# Mesh Reconstruction on Thingi10K (test)

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

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

Data updated: 2026-02-26T05:39:03.625Z

Evaluation of 3D Mesh Reconstruction performance on the test split of the Thingi10K dataset, reporting geometric accuracy metrics including Chamfer Distance (CD), Normal Consistency (NC), Surface Intersect (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 (test) |
| Metric | Chamfer Distance (CD) |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 9 of 9 |
| 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/mesh-reconstruction-on-thingi10k-test.md?metric=Chamfer%20Distance%20(CD)>): Lower is better; unit: SCALAR.

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

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

- [Edge Chamfer Distance (ECD)](<https://www.sota2.com/research/sota/mesh-reconstruction-on-thingi10k-test.md?metric=Edge%20Chamfer%20Distance%20(ECD)>): Lower is better; unit: SCALAR.

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

## Recorded results

| Method | Chamfer Distance (CD) | Result date | Report paper |
| --- | --- | --- | --- |
| SDC | 3.41 | Not recorded | 68fa73671e209131cea5c3ff |
| NDC | 3.52 | Not recorded | 68fa73671e209131cea5c3ff |
| NMC | 3.58 | Not recorded | 68fa73671e209131cea5c3ff |
| MC | 3.89 | Not recorded | 68fa73671e209131cea5c3ff |
| SDC | 4.2 | Not recorded | 68fa73671e209131cea5c3ff |
| NMC | 4.7 | Not recorded | 68fa73671e209131cea5c3ff |
| NDC | 4.7 | Not recorded | 68fa73671e209131cea5c3ff |
| MC | 5.8 | Not recorded | 68fa73671e209131cea5c3ff |
| DC | 6.2 | Not recorded | 68fa73671e209131cea5c3ff |

### SDC

Chamfer Distance (CD): 3.41. Result ID: 6992db913a6c31484911f8fe.

[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: {"Grid resolution":"128^3"}. This record does not assert independent reproduction.

### NDC

Chamfer Distance (CD): 3.52. Result ID: 6992db913a6c31484911f8fd.

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

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

Recorded evaluation configuration: {"Grid resolution":"128^3"}. This record does not assert independent reproduction.

### NMC

Chamfer Distance (CD): 3.58. Result ID: 6992db913a6c31484911f8fc.

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

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

Recorded evaluation configuration: {"Grid resolution":"128^3"}. This record does not assert independent reproduction.

### MC

Chamfer Distance (CD): 3.89. Result ID: 6992db913a6c31484911f8fb.

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

Recorded evaluation configuration: {"Grid resolution":"128^3"}. This record does not assert independent reproduction.

### SDC

Chamfer Distance (CD): 4.2. Result ID: 6992db913a6c31484911f917.

[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":"Predicted (NGLOD \[71\])"}. This record does not assert independent reproduction.

### NMC

Chamfer Distance (CD): 4.7. Result ID: 6992db913a6c31484911f914.

[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":"Predicted (NGLOD \[71\])"}. This record does not assert independent reproduction.

### NDC

Chamfer Distance (CD): 4.7. Result ID: 6992db913a6c31484911f916.

[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":"Predicted (NGLOD \[71\])"}. This record does not assert independent reproduction.

### MC

Chamfer Distance (CD): 5.8. Result ID: 6992db913a6c31484911f913.

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

Recorded evaluation configuration: {"Input SDF":"Predicted (NGLOD \[71\])"}. This record does not assert independent reproduction.

### DC

Chamfer Distance (CD): 6.2. Result ID: 6992db913a6c31484911f915.

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

Recorded evaluation configuration: {"Input SDF":"Predicted (NGLOD \[71\])"}. This record does not assert independent reproduction.

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