# 3D Surface Reconstruction on Real-World 50k pts each (4 models)

Source: [3D Surface Reconstruction on Real-World 50k pts each (4 models)](<https://www.sota2.com/research/sota/3d-surface-reconstruction-on-real-world-50k-pts-each-4-models>)

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

Data updated: 2026-02-26T06:06:28.262Z

Evaluation of 3D Surface Reconstruction performance on the Real-World 50k pts dataset, focusing on computational time.

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 Surface Reconstruction |
| Dataset (including any stated split) | Real-World 50k pts each (4 models) |
| Metric | Time (s) |
| Unit | TIME |
| 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

- [Time (s)](<https://www.sota2.com/research/sota/3d-surface-reconstruction-on-real-world-50k-pts-each-4-models.md?metric=Time%20(s)>): Lower is better; unit: TIME.

## Recorded results

| Method | Time (s) | Result date | Report paper |
| --- | --- | --- | --- |
| POCO | 38 | Not recorded | 68fa6c181e209131cea321d0 |
| POCO | 427 | Not recorded | 68fa6c181e209131cea321d0 |
| Points2Surf | 1015 | Not recorded | 68fa6c181e209131cea321d0 |
| Points2Surf | 2348 | Not recorded | 68fa6c181e209131cea321d0 |

### POCO

Time (s): 38. Result ID: 698ecfdcffc3901de0a18875.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c181e209131cea321d0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c181e209131cea321d0.md>)

[Implementation](<https://github.com/valeoai/POCO>)

Recorded evaluation configuration: {"N\_train":"3k","N\_test":"3k","N\_view":"10","Reconstruction component":"Only inference of latent vectors"}. This record does not assert independent reproduction.

### POCO

Time (s): 427. Result ID: 698ecfdcffc3901de0a18876.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c181e209131cea321d0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c181e209131cea321d0.md>)

[Implementation](<https://github.com/valeoai/POCO>)

Recorded evaluation configuration: {"N\_train":"3k","N\_test":"3k","N\_view":"10","Reconstruction component":"Full reconstruction","Threading":"single thread"}. This record does not assert independent reproduction.

### Points2Surf

Time (s): 1015. Result ID: 698ecfdcffc3901de0a18874.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c181e209131cea321d0.md>)

Recorded evaluation configuration: {"Reconstruction component":"Full reconstruction","Threading":"1 thread per model"}. This record does not assert independent reproduction.

### Points2Surf

Time (s): 2348. Result ID: 698ecfdcffc3901de0a18873.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c181e209131cea321d0.md>)

Recorded evaluation configuration: {"Reconstruction component":"Full reconstruction","Threading":"single thread"}. This record does not assert independent reproduction.

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