Zigzag persistence for image processing: New software and applications

被引:0
|
作者
Divason, Jose [1 ]
Romero, Ana [1 ]
Santolaria, Pilar [2 ]
Yaniz, Jesus L. [2 ]
机构
[1] Univ La Rioja, Dept Math & Comp Sci, Logrono 26006, Spain
[2] Univ Zaragoza, Environm Sci Inst IUCA, Dept Anim Prod & Food Sci, BIOFITER Res Grp, Huesca 22071, Spain
关键词
Zigzag persistence; Image processing; Topological data analysis; Mathematical morphology; TRACKING; HOMOLOGY;
D O I
10.1016/j.patrec.2024.06.010
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Topological image analysis is a powerful tool for understanding the structure and topology of images, being persistent homology one of its most popular methods. However, persistent homology requires a chain of inclusions of topological spaces, which can be challenging for digital images. In this article, we explore the use of zigzag persistence, a recent variant of traditional persistence, for digital image processing. To this end, new algorithms are developed to build a simplicial complex associated to a digital image and to compute the relationships between homology classes of a sequence of binary images via zigzag persistence. Additionally, we provide a simple software to use them. We demonstrate its effectiveness by applying it to a real-world problem of analyzing honey bee sperm videos.
引用
收藏
页码:111 / 118
页数:8
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