# Point-cloud reconstruction on Spline Dataset

Source: [Point-cloud reconstruction on Spline Dataset](<https://www.sota2.com/research/sota/point-cloud-reconstruction-on-spline-dataset>)

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

Data updated: 2026-02-26T05:39:00.519Z

Evaluation of 3D point cloud reconstruction performance using the Spline Dataset, measured by metrics such as Chamfer Distance.

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) | Spline Dataset |
| 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/point-cloud-reconstruction-on-spline-dataset.md?metric=Chamfer%20Distance>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Chamfer Distance | Result date | Report paper |
| --- | --- | --- | --- |
| MDSA | 0.02 | Not recorded | 68fa6aeb1e209131cea2b0a3 |
| MDSA | 0.03 | Not recorded | 68fa6aeb1e209131cea2b0a3 |
| MDSA | 0.14 | Not recorded | 68fa6aeb1e209131cea2b0a3 |
| Mbaseline | 1.18 | Not recorded | 68fa6aeb1e209131cea2b0a3 |

### MDSA

Chamfer Distance: 0.02. Result ID: 698e4123ffc3901de09c0ecf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6aeb1e209131cea2b0a3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6aeb1e209131cea2b0a3.md>)

Recorded evaluation configuration: {"Control points":"4 x 4"}. This record does not assert independent reproduction.

### MDSA

Chamfer Distance: 0.03. Result ID: 698e4123ffc3901de09c0ecd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6aeb1e209131cea2b0a3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6aeb1e209131cea2b0a3.md>)

Recorded evaluation configuration: {"Control points":"20 x 20"}. This record does not assert independent reproduction.

### MDSA

Chamfer Distance: 0.14. Result ID: 698e4123ffc3901de09c0ece.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6aeb1e209131cea2b0a3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6aeb1e209131cea2b0a3.md>)

Recorded evaluation configuration: {"Control points":"5 x 5"}. This record does not assert independent reproduction.

### Mbaseline

Chamfer Distance: 1.18. Result ID: 698e4123ffc3901de09c0ecc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6aeb1e209131cea2b0a3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68671e209131cea1bdb5.md>)

Recorded evaluation configuration: {"Control points":"20 x 20"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.