# Temporal consistency evaluation on OR-PAM Reg-Temporal 26K (test)

Source: [Temporal consistency evaluation on OR-PAM Reg-Temporal 26K (test)](<https://www.sota2.com/research/sota/temporal-consistency-evaluation-on-or-pam-reg-temporal-26k-test>)

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

Data updated: 2026-02-26T06:05:54.285Z

Evaluation of temporal consistency performance on the test split of the OR-PAM Reg-Temporal 26K dataset, utilizing metrics such as NCC, SSIM, and TPSNR.

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 | Temporal consistency evaluation |
| Dataset (including any stated split) | OR-PAM Reg-Temporal 26K (test) |
| Metric | TNCC |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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

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

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

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

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

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

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

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

## Recorded results

| Method | TNCC | Result date | Report paper |
| --- | --- | --- | --- |
| GPEReg-Net | 0.969 | Not recorded | 6996992f09c33900fcd71fa8 |
| SAS-Net | 0.967 | Not recorded | 6996992f09c33900fcd71fa8 |
| Odd-only ref | 0.963 | Not recorded | 6996992f09c33900fcd71fa8 |
| Demons | 0.938 | Not recorded | 6996992f09c33900fcd71fa8 |
| Optical Flow | 0.923 | Not recorded | 6996992f09c33900fcd71fa8 |
| SyN | 0.923 | Not recorded | 6996992f09c33900fcd71fa8 |
| TransMorph | 0.91 | Not recorded | 6996992f09c33900fcd71fa8 |
| VoxelMorph | 0.893 | Not recorded | 6996992f09c33900fcd71fa8 |
| SIFT | 0.891 | Not recorded | 6996992f09c33900fcd71fa8 |

### GPEReg-Net

TNCC: 0.969. Result ID: 699aea1e5698665ec47aba73.

[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.

### SAS-Net

TNCC: 0.967. Result ID: 699aea1e5698665ec47aba72.

[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.

### Odd-only ref

TNCC: 0.963. Result ID: 699aea1e5698665ec47aba6b.

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

Recorded evaluation configuration: {"Type":"Reference Ceiling"}. This record does not assert independent reproduction.

### Demons

TNCC: 0.938. Result ID: 699aea1e5698665ec47aba6d.

[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

TNCC: 0.923. Result ID: 699aea1e5698665ec47aba6e.

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

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

### SyN

TNCC: 0.923. Result ID: 699aea1e5698665ec47aba6f.

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

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

### TransMorph

TNCC: 0.91. Result ID: 699aea1e5698665ec47aba71.

[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.

### VoxelMorph

TNCC: 0.893. Result ID: 699aea1e5698665ec47aba70.

[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.

### SIFT

TNCC: 0.891. Result ID: 699aea1e5698665ec47aba6c.

[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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