# Non-rigid registration on RGB-SAR

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

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

Data updated: 2026-03-23T11:14:19.944Z

Evaluation of Non-rigid Registration performance on the RGB-SAR dataset, reporting metrics such as RE (Registration Error) and NCC (Normalized Cross-Correlation).

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-SAR |
| 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-sar.md?metric=Registration%20Error%20(RE)>): Lower is better; unit: SCALAR.

- [Normalized Cross-Correlation (NCC)](<https://www.sota2.com/research/sota/non-rigid-registration-on-rgb-sar.md?metric=Normalized%20Cross-Correlation%20(NCC)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Registration Error (RE) | Result date | Report paper |
| --- | --- | --- | --- |
| HRNet | 7.172 | Not recorded | 69c0c8d60636e5bf4afc393e |
| MMRNet | 8.636 | Not recorded | 69c0c8d60636e5bf4afc393e |
| ADRNet | 9.351 | Not recorded | 69c0c8d60636e5bf4afc393e |
| NBRNet | 24.787 | Not recorded | 69c0c8d60636e5bf4afc393e |
| InMIRNet | 28.886 | Not recorded | 69c0c8d60636e5bf4afc393e |
| SuperFusion | 39.341 | Not recorded | 69c0c8d60636e5bf4afc393e |

### HRNet

Registration Error (RE): 7.172. Result ID: 69c1204647f34ce924a97dde.

[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): 8.636. Result ID: 69c1204647f34ce924a97ddd.

[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): 9.351. Result ID: 69c1204647f34ce924a97ddc.

[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): 24.787. Result ID: 69c1204647f34ce924a97ddb.

[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): 28.886. Result ID: 69c1204647f34ce924a97dda.

[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): 39.341. Result ID: 69c1204647f34ce924a97dd9.

[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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