# Mesh Reconstruction on ABC (test)

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

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

Data updated: 2026-02-26T05:39:02.061Z

Evaluation of general Mesh Reconstruction performance on the 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 (test) |
| Metric | Chamfer Distance |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 4 of 4 |
| 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/mesh-reconstruction-on-abc-test.md?metric=Chamfer%20Distance>): Lower is better; unit: SCALAR.

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

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

- [Earth Mover's Distance](<https://www.sota2.com/research/sota/mesh-reconstruction-on-abc-test.md?metric=Earth%20Mover%27s%20Distance>): Lower is better; unit: SCALAR.

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

## Recorded results

| Method | Chamfer Distance | Result date | Report paper |
| --- | --- | --- | --- |
| SDC | 3.15 | Not recorded | 68fa73671e209131cea5c3ff |
| NDC | 3.39 | Not recorded | 68fa73671e209131cea5c3ff |
| NMC | 3.53 | Not recorded | 68fa73671e209131cea5c3ff |
| MC | 3.62 | Not recorded | 68fa73671e209131cea5c3ff |

### SDC

Chamfer Distance: 3.15. Result ID: 6992db913a6c31484911f8fa.

[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: 3.39. Result ID: 6992db913a6c31484911f8f9.

[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: 3.53. Result ID: 6992db913a6c31484911f8f8.

[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: 3.62. Result ID: 6992db913a6c31484911f8f7.

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

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

Page 1 of 1. This is an index page, not the full collection.