# Geometry Reconstruction on Synthetic Dataset

Source: [Geometry Reconstruction on Synthetic Dataset](<https://www.sota2.com/research/sota/geometry-reconstruction-on-synthetic-dataset>)

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

Data updated: 2026-02-26T06:08:49.623Z

Evaluation of Geometry Reconstruction performance on the Synthetic Dataset, reporting metrics including Whole Chamfer Distance and Mobile 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 | Geometry Reconstruction |
| Dataset (including any stated split) | Synthetic Dataset |
| Metric | Whole 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

- [Whole Chamfer Distance](<https://www.sota2.com/research/sota/geometry-reconstruction-on-synthetic-dataset.md?metric=Whole%20Chamfer%20Distance>): Lower is better; unit: SCALAR.

- [Mobile Chamfer Distance](<https://www.sota2.com/research/sota/geometry-reconstruction-on-synthetic-dataset.md?metric=Mobile%20Chamfer%20Distance>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Whole Chamfer Distance | Result date | Report paper |
| --- | --- | --- | --- |
| Ditto | 0.38 | Not recorded | 68fa6c641e209131cea33c60 |
| Global Joint | 0.54 | Not recorded | 68fa6c641e209131cea33c60 |
| Correspondence | 2.13 | Not recorded | 68fa6c641e209131cea33c60 |
| A-SDF | 2.48 | Not recorded | 68fa6c641e209131cea33c60 |

### Ditto

Whole Chamfer Distance: 0.38. Result ID: 698f0fa13a6c314849f55a34.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c641e209131cea33c60.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c641e209131cea33c60.md>)

[Implementation](<https://ut-austin-rpl.github.io/Ditto/>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Global Joint

Whole Chamfer Distance: 0.54. Result ID: 698f0fa13a6c314849f55a33.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c641e209131cea33c60.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a5c1e209131cea27b43.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Correspondence

Whole Chamfer Distance: 2.13. Result ID: 698f0fa13a6c314849f55a32.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c641e209131cea33c60.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### A-SDF

Whole Chamfer Distance: 2.48. Result ID: 698f0fa13a6c314849f55a31.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c641e209131cea33c60.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69cf1e209131cea243f9.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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