# Homography Estimation on RGB-NIR cross-dataset (test)

Source: [Homography Estimation on RGB-NIR cross-dataset (test)](<https://www.sota2.com/research/sota/homography-estimation-on-rgb-nir-cross-dataset-test>)

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

Data updated: 2026-03-05T09:03:04.629Z

Evaluation of Homography Estimation performance on the test split of the RGB-NIR cross-dataset, reporting MACE.

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 Estimation |
| Dataset (including any stated split) | RGB-NIR cross-dataset (test) |
| Metric | MACE |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 13 of 13 |
| 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

- [MACE](<https://www.sota2.com/research/sota/homography-estimation-on-rgb-nir-cross-dataset-test.md?metric=MACE>): Lower is better; unit: SCALAR.

## Recorded results

| Method | MACE | Result date | Report paper |
| --- | --- | --- | --- |
| MCNet | 5.239 | Not recorded | 69a90e162d603e6de3e408d3 |
| IHN | 5.647 | Not recorded | 69a90e162d603e6de3e408d3 |
| MCNet | 7.048 | Not recorded | 69a90e162d603e6de3e408d3 |
| MHN | 7.549 | Not recorded | 69a90e162d603e6de3e408d3 |
| IHN | 8.336 | Not recorded | 69a90e162d603e6de3e408d3 |
| MCNet | 9.982 | Not recorded | 69a90e162d603e6de3e408d3 |
| IHN | 12.616 | Not recorded | 69a90e162d603e6de3e408d3 |
| DHN | 13.864 | Not recorded | 69a90e162d603e6de3e408d3 |
| SCPNet | 14.281 | Not recorded | 69a90e162d603e6de3e408d3 |
| AltO | 17.306 | Not recorded | 69a90e162d603e6de3e408d3 |
| SSHNet | 17.419 | Not recorded | 69a90e162d603e6de3e408d3 |
| MHN | 20.581 | Not recorded | 69a90e162d603e6de3e408d3 |
| DHN | 21.937 | Not recorded | 69a90e162d603e6de3e408d3 |

### MCNet

MACE: 5.239. Result ID: 69a946b36dbb7075b952e9c3.

[Reporting paper](<https://www.sota2.com/research/paper/69a90e162d603e6de3e408d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a90e162d603e6de3e408d3.md>)

Recorded evaluation configuration: {"Training Data":"Synthetic","Data Synthesis Application":"false"}. This record does not assert independent reproduction.

### IHN

MACE: 5.647. Result ID: 69a946b36dbb7075b952e9bf.

[Reporting paper](<https://www.sota2.com/research/paper/69a90e162d603e6de3e408d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a90e162d603e6de3e408d3.md>)

Recorded evaluation configuration: {"Training Data":"GoogleEarth","Data Synthesis Application":"true"}. This record does not assert independent reproduction.

### MCNet

MACE: 7.048. Result ID: 69a946b36dbb7075b952e9c2.

[Reporting paper](<https://www.sota2.com/research/paper/69a90e162d603e6de3e408d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a90e162d603e6de3e408d3.md>)

Recorded evaluation configuration: {"Training Data":"GoogleEarth","Data Synthesis Application":"true"}. This record does not assert independent reproduction.

### MHN

MACE: 7.549. Result ID: 69a946b36dbb7075b952e9bd.

[Reporting paper](<https://www.sota2.com/research/paper/69a90e162d603e6de3e408d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a90e162d603e6de3e408d3.md>)

Recorded evaluation configuration: {"Training Data":"Synthetic","Data Synthesis Application":"false"}. This record does not assert independent reproduction.

### IHN

MACE: 8.336. Result ID: 69a946b36dbb7075b952e9c0.

[Reporting paper](<https://www.sota2.com/research/paper/69a90e162d603e6de3e408d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a90e162d603e6de3e408d3.md>)

Recorded evaluation configuration: {"Training Data":"Synthetic","Data Synthesis Application":"false"}. This record does not assert independent reproduction.

### MCNet

MACE: 9.982. Result ID: 69a946b36dbb7075b952e9c1.

[Reporting paper](<https://www.sota2.com/research/paper/69a90e162d603e6de3e408d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a90e162d603e6de3e408d3.md>)

Recorded evaluation configuration: {"Training Data":"GoogleEarth","Data Synthesis Application":"false"}. This record does not assert independent reproduction.

### IHN

MACE: 12.616. Result ID: 69a946b36dbb7075b952e9be.

[Reporting paper](<https://www.sota2.com/research/paper/69a90e162d603e6de3e408d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a90e162d603e6de3e408d3.md>)

Recorded evaluation configuration: {"Training Data":"GoogleEarth","Data Synthesis Application":"false"}. This record does not assert independent reproduction.

### DHN

MACE: 13.864. Result ID: 69a946b36dbb7075b952e9bb.

[Reporting paper](<https://www.sota2.com/research/paper/69a90e162d603e6de3e408d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a90e162d603e6de3e408d3.md>)

Recorded evaluation configuration: {"Training Data":"Synthetic","Data Synthesis Application":"false"}. This record does not assert independent reproduction.

### SCPNet

MACE: 14.281. Result ID: 69a946b36dbb7075b952e9c4.

[Reporting paper](<https://www.sota2.com/research/paper/69a90e162d603e6de3e408d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74141e209131cea5fb34.md>)

Recorded evaluation configuration: {"Training Data":"GoogleEarth","Data Synthesis Application":"false"}. This record does not assert independent reproduction.

### AltO

MACE: 17.306. Result ID: 69a946b36dbb7075b952e9c5.

[Reporting paper](<https://www.sota2.com/research/paper/69a90e162d603e6de3e408d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75c01e209131cea69b9c.md>)

Recorded evaluation configuration: {"Training Data":"GoogleEarth","Data Synthesis Application":"false"}. This record does not assert independent reproduction.

### SSHNet

MACE: 17.419. Result ID: 69a946b36dbb7075b952e9c6.

[Reporting paper](<https://www.sota2.com/research/paper/69a90e162d603e6de3e408d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78461e209131cea778b4.md>)

[Implementation](<https://github.com/Junchen-Yu/SSHNet>)

Recorded evaluation configuration: {"Training Data":"GoogleEarth","Data Synthesis Application":"false"}. This record does not assert independent reproduction.

### MHN

MACE: 20.581. Result ID: 69a946b36dbb7075b952e9bc.

[Reporting paper](<https://www.sota2.com/research/paper/69a90e162d603e6de3e408d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a90e162d603e6de3e408d3.md>)

Recorded evaluation configuration: {"Training Data":"GoogleEarth","Data Synthesis Application":"false"}. This record does not assert independent reproduction.

### DHN

MACE: 21.937. Result ID: 69a946b36dbb7075b952e9ba.

[Reporting paper](<https://www.sota2.com/research/paper/69a90e162d603e6de3e408d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a90e162d603e6de3e408d3.md>)

Recorded evaluation configuration: {"Training Data":"GoogleEarth","Data Synthesis Application":"false"}. This record does not assert independent reproduction.

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