# Dynamic Surface Reconstruction on DFAUST (test)

Source: [Dynamic Surface Reconstruction on DFAUST (test)](<https://www.sota2.com/research/sota/dynamic-surface-reconstruction-on-dfaust-test>)

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

Data updated: 2026-03-26T14:07:48.522Z

Evaluation of Dynamic Surface Reconstruction performance on the test split of the DFAUST dataset, reporting metrics including Chamfer Distance (CD), Normal Consistency (NC), F-Score, Correspondence (Corr.), and computation time.

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 | Dynamic Surface Reconstruction |
| Dataset (including any stated split) | DFAUST (test) |
| Metric | Chamfer Distance (CD) |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 6 of 6 |
| 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 (CD)](<https://www.sota2.com/research/sota/dynamic-surface-reconstruction-on-dfaust-test.md?metric=Chamfer%20Distance%20(CD)>): Lower is better; unit: SCALAR.

- [Normal Consistency (NC)](<https://www.sota2.com/research/sota/dynamic-surface-reconstruction-on-dfaust-test.md?metric=Normal%20Consistency%20(NC)>): Higher is better; unit: PERCENT.

- [F-0.5 Score](<https://www.sota2.com/research/sota/dynamic-surface-reconstruction-on-dfaust-test.md?metric=F-0.5%20Score>): Higher is better; unit: PERCENT.

- [Correspondence Score (Corr.)](<https://www.sota2.com/research/sota/dynamic-surface-reconstruction-on-dfaust-test.md?metric=Correspondence%20Score%20(Corr.)>): Higher is better; unit: SCALAR.

- [Inference Time (s)](<https://www.sota2.com/research/sota/dynamic-surface-reconstruction-on-dfaust-test.md?metric=Inference%20Time%20(s)>): Lower is better; unit: TIME.

## Recorded results

| Method | Chamfer Distance (CD) | Result date | Report paper |
| --- | --- | --- | --- |
| Neu-PiG | 0.39 | Not recorded | 699fd39f2d603e6de3e3c079 |
| Neu-PiG | 0.4 | Not recorded | 699fd39f2d603e6de3e3c079 |
| PDG | 0.46 | Not recorded | 699fd39f2d603e6de3e3c079 |
| M2V | 1.61 | Not recorded | 699fd39f2d603e6de3e3c079 |
| DynoSurf | 2.13 | Not recorded | 699fd39f2d603e6de3e3c079 |
| CaDeX | 3.68 | Not recorded | 699fd39f2d603e6de3e3c079 |

### Neu-PiG

Chamfer Distance (CD): 0.39. Result ID: 69c53d9947f34ce924af07ee.

[Reporting paper](<https://www.sota2.com/research/paper/699fd39f2d603e6de3e3c079.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699fd39f2d603e6de3e3c079.md>)

Recorded evaluation configuration: {"Optimization strategy (Training-free vs Learning-based)":"Training-free","Optimization length (epochs)":"1000"}. This record does not assert independent reproduction.

### Neu-PiG

Chamfer Distance (CD): 0.4. Result ID: 69c53d9947f34ce924af07ed.

[Reporting paper](<https://www.sota2.com/research/paper/699fd39f2d603e6de3e3c079.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699fd39f2d603e6de3e3c079.md>)

Recorded evaluation configuration: {"Optimization strategy (Training-free vs Learning-based)":"Training-free","Optimization length (epochs)":"250"}. This record does not assert independent reproduction.

### PDG

Chamfer Distance (CD): 0.46. Result ID: 69c53d9947f34ce924af07ec.

[Reporting paper](<https://www.sota2.com/research/paper/699fd39f2d603e6de3e3c079.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b891e209131cea88fbb.md>)

Recorded evaluation configuration: {"Optimization strategy (Training-free vs Learning-based)":"Training-free"}. This record does not assert independent reproduction.

### M2V

Chamfer Distance (CD): 1.61. Result ID: 69c53d9947f34ce924af07eb.

[Reporting paper](<https://www.sota2.com/research/paper/699fd39f2d603e6de3e3c079.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72d91e209131cea58e5e.md>)

[Implementation](<https://vveicao.github.io/projects/Motion2VecSets>)

Recorded evaluation configuration: {"Optimization strategy (Training-free vs Learning-based)":"Learning-based"}. This record does not assert independent reproduction.

### DynoSurf

Chamfer Distance (CD): 2.13. Result ID: 69c53d9947f34ce924af07ea.

[Reporting paper](<https://www.sota2.com/research/paper/699fd39f2d603e6de3e3c079.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74361e209131cea6076a.md>)

Recorded evaluation configuration: {"Optimization strategy (Training-free vs Learning-based)":"Training-free"}. This record does not assert independent reproduction.

### CaDeX

Chamfer Distance (CD): 3.68. Result ID: 69c53d9947f34ce924af07e9.

[Reporting paper](<https://www.sota2.com/research/paper/699fd39f2d603e6de3e3c079.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c331e209131cea32c60.md>)

[Implementation](<https://www.cis.upenn.edu/~leijh/projects/cadex>)

Recorded evaluation configuration: {"Optimization strategy (Training-free vs Learning-based)":"Learning-based"}. This record does not assert independent reproduction.

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