# Image Registration on OR-PAM Source: [Image Registration on OR-PAM]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:06:27.965Z Evaluation of Image Registration performance on the OR-PAM dataset, reporting computational time metrics. 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 | Image Registration | | Dataset (including any stated split) | OR-PAM | | Metric | Time (ms) | | Unit | TIME | | Direction | Lower is better | | Results loaded | 11 of 11 | | 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 - [Time (ms)](): Lower is better; unit: TIME. - [FPS](): Higher is better; unit: SCALAR. ## Recorded results | Method | Time (ms) | Result date | Report paper | | --- | --- | --- | --- | | VoxelMorph | 1.7 | Not recorded | 698c0cebc97a0b3e3b5e102f | | TransMorph | 2.85 | Not recorded | 6996992f09c33900fcd71fa8 | | VoxelMorph | 3.06 | Not recorded | 6996992f09c33900fcd71fa8 | | TransMorph | 6.3 | Not recorded | 698c0cebc97a0b3e3b5e102f | | SAS-Net | 11.2 | Not recorded | 698c0cebc97a0b3e3b5e102f | | GPEReg-Net | 14.52 | Not recorded | 6996992f09c33900fcd71fa8 | | Opt. Flow | 15.4 | Not recorded | 698c0cebc97a0b3e3b5e102f | | SAS-Net | 27.21 | Not recorded | 6996992f09c33900fcd71fa8 | | SIFT | 35.5 | Not recorded | 698c0cebc97a0b3e3b5e102f | | Demons | 113.4 | Not recorded | 698c0cebc97a0b3e3b5e102f | | SyN | 3439.5 | Not recorded | 698c0cebc97a0b3e3b5e102f | ### VoxelMorph Time (ms): 1.7. Result ID: 699a1b3b5698665ec49ff000. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method Category":"Deep Learning Methods","Hardware":"NVIDIA RTX 4090 GPU","Input Resolution":"512×256 column pairs"}. This record does not assert independent reproduction. ### TransMorph Time (ms): 2.85. Result ID: 699aea1e5698665ec47aba75. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params (M)":0.17,"GPU":"NVIDIA V100","Input size":"512 x 256"}. This record does not assert independent reproduction. ### VoxelMorph Time (ms): 3.06. Result ID: 699aea1e5698665ec47aba74. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params (M)":0.1,"GPU":"NVIDIA V100","Input size":"512 x 256"}. This record does not assert independent reproduction. ### TransMorph Time (ms): 6.3. Result ID: 699a1b3b5698665ec49ff001. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method Category":"Deep Learning Methods","Hardware":"NVIDIA RTX 4090 GPU","Input Resolution":"512×256 column pairs"}. This record does not assert independent reproduction. ### SAS-Net Time (ms): 11.2. Result ID: 699a1b3b5698665ec49ff002. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"Deep Learning Methods","Hardware":"NVIDIA RTX 4090 GPU","Input Resolution":"512×256 column pairs"}. This record does not assert independent reproduction. ### GPEReg-Net Time (ms): 14.52. Result ID: 699aea1e5698665ec47aba77. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params (M)":3.4,"GPU":"NVIDIA V100","Input size":"512 x 256"}. This record does not assert independent reproduction. ### Opt. Flow Time (ms): 15.4. Result ID: 699a1b3b5698665ec49fefff. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Traditional Methods","Hardware":"NVIDIA RTX 4090 GPU","Input Resolution":"512×256 column pairs"}. This record does not assert independent reproduction. ### SAS-Net Time (ms): 27.21. Result ID: 699aea1e5698665ec47aba76. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params (M)":3.35,"GPU":"NVIDIA V100","Input size":"512 x 256"}. This record does not assert independent reproduction. ### SIFT Time (ms): 35.5. Result ID: 699a1b3b5698665ec49feffe. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Traditional Methods","Hardware":"NVIDIA RTX 4090 GPU","Input Resolution":"512×256 column pairs"}. This record does not assert independent reproduction. ### Demons Time (ms): 113.4. Result ID: 699a1b3b5698665ec49feffd. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Traditional Methods","Hardware":"NVIDIA RTX 4090 GPU","Input Resolution":"512×256 column pairs"}. This record does not assert independent reproduction. ### SyN Time (ms): 3439.5. Result ID: 699a1b3b5698665ec49feffc. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Traditional Methods","Hardware":"NVIDIA RTX 4090 GPU","Input Resolution":"512×256 column pairs"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.