# 3D Shape Deformation on APAP-BENCH 3D

Source: [3D Shape Deformation on APAP-BENCH 3D](<https://www.sota2.com/research/sota/3d-shape-deformation-on-apap-bench-3d>)

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

Data updated: 2026-02-26T05:58:54.561Z

Evaluation of 3D Shape Deformation performance on the APAP-BENCH 3D dataset, measured using Preference (%).

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 | 3D Shape Deformation |
| Dataset (including any stated split) | APAP-BENCH 3D |
| Metric | Preference |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 2 of 2 |
| 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

- [Preference](<https://www.sota2.com/research/sota/3d-shape-deformation-on-apap-bench-3d.md?metric=Preference>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Preference | Result date | Report paper |
| --- | --- | --- | --- |
| APAP | 58.3 | Not recorded | 68fa72bd1e209131cea584d4 |
| ARAP | 41.7 | Not recorded | 68fa72bd1e209131cea584d4 |

### APAP

Preference: 58.3. Result ID: 699275913a6c3148490f18d4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72bd1e209131cea584d4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72bd1e209131cea584d4.md>)

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

### ARAP

Preference: 41.7. Result ID: 699275913a6c3148490f18d3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72bd1e209131cea584d4.md>)

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

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