# 3D Cloth Reconstruction on CustomHumans (test)

Source: [3D Cloth Reconstruction on CustomHumans (test)](<https://www.sota2.com/research/sota/3d-cloth-reconstruction-on-customhumans-test>)

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

Data updated: 2026-02-26T05:39:01.833Z

Evaluation of 3D Cloth Reconstruction performance on the test split of the CustomHumans dataset, reporting metrics such as Chamfer Distance (CD).

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 Cloth Reconstruction |
| Dataset (including any stated split) | CustomHumans (test) |
| Metric | Chamfer Distance |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 4 of 4 |
| 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/3d-cloth-reconstruction-on-customhumans-test.md?metric=Chamfer%20Distance>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Chamfer Distance | Result date | Report paper |
| --- | --- | --- | --- |
| Design2Cloth | 12 | Not recorded | 68fa72bc1e209131cea583ee |
| SMPLicit | 40 | Not recorded | 68fa72bc1e209131cea583ee |
| ClothWild | 62 | Not recorded | 68fa72bc1e209131cea583ee |
| DrapeNet | 114 | Not recorded | 68fa72bc1e209131cea583ee |

### Design2Cloth

Chamfer Distance: 12. Result ID: 699274063a6c3148490f0d6a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72bc1e209131cea583ee.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72bc1e209131cea583ee.md>)

[Implementation](<https://jiali-zheng.github.io/Design2Cloth/>)

Recorded evaluation configuration: {"SMPL parameters":"ground truth","optimization":"single network for both top and bottom"}. This record does not assert independent reproduction.

### SMPLicit

Chamfer Distance: 40. Result ID: 699274063a6c3148490f0d67.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72bc1e209131cea583ee.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69b41e209131cea2396c.md>)

[Implementation](<http://www.iri.upc.edu/people/ecorona/smplicit/>)

Recorded evaluation configuration: {"SMPL parameters":"ground truth"}. This record does not assert independent reproduction.

### ClothWild

Chamfer Distance: 62. Result ID: 699274063a6c3148490f0d68.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72bc1e209131cea583ee.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d191e209131cea37bba.md>)

Recorded evaluation configuration: {"SMPL parameters":"ground truth"}. This record does not assert independent reproduction.

### DrapeNet

Chamfer Distance: 114. Result ID: 699274063a6c3148490f0d69.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72bc1e209131cea583ee.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ecc1e209131cea42364.md>)

[Implementation](<https://github.com/liren2515/DrapeNet>)

Recorded evaluation configuration: {"SMPL parameters":"ground truth"}. This record does not assert independent reproduction.

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