# Monocular 3D Human Reconstruction on Monocular 3D Clothed Human Reconstruction Dataset

Source: [Monocular 3D Human Reconstruction on Monocular 3D Clothed Human Reconstruction Dataset](<https://www.sota2.com/research/sota/monocular-3d-human-reconstruction-on-monocular-3d-clothed-human-reconstruction-dataset>)

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

Data updated: 2026-02-26T05:21:12.254Z

Evaluation of monocular 3D human reconstruction models using the Monocular 3D Clothed Human Reconstruction Dataset, focusing on geometric accuracy metrics such as Normal Error, Chamfer Distance, and P2S Distance.

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 | Monocular 3D Human Reconstruction |
| Dataset (including any stated split) | Monocular 3D Clothed Human Reconstruction Dataset |
| Metric | Normal Error |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 0 of 0 |
| 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

- [Normal Error](<https://www.sota2.com/research/sota/monocular-3d-human-reconstruction-on-monocular-3d-clothed-human-reconstruction-dataset.md?metric=Normal%20Error>): Lower is better; unit: SCALAR.

- [Chamfer Distance](<https://www.sota2.com/research/sota/monocular-3d-human-reconstruction-on-monocular-3d-clothed-human-reconstruction-dataset.md?metric=Chamfer%20Distance>): Lower is better; unit: SCALAR.

- [P2S Distance](<https://www.sota2.com/research/sota/monocular-3d-human-reconstruction-on-monocular-3d-clothed-human-reconstruction-dataset.md?metric=P2S%20Distance>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Normal Error | Result date | Report paper |
| --- | --- | --- | --- |

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