# Intra-frame Image Registration on OR-PAM-Reg-Temporal-26K (test)

Source: [Intra-frame Image Registration on OR-PAM-Reg-Temporal-26K (test)](<https://www.sota2.com/research/sota/intra-frame-image-registration-on-or-pam-reg-temporal-26k-test>)

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

Data updated: 2026-02-26T05:53:02.529Z

Evaluation of Intra-frame Image Registration performance on the test split of the OR-PAM-Reg-Temporal-26K dataset, utilizing similarity metrics such as NCC, SSIM, and PSNR.

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 | Intra-frame Image Registration |
| Dataset (including any stated split) | OR-PAM-Reg-Temporal-26K (test) |
| Metric | NCC |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 18 of 18 |
| 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

- [NCC](<https://www.sota2.com/research/sota/intra-frame-image-registration-on-or-pam-reg-temporal-26k-test.md?metric=NCC>): Higher is better; unit: SCALAR.

- [SSIM](<https://www.sota2.com/research/sota/intra-frame-image-registration-on-or-pam-reg-temporal-26k-test.md?metric=SSIM>): Higher is better; unit: SCALAR.

- [PSNR](<https://www.sota2.com/research/sota/intra-frame-image-registration-on-or-pam-reg-temporal-26k-test.md?metric=PSNR>): Higher is better; unit: SCALAR.

## Recorded results

| Method | NCC | Result date | Report paper |
| --- | --- | --- | --- |
| PCReg-Net | 0.998 | Not recorded | 6993f6299ebc499c97409b7d |
| SAS-Net | 0.994 | Not recorded | 6993f6299ebc499c97409b7d |
| SAS-Net | 0.994 | Not recorded | 6996992f09c33900fcd71fa8 |
| GPEReg-Net | 0.921 | Not recorded | 6996992f09c33900fcd71fa8 |
| SIFT | 0.752 | Not recorded | 6993f6299ebc499c97409b7d |
| SIFT | 0.752 | Not recorded | 6996992f09c33900fcd71fa8 |
| VoxelMorph | 0.741 | Not recorded | 6993f6299ebc499c97409b7d |
| VoxelMorph | 0.741 | Not recorded | 6996992f09c33900fcd71fa8 |
| TransMorph | 0.693 | Not recorded | 6993f6299ebc499c97409b7d |
| TransMorph | 0.693 | Not recorded | 6996992f09c33900fcd71fa8 |
| SyN | 0.505 | Not recorded | 6993f6299ebc499c97409b7d |
| SyN | 0.505 | Not recorded | 6996992f09c33900fcd71fa8 |
| Demons | 0.347 | Not recorded | 6993f6299ebc499c97409b7d |
| Demons | 0.347 | Not recorded | 6996992f09c33900fcd71fa8 |
| Unregistered | 0.19 | Not recorded | 6993f6299ebc499c97409b7d |
| Unregistered | 0.19 | Not recorded | 6996992f09c33900fcd71fa8 |
| Optical Flow | 0.089 | Not recorded | 6993f6299ebc499c97409b7d |
| Optical Flow | 0.089 | Not recorded | 6996992f09c33900fcd71fa8 |

### PCReg-Net

NCC: 0.998. Result ID: 699a743f5698665ec4fd39eb.

[Reporting paper](<https://www.sota2.com/research/paper/6993f6299ebc499c97409b7d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6993f6299ebc499c97409b7d.md>)

Recorded evaluation configuration: {"Category":"Deep Learning Methods"}. This record does not assert independent reproduction.

### SAS-Net

NCC: 0.994. Result ID: 699a743f5698665ec4fd39ea.

[Reporting paper](<https://www.sota2.com/research/paper/6993f6299ebc499c97409b7d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/698c0cebc97a0b3e3b5e102f.md>)

Recorded evaluation configuration: {"Category":"Deep Learning Methods"}. This record does not assert independent reproduction.

### SAS-Net

NCC: 0.994. Result ID: 699aea1e5698665ec47aba88.

[Reporting paper](<https://www.sota2.com/research/paper/6996992f09c33900fcd71fa8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/698c0cebc97a0b3e3b5e102f.md>)

Recorded evaluation configuration: {"Category":"Deep Learning Methods"}. This record does not assert independent reproduction.

### GPEReg-Net

NCC: 0.921. Result ID: 699aea1e5698665ec47aba89.

[Reporting paper](<https://www.sota2.com/research/paper/6996992f09c33900fcd71fa8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6996992f09c33900fcd71fa8.md>)

Recorded evaluation configuration: {"Category":"Deep Learning Methods"}. This record does not assert independent reproduction.

### SIFT

NCC: 0.752. Result ID: 699a743f5698665ec4fd39e4.

[Reporting paper](<https://www.sota2.com/research/paper/6993f6299ebc499c97409b7d.md>)

Recorded evaluation configuration: {"Category":"Traditional Methods"}. This record does not assert independent reproduction.

### SIFT

NCC: 0.752. Result ID: 699aea1e5698665ec47aba82.

[Reporting paper](<https://www.sota2.com/research/paper/6996992f09c33900fcd71fa8.md>)

Recorded evaluation configuration: {"Category":"Traditional Methods"}. This record does not assert independent reproduction.

### VoxelMorph

NCC: 0.741. Result ID: 699a743f5698665ec4fd39e8.

[Reporting paper](<https://www.sota2.com/research/paper/6993f6299ebc499c97409b7d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66401e209131cea0f2e7.md>)

[Implementation](<http://voxelmorph.csail.mit.edu/>)

Recorded evaluation configuration: {"Category":"Deep Learning Methods"}. This record does not assert independent reproduction.

### VoxelMorph

NCC: 0.741. Result ID: 699aea1e5698665ec47aba86.

[Reporting paper](<https://www.sota2.com/research/paper/6996992f09c33900fcd71fa8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66401e209131cea0f2e7.md>)

[Implementation](<http://voxelmorph.csail.mit.edu/>)

Recorded evaluation configuration: {"Category":"Deep Learning Methods"}. This record does not assert independent reproduction.

### TransMorph

NCC: 0.693. Result ID: 699a743f5698665ec4fd39e9.

[Reporting paper](<https://www.sota2.com/research/paper/6993f6299ebc499c97409b7d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dab1e209131cea3b572.md>)

[Implementation](<https://bit.ly/37eJS6N>)

Recorded evaluation configuration: {"Category":"Deep Learning Methods"}. This record does not assert independent reproduction.

### TransMorph

NCC: 0.693. Result ID: 699aea1e5698665ec47aba87.

[Reporting paper](<https://www.sota2.com/research/paper/6996992f09c33900fcd71fa8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dab1e209131cea3b572.md>)

[Implementation](<https://bit.ly/37eJS6N>)

Recorded evaluation configuration: {"Category":"Deep Learning Methods"}. This record does not assert independent reproduction.

### SyN

NCC: 0.505. Result ID: 699a743f5698665ec4fd39e7.

[Reporting paper](<https://www.sota2.com/research/paper/6993f6299ebc499c97409b7d.md>)

Recorded evaluation configuration: {"Category":"Traditional Methods"}. This record does not assert independent reproduction.

### SyN

NCC: 0.505. Result ID: 699aea1e5698665ec47aba85.

[Reporting paper](<https://www.sota2.com/research/paper/6996992f09c33900fcd71fa8.md>)

Recorded evaluation configuration: {"Category":"Traditional Methods"}. This record does not assert independent reproduction.

### Demons

NCC: 0.347. Result ID: 699a743f5698665ec4fd39e5.

[Reporting paper](<https://www.sota2.com/research/paper/6993f6299ebc499c97409b7d.md>)

Recorded evaluation configuration: {"Category":"Traditional Methods"}. This record does not assert independent reproduction.

### Demons

NCC: 0.347. Result ID: 699aea1e5698665ec47aba83.

[Reporting paper](<https://www.sota2.com/research/paper/6996992f09c33900fcd71fa8.md>)

Recorded evaluation configuration: {"Category":"Traditional Methods"}. This record does not assert independent reproduction.

### Unregistered

NCC: 0.19. Result ID: 699a743f5698665ec4fd39e3.

[Reporting paper](<https://www.sota2.com/research/paper/6993f6299ebc499c97409b7d.md>)

Recorded evaluation configuration: {"Category":"Traditional Methods"}. This record does not assert independent reproduction.

### Unregistered

NCC: 0.19. Result ID: 699aea1e5698665ec47aba81.

[Reporting paper](<https://www.sota2.com/research/paper/6996992f09c33900fcd71fa8.md>)

Recorded evaluation configuration: {"Category":"Traditional Methods"}. This record does not assert independent reproduction.

### Optical Flow

NCC: 0.089. Result ID: 699a743f5698665ec4fd39e6.

[Reporting paper](<https://www.sota2.com/research/paper/6993f6299ebc499c97409b7d.md>)

Recorded evaluation configuration: {"Category":"Traditional Methods"}. This record does not assert independent reproduction.

### Optical Flow

NCC: 0.089. Result ID: 699aea1e5698665ec47aba84.

[Reporting paper](<https://www.sota2.com/research/paper/6996992f09c33900fcd71fa8.md>)

Recorded evaluation configuration: {"Category":"Traditional Methods"}. This record does not assert independent reproduction.

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