# Neural Shape Representation on Seahorse

Source: [Neural Shape Representation on Seahorse](<https://www.sota2.com/research/sota/neural-shape-representation-on-seahorse>)

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

Data updated: 2026-02-26T05:39:00.979Z

Evaluation of Neural Shape Representation performance on the Seahorse dataset, typically measured by 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 | Neural Shape Representation |
| Dataset (including any stated split) | Seahorse |
| Metric | Chamfer Distance |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 3 of 3 |
| 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/neural-shape-representation-on-seahorse.md?metric=Chamfer%20Distance>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Chamfer Distance | Result date | Report paper |
| --- | --- | --- | --- |
| NCS | 0.44 | Not recorded | 68fa6c2c1e209131cea3285a |
| Sparse NGLOD | 1.15 | Not recorded | 68fa6c2c1e209131cea3285a |
| NGLOD | 1.26 | Not recorded | 68fa6c2c1e209131cea3285a |

### NCS

Chamfer Distance: 0.44. Result ID: 698ee79067eb08d78c866ec6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c2c1e209131cea3285a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c2c1e209131cea3285a.md>)

[Implementation](<http://geometry.cs.ucl.ac.uk/projects/2022/cnnmaps/>)

Recorded evaluation configuration: {"Number of parameters":"100K","Unit sphere scaling":true}. This record does not assert independent reproduction.

### Sparse NGLOD

Chamfer Distance: 1.15. Result ID: 698ee79067eb08d78c866ec5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c2c1e209131cea3285a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69311e209131cea20bc4.md>)

[Implementation](<https://nv-tlabs.github.io/nglod>)

Recorded evaluation configuration: {"Number of parameters":"100K","Sparse":true,"Unit sphere scaling":true}. This record does not assert independent reproduction.

### NGLOD

Chamfer Distance: 1.26. Result ID: 698ee79067eb08d78c866ec4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c2c1e209131cea3285a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69311e209131cea20bc4.md>)

[Implementation](<https://nv-tlabs.github.io/nglod>)

Recorded evaluation configuration: {"Number of parameters":"100K","Sparse":false,"Unit sphere scaling":true}. This record does not assert independent reproduction.

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