Fast computation of mutual information in the frequency domain with applications to global multimodal image alignment

Published: 2022, Last Modified: 05 Mar 2025Pattern Recognit. Lett. 2022EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•We propose a novel algorithm for computing mutual information between images, for all discrete displacements.•We compute the cross-mutual information function (CMIF) efficiently in the frequency domain.•The algorithm produces equivalent CMIF maps to a direct method, while being much faster.•We present a global multimodal image alignment method utilizing the proposed fast CMIF computation algorithm.•The alignment method reaches excellent performance on three multimodal benchmark datasets.
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