# Mesh Reconstruction on Thingi10K analytical (test)

Source: [Mesh Reconstruction on Thingi10K analytical (test)](<https://www.sota2.com/research/sota/mesh-reconstruction-on-thingi10k-analytical-test>)

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

Data updated: 2026-02-26T05:38:07.848Z

Evaluation of 3D Mesh Reconstruction performance specifically on the analytical subset of the Thingi10K test set, reporting geometric accuracy metrics including Chamfer Distance (CD), Normal Consistency (NC), Shape Index (#SI), Edge Chamfer Distance (ECD), and LSD-P.

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 | Mesh Reconstruction |
| Dataset (including any stated split) | Thingi10K analytical (test) |
| Metric | 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

- [CD](<https://www.sota2.com/research/sota/mesh-reconstruction-on-thingi10k-analytical-test.md?metric=CD>): Lower is better; unit: SCALAR.

- [Normal Consistency (NC)](<https://www.sota2.com/research/sota/mesh-reconstruction-on-thingi10k-analytical-test.md?metric=Normal%20Consistency%20(NC)>): Higher is better; unit: PERCENT.

- [Shape Index (#SI)](<https://www.sota2.com/research/sota/mesh-reconstruction-on-thingi10k-analytical-test.md?metric=Shape%20Index%20(%23SI)>): Higher is better; unit: SCALAR.

- [ECD](<https://www.sota2.com/research/sota/mesh-reconstruction-on-thingi10k-analytical-test.md?metric=ECD>): Lower is better; unit: SCALAR.

- [LSD-P](<https://www.sota2.com/research/sota/mesh-reconstruction-on-thingi10k-analytical-test.md?metric=LSD-P>): Lower is better; unit: SCALAR.

## Recorded results

| Method | CD | Result date | Report paper |
| --- | --- | --- | --- |
| SDC | 3.6 | Not recorded | 68fa73671e209131cea5c3ff |
| DC | 4 | Not recorded | 68fa73671e209131cea5c3ff |
| NDC | 4 | Not recorded | 68fa73671e209131cea5c3ff |
| NMC | 4.1 | Not recorded | 68fa73671e209131cea5c3ff |
| MC | 5.1 | Not recorded | 68fa73671e209131cea5c3ff |
| FlexiCubes | 5.2 | Not recorded | 68fa73671e209131cea5c3ff |

### SDC

CD: 3.6. Result ID: 6992db913a6c31484911f912.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73671e209131cea5c3ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73671e209131cea5c3ff.md>)

[Implementation](<https://github.com/Sentient07/SDC>)

Recorded evaluation configuration: {"Input SDF":"Analytical"}. This record does not assert independent reproduction.

### DC

CD: 4. Result ID: 6992db913a6c31484911f90f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73671e209131cea5c3ff.md>)

Recorded evaluation configuration: {"Input SDF":"Analytical"}. This record does not assert independent reproduction.

### NDC

CD: 4. Result ID: 6992db913a6c31484911f910.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73671e209131cea5c3ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ca31e209131cea351f0.md>)

Recorded evaluation configuration: {"Input SDF":"Analytical"}. This record does not assert independent reproduction.

### NMC

CD: 4.1. Result ID: 6992db913a6c31484911f90e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73671e209131cea5c3ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ab31e209131cea29dae.md>)

Recorded evaluation configuration: {"Input SDF":"Analytical"}. This record does not assert independent reproduction.

### MC

CD: 5.1. Result ID: 6992db913a6c31484911f90d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73671e209131cea5c3ff.md>)

Recorded evaluation configuration: {"Input SDF":"Analytical"}. This record does not assert independent reproduction.

### FlexiCubes

CD: 5.2. Result ID: 6992db913a6c31484911f911.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73671e209131cea5c3ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa704a1e209131cea4a3b2.md>)

Recorded evaluation configuration: {"Input SDF":"Analytical"}. This record does not assert independent reproduction.

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