# Non-rigid Registration on RGB-NIR

Source: [Non-rigid Registration on RGB-NIR](<https://www.sota2.com/research/sota/non-rigid-registration-on-rgb-nir>)

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

Data updated: 2026-03-23T11:14:19.855Z

Evaluation of Non-rigid Registration performance on the RGB-NIR dataset, reporting RE and NCC.

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 | Non-rigid registration |
| Dataset (including any stated split) | RGB-NIR |
| Metric | Registration Error (RE) |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 6 of 6 |
| 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

- [Registration Error (RE)](<https://www.sota2.com/research/sota/non-rigid-registration-on-rgb-nir.md?metric=Registration%20Error%20(RE)>): Lower is better; unit: SCALAR.

- [NCC](<https://www.sota2.com/research/sota/non-rigid-registration-on-rgb-nir.md?metric=NCC>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Registration Error (RE) | Result date | Report paper |
| --- | --- | --- | --- |
| HRNet | 1.633 | Not recorded | 69c0c8d60636e5bf4afc393e |
| MMRNet | 3.772 | Not recorded | 69c0c8d60636e5bf4afc393e |
| SuperFusion | 4.034 | Not recorded | 69c0c8d60636e5bf4afc393e |
| ADRNet | 4.215 | Not recorded | 69c0c8d60636e5bf4afc393e |
| NBRNet | 10.426 | Not recorded | 69c0c8d60636e5bf4afc393e |
| InMIRNet | 16.536 | Not recorded | 69c0c8d60636e5bf4afc393e |

### HRNet

Registration Error (RE): 1.633. Result ID: 69c1204647f34ce924a97dcc.

[Reporting paper](<https://www.sota2.com/research/paper/69c0c8d60636e5bf4afc393e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c0c8d60636e5bf4afc393e.md>)

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

### MMRNet

Registration Error (RE): 3.772. Result ID: 69c1204647f34ce924a97dcb.

[Reporting paper](<https://www.sota2.com/research/paper/69c0c8d60636e5bf4afc393e.md>)

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

### SuperFusion

Registration Error (RE): 4.034. Result ID: 69c1204647f34ce924a97dc7.

[Reporting paper](<https://www.sota2.com/research/paper/69c0c8d60636e5bf4afc393e.md>)

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

### ADRNet

Registration Error (RE): 4.215. Result ID: 69c1204647f34ce924a97dca.

[Reporting paper](<https://www.sota2.com/research/paper/69c0c8d60636e5bf4afc393e.md>)

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

### NBRNet

Registration Error (RE): 10.426. Result ID: 69c1204647f34ce924a97dc9.

[Reporting paper](<https://www.sota2.com/research/paper/69c0c8d60636e5bf4afc393e.md>)

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

### InMIRNet

Registration Error (RE): 16.536. Result ID: 69c1204647f34ce924a97dc8.

[Reporting paper](<https://www.sota2.com/research/paper/69c0c8d60636e5bf4afc393e.md>)

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

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