Abstract: Highlights•Establish a modality-invariant domain to achieve end-to-end registration.•Propose a progressive dense registration scheme that aligns from coarse to fine.•Decouple the frequency of multimodal features for independent registration.•Achieved visually impressive performance, advancing subsequent downstream tasks.
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