# Single-image to 3D Reconstruction on Google Scanned Objects (GSO) orbiting views (CD, F-Score)

Source: [Single-image to 3D Reconstruction on Google Scanned Objects (GSO) orbiting views (CD, F-Score)](<https://www.sota2.com/research/sota/single-image-to-3d-reconstruction-on-google-scanned-objects-gso-orbiting-views-cd-f-score>)

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

Data updated: 2026-02-26T05:39:02.312Z

Evaluation of Single-image to 3D Reconstruction performance on the orbiting views subset of the Google Scanned Objects (GSO) dataset, reporting shape metrics including Chamfer Distance (CD) and F-Score.

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 | Single-image to 3D Reconstruction |
| Dataset (including any stated split) | Google Scanned Objects (GSO) orbiting views |
| Metric | Chamfer Distance |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 7 of 7 |
| 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/single-image-to-3d-reconstruction-on-google-scanned-objects-gso-orbiting-views-cd-f-score.md?metric=Chamfer%20Distance>): Lower is better; unit: SCALAR.

- [F-Score](<https://www.sota2.com/research/sota/single-image-to-3d-reconstruction-on-google-scanned-objects-gso-orbiting-views-cd-f-score.md?metric=F-Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Chamfer Distance | Result date | Report paper |
| --- | --- | --- | --- |
| MVBoost | 0.1011 | Not recorded | 68fa76021e209131cea6ae5e |
| TriplaneGaussian | 0.12132 | Not recorded | 68fa76021e209131cea6ae5e |
| InstantMesh | 0.12334 | Not recorded | 68fa76021e209131cea6ae5e |
| CRM | 0.12379 | Not recorded | 68fa76021e209131cea6ae5e |
| OpenLRM | 0.14786 | Not recorded | 68fa76021e209131cea6ae5e |
| VFusion3D | 0.16118 | Not recorded | 68fa76021e209131cea6ae5e |
| LGM | 0.17032 | Not recorded | 68fa76021e209131cea6ae5e |

### MVBoost

Chamfer Distance: 0.1011. Result ID: 699420773a6c3148491b3e90.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76021e209131cea6ae5e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76021e209131cea6ae5e.md>)

[Implementation](<https://github.com/Piggy-ch/MVBoost>)

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

### TriplaneGaussian

Chamfer Distance: 0.12132. Result ID: 699420773a6c3148491b3e8e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76021e209131cea6ae5e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa718c1e209131cea51ee7.md>)

[Implementation](<https://zouzx.github.io/TriplaneGaussian/>)

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

### InstantMesh

Chamfer Distance: 0.12334. Result ID: 699420773a6c3148491b3e8d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76021e209131cea6ae5e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72da1e209131cea58e96.md>)

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

### CRM

Chamfer Distance: 0.12379. Result ID: 699420773a6c3148491b3e8c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76021e209131cea6ae5e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa727b1e209131cea56ad8.md>)

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

### OpenLRM

Chamfer Distance: 0.14786. Result ID: 699420773a6c3148491b3e8a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76021e209131cea6ae5e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72721e209131cea565c0.md>)

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

### VFusion3D

Chamfer Distance: 0.16118. Result ID: 699420773a6c3148491b3e8b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76021e209131cea6ae5e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74321e209131cea605a6.md>)

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

### LGM

Chamfer Distance: 0.17032. Result ID: 699420773a6c3148491b3e8f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76021e209131cea6ae5e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72291e209131cea54dd3.md>)

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

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