# Robust Multi-Model Fitting on AdelaideRMF single-model (test)

Source: [Robust Multi-Model Fitting on AdelaideRMF single-model (test)](<https://www.sota2.com/research/sota/robust-multi-model-fitting-on-adelaidermf-single-model-test>)

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

Data updated: 2026-02-26T05:52:21.077Z

Evaluation of models performing Robust Multi-Model Fitting on the AdelaideRMF single-model test set, reporting Mean runtime.

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 | Robust Multi-Model Fitting |
| Dataset (including any stated split) | AdelaideRMF single-model (test) |
| Metric | Mean Runtime (s) |
| Unit | TIME |
| 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

- [Mean Runtime (s)](<https://www.sota2.com/research/sota/robust-multi-model-fitting-on-adelaidermf-single-model-test.md?metric=Mean%20Runtime%20(s)>): Lower is better; unit: TIME.

## Recorded results

| Method | Mean Runtime (s) | Result date | Report paper |
| --- | --- | --- | --- |
| DEQUMF (SA) | 0.99 | Not recorded | 68fa6ede1e209131cea42851 |
| QUMF (SA) | 23.92 | Not recorded | 68fa6ede1e209131cea42851 |
| #DEQUMF | 89.62 | Not recorded | 68fa6ede1e209131cea42851 |
| HQC-RF | 2349.27 | Not recorded | 68fa6ede1e209131cea42851 |

### DEQUMF (SA)

Mean Runtime (s): 0.99. Result ID: 699050733a6c314849ffa6b5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ede1e209131cea42851.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ede1e209131cea42851.md>)

[Implementation](<https://github.com/FarinaMatteo/qmmf>)

Recorded evaluation configuration: {"Implementation Language":"Python"}. This record does not assert independent reproduction.

### QUMF (SA)

Mean Runtime (s): 23.92. Result ID: 699050733a6c314849ffa6b6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ede1e209131cea42851.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ede1e209131cea42851.md>)

[Implementation](<https://github.com/FarinaMatteo/qmmf>)

Recorded evaluation configuration: {"Implementation Language":"Python"}. This record does not assert independent reproduction.

### #DEQUMF

Mean Runtime (s): 89.62. Result ID: 699050733a6c314849ffa6b7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ede1e209131cea42851.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ede1e209131cea42851.md>)

[Implementation](<https://github.com/FarinaMatteo/qmmf>)

Recorded evaluation configuration: {"Implementation Language":"Python"}. This record does not assert independent reproduction.

### HQC-RF

Mean Runtime (s): 2349.27. Result ID: 699050733a6c314849ffa6b8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ede1e209131cea42851.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cd81e209131cea362db.md>)

[Implementation](<https://github.com/dadung/HQC-robust-fitting>)

Recorded evaluation configuration: {"Implementation Language":"Python","Hardware":"Intel-i9-7900X"}. This record does not assert independent reproduction.

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