# Mesh Reconstruction on ABC analytical (test)

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

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

Data updated: 2026-02-26T05:38:07.831Z

Evaluation of general Mesh Reconstruction performance on the analytical test split of the ABC dataset, reporting metrics such as Chamfer Distance (CD), Normal Consistency (NC), Shape Index (#SI), Earth Mover's 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) | ABC 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-abc-analytical-test.md?metric=CD>): Lower is better; unit: SCALAR.

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

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

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

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

## Recorded results

| Method | CD | Result date | Report paper |
| --- | --- | --- | --- |
| SDC | 3.3 | Not recorded | 68fa73671e209131cea5c3ff |
| DC | 3.5 | Not recorded | 68fa73671e209131cea5c3ff |
| NDC | 3.6 | Not recorded | 68fa73671e209131cea5c3ff |
| NMC | 3.7 | Not recorded | 68fa73671e209131cea5c3ff |
| FlexiCubes | 4.5 | Not recorded | 68fa73671e209131cea5c3ff |
| MC | 4.7 | Not recorded | 68fa73671e209131cea5c3ff |

### SDC

CD: 3.3. Result ID: 6992db913a6c31484911f90c.

[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: 3.5. Result ID: 6992db913a6c31484911f909.

[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: 3.6. Result ID: 6992db913a6c31484911f90a.

[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: 3.7. Result ID: 6992db913a6c31484911f908.

[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.

### FlexiCubes

CD: 4.5. Result ID: 6992db913a6c31484911f90b.

[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.

### MC

CD: 4.7. Result ID: 6992db913a6c31484911f907.

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

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

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