# Point Cloud Reconstruction on Thingi32, DeepFashion3D, and Objaverse (test)

Source: [Point Cloud Reconstruction on Thingi32, DeepFashion3D, and Objaverse (test)](<https://www.sota2.com/research/sota/point-cloud-reconstruction-on-thingi32-deepfashion3d-and-objaverse-test>)

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

Data updated: 2026-02-26T05:42:44.479Z

Evaluation of Point Cloud Reconstruction performance across the Thingi32, DeepFashion3D, and Objaverse datasets (test split), measured using metrics such as CD, F1, NC, ECD, and EF1.

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 | Point Cloud Reconstruction |
| Dataset (including any stated split) | Thingi32, DeepFashion3D, and Objaverse (test) |
| Metric | F1 |
| 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

- [F1](<https://www.sota2.com/research/sota/point-cloud-reconstruction-on-thingi32-deepfashion3d-and-objaverse-test.md?metric=F1>): Higher is better; unit: PERCENT.

- [CD (x10^-5)](<https://www.sota2.com/research/sota/point-cloud-reconstruction-on-thingi32-deepfashion3d-and-objaverse-test.md?metric=CD%20(x10%5E-5)>): Lower is better; unit: SCALAR.

- [NC](<https://www.sota2.com/research/sota/point-cloud-reconstruction-on-thingi32-deepfashion3d-and-objaverse-test.md?metric=NC>): Higher is better; unit: PERCENT.

- [ECD](<https://www.sota2.com/research/sota/point-cloud-reconstruction-on-thingi32-deepfashion3d-and-objaverse-test.md?metric=ECD>): Lower is better; unit: SCALAR.

- [EF1](<https://www.sota2.com/research/sota/point-cloud-reconstruction-on-thingi32-deepfashion3d-and-objaverse-test.md?metric=EF1>): Higher is better; unit: PERCENT.

## Recorded results

| Method | F1 | Result date | Report paper |
| --- | --- | --- | --- |
| DMesh | 88.6 | Not recorded | 68fa79d71e209131cea7fab1 |
| NDC | 87.4 | Not recorded | 68fa79d71e209131cea7fab1 |
| DMesh | 86.6 | Not recorded | 68fa79d71e209131cea7fab1 |
| PSR | 77 | Not recorded | 68fa79d71e209131cea7fab1 |
| VoroMesh | 67.1 | Not recorded | 68fa79d71e209131cea7fab1 |

### DMesh

F1: 88.6. Result ID: 698b62347a967eddb76e27aa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79d71e209131cea7fab1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79d71e209131cea7fab1.md>)

[Implementation](<https://sonsang.github.io/dmesh-project>)

Recorded evaluation configuration: {"normals":"with","# Verts":"3.56K","# Faces":"7.54K","Time (sec)":"743"}. This record does not assert independent reproduction.

### NDC

F1: 87.4. Result ID: 698b62347a967eddb76e27a8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79d71e209131cea7fab1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ca31e209131cea351f0.md>)

Recorded evaluation configuration: {"# Verts":"20.7K","# Faces":"42.8K","Time (sec)":"3.49"}. This record does not assert independent reproduction.

### DMesh

F1: 86.6. Result ID: 698b62347a967eddb76e27a9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79d71e209131cea7fab1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79d71e209131cea7fab1.md>)

[Implementation](<https://sonsang.github.io/dmesh-project>)

Recorded evaluation configuration: {"normals":"without","# Verts":"3.87K","# Faces":"10.4K","Time (sec)":"775"}. This record does not assert independent reproduction.

### PSR

F1: 77. Result ID: 698b62347a967eddb76e27a6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79d71e209131cea7fab1.md>)

Recorded evaluation configuration: {"# Verts":"159K","# Faces":"319K","Time (sec)":"10.6"}. This record does not assert independent reproduction.

### VoroMesh

F1: 67.1. Result ID: 698b62347a967eddb76e27a7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79d71e209131cea7fab1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70771e209131cea4b417.md>)

Recorded evaluation configuration: {"# Verts":"121K","# Faces":"242K","Time (sec)":"12.2"}. This record does not assert independent reproduction.

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