5 April 2019 Multimodal image seamless fusion
Kun Zhan, Lingwen Kong, Bo Liu, Ying He
Author Affiliations +
Abstract
An iterative joint bilateral filter is used to obtain a natural weight map. Images from different modalities are merged by a weighted-sum rule in the spatial domain. Saliency maps are determined by the gradient of the pairwise raw images. Comparing the pairwise values of saliency maps, a coarse weight map is attained to determine which pixel is preferred. Since such a coarse weight map obtained by pairwise comparison is not a natural weight map subjectively, i.e., it is inconsistent with human visual system, the weight map is modified by using an iterative joint bilateral filter. With the iterative joint bilateral filter, the weight map becomes natural. We use the refined weight map to obtain the fused image and we seamlessly merge images from different modalities effectively. Experiments were conducted on several pairs of multimodal images to verify the effectiveness and superiority of the proposed image fusion algorithm compared to the state-of-the-art methods.
© 2019 SPIE and IS&T 1017-9909/2019/$25.00 © 2019 SPIE and IS&T
Kun Zhan, Lingwen Kong, Bo Liu, and Ying He "Multimodal image seamless fusion," Journal of Electronic Imaging 28(2), 023027 (5 April 2019). https://doi.org/10.1117/1.JEI.28.2.023027
Received: 2 October 2018; Accepted: 20 March 2019; Published: 5 April 2019
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CITATIONS
Cited by 20 scholarly publications.
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KEYWORDS
Image fusion

Image filtering

Medical imaging

Gaussian filters

Visualization

Magnetic resonance imaging

Visual system

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