# Homography fitting on AdelaideRMF Homographies 19 scenes

Source: [Homography fitting on AdelaideRMF Homographies 19 scenes](<https://www.sota2.com/research/sota/homography-fitting-on-adelaidermf-homographies-19-scenes>)

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

Data updated: 2026-02-26T05:36:14.609Z

Evaluation of Homography fitting performance on the AdelaideRMF Homographies 19 scenes dataset.

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 | Homography fitting |
| Dataset (including any stated split) | AdelaideRMF Homographies 19 scenes |
| Metric | Avg Misclassification Error |
| Unit | PERCENT |
| Direction | Lower is better |
| Results loaded | 10 of 10 |
| 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

- [Avg Misclassification Error](<https://www.sota2.com/research/sota/homography-fitting-on-adelaidermf-homographies-19-scenes.md?metric=Avg%20Misclassification%20Error>): Lower is better; unit: PERCENT.

- [Std Dev Misclassification Error](<https://www.sota2.com/research/sota/homography-fitting-on-adelaidermf-homographies-19-scenes.md?metric=Std%20Dev%20Misclassification%20Error>): Lower is better; unit: PERCENT.

- [Run Time (s)](<https://www.sota2.com/research/sota/homography-fitting-on-adelaidermf-homographies-19-scenes.md?metric=Run%20Time%20(s)>): Lower is better; unit: TIME.

## Recorded results

| Method | Avg Misclassification Error | Result date | Report paper |
| --- | --- | --- | --- |
| Proposed | 3.1 | Not recorded | 68fa6f131e209131cea43b61 |
| CONSAC | 5.2 | Not recorded | 68fa6f131e209131cea43b61 |
| MLink | 5.5 | Not recorded | 68fa6f131e209131cea43b61 |
| Proposed (CC) | 5.7 | Not recorded | 68fa6f131e209131cea43b61 |
| Prog-X | 6.6 | Not recorded | 68fa6f131e209131cea43b61 |
| Multi-X | 8.7 | Not recorded | 68fa6f131e209131cea43b61 |
| PEARL | 15.1 | Not recorded | 68fa6f131e209131cea43b61 |
| RPA | 23.5 | Not recorded | 68fa6f131e209131cea43b61 |
| T-linkage | 54.8 | Not recorded | 68fa6f131e209131cea43b61 |
| RansaCov | 66.9 | Not recorded | 68fa6f131e209131cea43b61 |

### Proposed

Avg Misclassification Error: 3.1. Result ID: 699093843a6c314849019574.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f131e209131cea43b61.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f131e209131cea43b61.md>)

[Implementation](<https://github.com/danini/clustering-in-consensus-space>)

Recorded evaluation configuration: {"k needed":"no","sampler":"P-NAPSAC \[7\]"}. This record does not assert independent reproduction.

### CONSAC

Avg Misclassification Error: 5.2. Result ID: 699093843a6c31484901957d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f131e209131cea43b61.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67401e209131cea153ec.md>)

Recorded evaluation configuration: {"k needed":"no","runtime\_mode":"GPU/CPU"}. This record does not assert independent reproduction.

### MLink

Avg Misclassification Error: 5.5. Result ID: 699093843a6c31484901957c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f131e209131cea43b61.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa789e1e209131cea79605.md>)

[Implementation](<https://github.com/magrilu/multilink.git>)

Recorded evaluation configuration: {"k needed":"no"}. This record does not assert independent reproduction.

### Proposed (CC)

Avg Misclassification Error: 5.7. Result ID: 699093843a6c314849019575.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f131e209131cea43b61.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f131e209131cea43b61.md>)

[Implementation](<https://github.com/danini/clustering-in-consensus-space>)

Recorded evaluation configuration: {"k needed":"no","sampler":"Connected Component (CC)"}. This record does not assert independent reproduction.

### Prog-X

Avg Misclassification Error: 6.6. Result ID: 699093843a6c314849019576.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f131e209131cea43b61.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65d81e209131cea0cb9a.md>)

Recorded evaluation configuration: {"k needed":"no"}. This record does not assert independent reproduction.

### Multi-X

Avg Misclassification Error: 8.7. Result ID: 699093843a6c314849019577.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f131e209131cea43b61.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63d41e209131cea010d1.md>)

Recorded evaluation configuration: {"k needed":"no"}. This record does not assert independent reproduction.

### PEARL

Avg Misclassification Error: 15.1. Result ID: 699093843a6c314849019578.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f131e209131cea43b61.md>)

Recorded evaluation configuration: {"k needed":"no"}. This record does not assert independent reproduction.

### RPA

Avg Misclassification Error: 23.5. Result ID: 699093843a6c314849019579.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f131e209131cea43b61.md>)

Recorded evaluation configuration: {"k needed":"yes"}. This record does not assert independent reproduction.

### T-linkage

Avg Misclassification Error: 54.8. Result ID: 699093843a6c31484901957b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f131e209131cea43b61.md>)

Recorded evaluation configuration: {"k needed":"no"}. This record does not assert independent reproduction.

### RansaCov

Avg Misclassification Error: 66.9. Result ID: 699093843a6c31484901957a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f131e209131cea43b61.md>)

Recorded evaluation configuration: {"k needed":"yes"}. This record does not assert independent reproduction.

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