Literature DB >> 28270991

Joint alignment of multispectral images via semidefinite programming.

Yuanjie Zheng1, Yu Wang2, Wanzhen Jiao3, Sujuan Hou2, Yanju Ren4, Maoling Qin2, Dewen Hou2, Chao Luo2, Hong Wang1, James Gee5, Bojun Zhao3.   

Abstract

In this paper, we introduce a novel feature-point-matching based framework for achieving an optimized joint-alignment of sequential images from multispectral imaging (MSI). It solves a low-rank and semidefinite matrix that stores all pairwise-image feature-mappings by minimizing the total amount of point-to-point matching cost via a convex optimization of a semidefinite programming formulation. This unique strategy takes a complete consideration of the information aggregated by all point-matching costs and enables the entire set of pairwise-image feature-mappings to be solved simultaneously and near-optimally. Our framework is capable of running in an automatic or interactive fashion, offering an effective tool for eliminating spatial misalignments introduced into sequential MSI images during the imaging process. Our experimental results obtained from a database of 28 sequences of MSI images of human eye demonstrate the superior performances of our approach to the state-of-the-art techniques. Our framework is potentially invaluable in a large variety of practical applications of MSI images.

Entities:  

Keywords:  (100.0100) Image processing; (100.2960) Image analysis; (100.4145) Motion, hyperspectral image processing; (110.4234) Multispectral and hyperspectral imaging; (170.4470) Ophthalmology

Year:  2017        PMID: 28270991      PMCID: PMC5330559          DOI: 10.1364/BOE.8.000890

Source DB:  PubMed          Journal:  Biomed Opt Express        ISSN: 2156-7085            Impact factor:   3.732


  20 in total

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Journal:  Opt Express       Date:  2013-04-22       Impact factor: 3.894

9.  Groupwise registration of sequential images from multispectral imaging (MSI) of the retina and choroid.

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  3 in total

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2.  Multimodal Image Alignment via Linear Mapping between Feature Modalities.

Authors:  Yanyun Jiang; Yuanjie Zheng; Sujuan Hou; Yuchou Chang; James Gee
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3.  Measuring Spectral Inconsistency of Multispectral Images for Detection and Segmentation of Retinal Degenerative Changes.

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  3 in total

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