Abstract: Highlights•Generic feature transform for multimodal images in a modality and geometric invariant manner.•High repeatability feature detection by introducing an effective feature response aggregation model.•Robust rotation invariant feature description based on a well-designed feature descriptor and a novel primary direction estimation approach.•Achieving highly reliable feature matching by designing a novel feature matcher based on the global-to-local searching principle.
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