# Articulated motion synthesis on Synthetic dataset

Source: [Articulated motion synthesis on Synthetic dataset](<https://www.sota2.com/research/sota/articulated-motion-synthesis-on-synthetic-dataset>)

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

Data updated: 2026-02-26T05:39:01.058Z

Evaluation of models generating articulated motion on a synthetic dataset, typically assessed using 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 | Articulated motion synthesis |
| Dataset (including any stated split) | Synthetic dataset |
| Metric | Chamfer Distance |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 2 of 2 |
| 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/articulated-motion-synthesis-on-synthetic-dataset.md?metric=Chamfer%20Distance>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Chamfer Distance | Result date | Report paper |
| --- | --- | --- | --- |
| Ditto | 0.37 | Not recorded | 68fa6c641e209131cea33c60 |
| A-SDF | 3.57 | Not recorded | 68fa6c641e209131cea33c60 |

### Ditto

Chamfer Distance: 0.37. Result ID: 698f0fa13a6c314849f55a30.

[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.

### A-SDF

Chamfer Distance: 3.57. Result ID: 698f0fa13a6c314849f55a2f.

[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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