sota/human-geometry-reconstruction-on-thuman-2-1-subset>)

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

Data updated: 2026-02-26T05:39:02.465Z

Evaluation of Human Geometry Reconstruction performance on the THuman 2.1 subset, reporting metrics such as Chamfer Distance (Cham. Dist), P2S, and NC.

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) | THuman 2.1 (subset) |
| Metric | Chamfer Distance |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 6 of 6 |
| 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

- [Chamfer Distance](<https://www.sota2.com/research/sota/human-geometry-reconstruction-on-thuman-2-1-subset.md?metric=Chamfer%20Distance>): Lower is better; unit: SCALAR.

- [P2S](<https://www.sota2.com/research/sota/human-geometry-reconstruction-on-thuman-2-1-subset.md?metric=P2S>): Lower is better; unit: SCALAR.

- [Normal Consistency](<https://www.sota2.com/research/sota/human-geometry-reconstruction-on-thuman-2-1-subset.md?metric=Normal%20Consistency>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Chamfer Distance | Result date | Report paper |
| --- | --- | --- | --- |
| PSHuman | 0.5574 | Not recorded | 68fa77981e209131cea743a7 |
| SITH | 0.6427 | Not recorded | 68fa77981e209131cea743a7 |
| GTA | 0.6631 | Not recorded | 68fa77981e209131cea743a7 |
| SIFU | 0.6672 | Not recorded | 68fa77981e209131cea743a7 |
| ICON | 0.7827 | Not recorded | 68fa77981e209131cea743a7 |
| ECON | 0.8022 | Not recorded | 68fa77981e209131cea743a7 |

### PSHuman

Chamfer Distance: 0.5574. Result ID: 699549ac3badfaffe638b4a9.

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

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

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

Recorded evaluation configuration: {"SMPL-X prior":"Estimated"}. This record does not assert independent reproduction.

### SITH

Chamfer Distance: 0.6427. Result ID: 699549ac3badfaffe638b4a8.

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

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

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

Recorded evaluation configuration: {"SMPL-X prior":"Estimated"}. This record does not assert independent reproduction.

### GTA

Chamfer Distance: 0.6631. Result ID: 699549ac3badfaffe638b4a6.

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

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

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

Recorded evaluation configuration: {"SMPL-X prior":"Estimated"}. This record does not assert independent reproduction.

### SIFU

Chamfer Distance: 0.6672. Result ID: 699549ac3badfaffe638b4a7.

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

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

Recorded evaluation configuration: {"SMPL-X prior":"Estimated"}. This record does not assert independent reproduction.

### ICON

Chamfer Distance: 0.7827. Result ID: 699549ac3badfaffe638b4a4.

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

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

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

Recorded evaluation configuration: {"SMPL-X prior":"Estimated"}. This record does not assert independent reproduction.

### ECON

Chamfer Distance: 0.8022. Result ID: 699549ac3badfaffe638b4a5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77981e209131cea743a7.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: {"SMPL-X prior":"Estimated"}. This record does not assert independent reproduction.

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