# Shape Matching on DT4D-H inter

Source: [Shape Matching on DT4D-H inter](<https://www.sota2.com/research/sota/shape-matching-on-dt4d-h-inter>)

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

Data updated: 2026-06-26T07:58:52.671Z

Evaluation of Shape Matching performance on the DT4D-H inter split, measured using Mean Geodesic Error scaled by 100.

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 | Shape Matching |
| Dataset (including any stated split) | DT4D-H inter |
| Metric | Mean Geodesic Error (x100) |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 16 of 16 |
| 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

- [Mean Geodesic Error (x100)](<https://www.sota2.com/research/sota/shape-matching-on-dt4d-h-inter.md?metric=Mean%20Geodesic%20Error%20(x100)>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Mean Geodesic Error (x100) | Result date | Report paper |
| --- | --- | --- | --- |
| Coarse-to-Fine | 3.5 | Not recorded | 6a3e07b6206542251d7cb5cd |
| HybridFMaps | 3.9 | Not recorded | 6a3e07b6206542251d7cb5cd |
| GeomFMaps | 4.1 | Not recorded | 6a3e07b6206542251d7cb5cd |
| DiffZO | 4.1 | Not recorded | 6a3e07b6206542251d7cb5cd |
| DeepFAFM | 4.2 | Not recorded | 6a3e07b6206542251d7cb5cd |
| ULRSSM | 5.2 | Not recorded | 6a3e07b6206542251d7cb5cd |
| SmoothShells | 6.3 | Not recorded | 6a3e07b6206542251d7cb5cd |
| AttentiveFMaps | 11.6 | Not recorded | 6a3e07b6206542251d7cb5cd |
| DenoiseFMaps | 12.8 | Not recorded | 6a3e07b6206542251d7cb5cd |
| RFMNet | 13.9 | Not recorded | 6a3e07b6206542251d7cb5cd |
| DUO-FMNet | 15.8 | Not recorded | 6a3e07b6206542251d7cb5cd |
| MWP | 25.4 | Not recorded | 6a3e07b6206542251d7cb5cd |
| DiscreteOp | 27.6 | Not recorded | 6a3e07b6206542251d7cb5cd |
| ZoomOut | 29 | Not recorded | 6a3e07b6206542251d7cb5cd |
| Deep Shells | 31.1 | Not recorded | 6a3e07b6206542251d7cb5cd |
| FMNet | 38 | Not recorded | 6a3e07b6206542251d7cb5cd |

### Coarse-to-Fine

Mean Geodesic Error (x100): 3.5. Result ID: 6a3e3121fbc373592c5fb6f2.

[Reporting paper](<https://www.sota2.com/research/paper/6a3e07b6206542251d7cb5cd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3e07b6206542251d7cb5cd.md>)

Recorded evaluation configuration: {"Method category":"Unsupervised"}. This record does not assert independent reproduction.

### HybridFMaps

Mean Geodesic Error (x100): 3.9. Result ID: 6a3e3121fbc373592c5fb6ef.

[Reporting paper](<https://www.sota2.com/research/paper/6a3e07b6206542251d7cb5cd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74481e209131cea60c26.md>)

[Implementation](<https://hybridfmaps.github.io/>)

Recorded evaluation configuration: {"Method category":"Unsupervised"}. This record does not assert independent reproduction.

### GeomFMaps

Mean Geodesic Error (x100): 4.1. Result ID: 6a3e3121fbc373592c5fb6e8.

[Reporting paper](<https://www.sota2.com/research/paper/6a3e07b6206542251d7cb5cd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67511e209131cea1567e.md>)

Recorded evaluation configuration: {"Method category":"Supervised"}. This record does not assert independent reproduction.

### DiffZO

Mean Geodesic Error (x100): 4.1. Result ID: 6a3e3121fbc373592c5fb6ee.

[Reporting paper](<https://www.sota2.com/research/paper/6a3e07b6206542251d7cb5cd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79f41e209131cea803bf.md>)

Recorded evaluation configuration: {"Method category":"Unsupervised"}. This record does not assert independent reproduction.

### DeepFAFM

Mean Geodesic Error (x100): 4.2. Result ID: 6a3e3121fbc373592c5fb6f0.

[Reporting paper](<https://www.sota2.com/research/paper/6a3e07b6206542251d7cb5cd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73e01e209131cea5e9c7.md>)

Recorded evaluation configuration: {"Method category":"Unsupervised"}. This record does not assert independent reproduction.

### ULRSSM

Mean Geodesic Error (x100): 5.2. Result ID: 6a3e3121fbc373592c5fb6ed.

[Reporting paper](<https://www.sota2.com/research/paper/6a3e07b6206542251d7cb5cd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72601e209131cea56043.md>)

Recorded evaluation configuration: {"Method category":"Unsupervised"}. This record does not assert independent reproduction.

### SmoothShells

Mean Geodesic Error (x100): 6.3. Result ID: 6a3e3121fbc373592c5fb6e4.

[Reporting paper](<https://www.sota2.com/research/paper/6a3e07b6206542251d7cb5cd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66cc1e209131cea1266a.md>)

Recorded evaluation configuration: {"Method category":"Axiomatic"}. This record does not assert independent reproduction.

### AttentiveFMaps

Mean Geodesic Error (x100): 11.6. Result ID: 6a3e3121fbc373592c5fb6eb.

[Reporting paper](<https://www.sota2.com/research/paper/6a3e07b6206542251d7cb5cd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d9f1e209131cea3ae5b.md>)

[Implementation](<https://github.com/craigleili/AttentiveFMaps>)

Recorded evaluation configuration: {"Method category":"Unsupervised"}. This record does not assert independent reproduction.

### DenoiseFMaps

Mean Geodesic Error (x100): 12.8. Result ID: 6a3e3121fbc373592c5fb6f1.

[Reporting paper](<https://www.sota2.com/research/paper/6a3e07b6206542251d7cb5cd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77c41e209131cea7531b.md>)

Recorded evaluation configuration: {"Method category":"Unsupervised"}. This record does not assert independent reproduction.

### RFMNet

Mean Geodesic Error (x100): 13.9. Result ID: 6a3e3121fbc373592c5fb6ec.

[Reporting paper](<https://www.sota2.com/research/paper/6a3e07b6206542251d7cb5cd.md>)

Recorded evaluation configuration: {"Method category":"Unsupervised"}. This record does not assert independent reproduction.

### DUO-FMNet

Mean Geodesic Error (x100): 15.8. Result ID: 6a3e3121fbc373592c5fb6ea.

[Reporting paper](<https://www.sota2.com/research/paper/6a3e07b6206542251d7cb5cd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa592d1e209131ce9b4b2c.md>)

Recorded evaluation configuration: {"Method category":"Unsupervised"}. This record does not assert independent reproduction.

### MWP

Mean Geodesic Error (x100): 25.4. Result ID: 6a3e3121fbc373592c5fb6e6.

[Reporting paper](<https://www.sota2.com/research/paper/6a3e07b6206542251d7cb5cd.md>)

Recorded evaluation configuration: {"Method category":"Axiomatic"}. This record does not assert independent reproduction.

### DiscreteOp

Mean Geodesic Error (x100): 27.6. Result ID: 6a3e3121fbc373592c5fb6e5.

[Reporting paper](<https://www.sota2.com/research/paper/6a3e07b6206542251d7cb5cd.md>)

Recorded evaluation configuration: {"Method category":"Axiomatic"}. This record does not assert independent reproduction.

### ZoomOut

Mean Geodesic Error (x100): 29. Result ID: 6a3e3121fbc373592c5fb6e3.

[Reporting paper](<https://www.sota2.com/research/paper/6a3e07b6206542251d7cb5cd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66561e209131cea0f978.md>)

Recorded evaluation configuration: {"Method category":"Axiomatic"}. This record does not assert independent reproduction.

### Deep Shells

Mean Geodesic Error (x100): 31.1. Result ID: 6a3e3121fbc373592c5fb6e9.

[Reporting paper](<https://www.sota2.com/research/paper/6a3e07b6206542251d7cb5cd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa689e1e209131cea1d258.md>)

Recorded evaluation configuration: {"Method category":"Unsupervised"}. This record does not assert independent reproduction.

### FMNet

Mean Geodesic Error (x100): 38. Result ID: 6a3e3121fbc373592c5fb6e7.

[Reporting paper](<https://www.sota2.com/research/paper/6a3e07b6206542251d7cb5cd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa638c1e209131ce9ff79b.md>)

Recorded evaluation configuration: {"Method category":"Supervised"}. This record does not assert independent reproduction.

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