# 3D Human Reconstruction on Minimally Clothed Humans Within Distribution

Source: [3D Human Reconstruction on Minimally Clothed Humans Within Distribution](<https://www.sota2.com/research/sota/3d-human-reconstruction-on-minimally-clothed-humans-within-distribution>)

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

Data updated: 2026-02-26T05:47:29.436Z

Evaluation of 3D human reconstruction performance on the Minimally Clothed Humans Within Distribution dataset, reporting metrics such as IoU bbox and IoU surface.

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 Human Reconstruction |
| Dataset (including any stated split) | Minimally Clothed Humans Within Distribution |
| Metric | IoU BBox |
| Unit | PERCENT |
| Direction | Higher 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

- [IoU BBox](<https://www.sota2.com/research/sota/3d-human-reconstruction-on-minimally-clothed-humans-within-distribution.md?metric=IoU%20BBox>): Higher is better; unit: PERCENT.

- [IoU Surface](<https://www.sota2.com/research/sota/3d-human-reconstruction-on-minimally-clothed-humans-within-distribution.md?metric=IoU%20Surface>): Higher is better; unit: PERCENT.

## Recorded results

| Method | IoU BBox | Result date | Report paper |
| --- | --- | --- | --- |
| SNARF | 97.31 | Not recorded | 68fa6b511e209131cea2d9bb |
| NASA | 96.14 | Not recorded | 68fa6b511e209131cea2d9bb |
| Back-D | 82.08 | Not recorded | 68fa6b511e209131cea2d9bb |
| Back-LBS | 81.68 | Not recorded | 68fa6b511e209131cea2d9bb |
| Pose-ONet | 79.34 | Not recorded | 68fa6b511e209131cea2d9bb |

### SNARF

IoU BBox: 97.31. Result ID: 698e7ef7ffc3901de09e148c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b511e209131cea2d9bb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b511e209131cea2d9bb.md>)

[Implementation](<https://www.sota2.com/github.com/xuchen-ethz/snarf>)

Recorded evaluation configuration: {"Subject":"Avg."}. This record does not assert independent reproduction.

### NASA

IoU BBox: 96.14. Result ID: 698e7ef7ffc3901de09e148b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b511e209131cea2d9bb.md>)

Recorded evaluation configuration: {"Subject":"Avg."}. This record does not assert independent reproduction.

### Back-D

IoU BBox: 82.08. Result ID: 698e7ef7ffc3901de09e1489.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b511e209131cea2d9bb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa675c1e209131cea15dbb.md>)

Recorded evaluation configuration: {"Subject":"Avg."}. This record does not assert independent reproduction.

### Back-LBS

IoU BBox: 81.68. Result ID: 698e7ef7ffc3901de09e148a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b511e209131cea2d9bb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa675c1e209131cea15dbb.md>)

Recorded evaluation configuration: {"Subject":"Avg."}. This record does not assert independent reproduction.

### Pose-ONet

IoU BBox: 79.34. Result ID: 698e7ef7ffc3901de09e1488.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b511e209131cea2d9bb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65a71e209131cea0ba34.md>)

Recorded evaluation configuration: {"Subject":"Avg."}. This record does not assert independent reproduction.

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