# Neural shape representation on UT1 Scans (test)

Source: [Neural shape representation on UT1 Scans (test)](<https://www.sota2.com/research/sota/neural-shape-representation-on-ut1-scans-test>)

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

Data updated: 2026-02-26T05:38:10.960Z

Evaluation of Neural Shape Representation performance on the test split of the UT1 Scans dataset, typically measured using distance metrics like Chamfer Distance (CD) and Hausdorff Distance (HD).

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 | Neural shape representation |
| Dataset (including any stated split) | UT1 Scans (test) |
| Metric | CD (mm) |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 3 of 3 |
| 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 (mm)](<https://www.sota2.com/research/sota/neural-shape-representation-on-ut1-scans-test.md?metric=CD%20(mm)>): Lower is better; unit: SCALAR.

- [HD (mm)](<https://www.sota2.com/research/sota/neural-shape-representation-on-ut1-scans-test.md?metric=HD%20(mm)>): Lower is better; unit: SCALAR.

- [MAD (mm)](<https://www.sota2.com/research/sota/neural-shape-representation-on-ut1-scans-test.md?metric=MAD%20(mm)>): Lower is better; unit: SCALAR.

- [RMSE (mm)](<https://www.sota2.com/research/sota/neural-shape-representation-on-ut1-scans-test.md?metric=RMSE%20(mm)>): Lower is better; unit: SCALAR.

## Recorded results

| Method | CD (mm) | Result date | Report paper |
| --- | --- | --- | --- |
| RoCoSDF | 1.75 | Not recorded | 68fa74801e209131cea61fe5 |
| UNSR | 2.11 | Not recorded | 68fa74801e209131cea61fe5 |
| UNSR | 2.16 | Not recorded | 68fa74801e209131cea61fe5 |

### RoCoSDF

CD (mm): 1.75. Result ID: 69935dde3a6c3148491570d7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74801e209131cea61fe5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74801e209131cea61fe5.md>)

[Implementation](<https://github.com/chenhbo/RoCoSDF>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### UNSR

CD (mm): 2.11. Result ID: 69935dde3a6c3148491570d6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74801e209131cea61fe5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa801f1e209131cea9c0f8.md>)

Recorded evaluation configuration: {"Scan mode":"Col"}. This record does not assert independent reproduction.

### UNSR

CD (mm): 2.16. Result ID: 69935dde3a6c3148491570d5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74801e209131cea61fe5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa801f1e209131cea9c0f8.md>)

Recorded evaluation configuration: {"Scan mode":"Row"}. This record does not assert independent reproduction.

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