# 3D Human Reconstruction on Minimally Clothed Humans Out of Distribution

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

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

Data updated: 2026-02-26T05:47:28.797Z

Evaluation of 3D human reconstruction performance using the Minimally Clothed Humans Out of Distribution dataset, reporting Intersection over Union (IoU) metrics for bounding boxes and 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 Out of 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-out-of-distribution.md?metric=IoU%20(bbox)>): Higher is better; unit: PERCENT.

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

## Recorded results

| Method | IoU (bbox) | Result date | Report paper |
| --- | --- | --- | --- |
| SNARF | 93.97 | Not recorded | 68fa6b511e209131cea2d9bb |
| NASA | 83.16 | Not recorded | 68fa6b511e209131cea2d9bb |
| Back-LBS | 66.93 | Not recorded | 68fa6b511e209131cea2d9bb |
| Back-D | 59.46 | Not recorded | 68fa6b511e209131cea2d9bb |
| Pose-ONet | 49.21 | Not recorded | 68fa6b511e209131cea2d9bb |

### SNARF

IoU (bbox): 93.97. Result ID: 698e7ef7ffc3901de09e1491.

[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): 83.16. Result ID: 698e7ef7ffc3901de09e1490.

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

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

### Back-LBS

IoU (bbox): 66.93. Result ID: 698e7ef7ffc3901de09e148f.

[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-D

IoU (bbox): 59.46. Result ID: 698e7ef7ffc3901de09e148e.

[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): 49.21. Result ID: 698e7ef7ffc3901de09e148d.

[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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