Electron Microscopic Sequential Images Stitching Based on Belief Propagation

被引:0
|
作者
Chang, Sheng [1 ,3 ]
Zhou, Fangxu [1 ,3 ]
Chen, Xi [3 ]
Han, Hua [2 ,3 ,4 ,5 ]
机构
[1] Univ Chinese Acad Sci, Beijing 100049, Peoples R China
[2] Univ Chinese Acad Sci, Sch Future Technol, Beijing 101408, Peoples R China
[3] Chinese Acad Sci, Inst Automat, Beijing 100190, Peoples R China
[4] Chinese Acad Sci, Ctr Excellence Brain Sci & Intelligence Technol, Shanghai 200031, Peoples R China
[5] Chinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, Beijing 100190, Peoples R China
来源
ELEVENTH INTERNATIONAL CONFERENCE ON GRAPHICS AND IMAGE PROCESSING (ICGIP 2019) | 2020年 / 11373卷
关键词
Electron Microscope Image; Sequential Image; Image Stitching; Belief Propagation; REGISTRATION;
D O I
10.1117/12.2557179
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
The precise stitching of microscopic images of large-scale biological sequence slices is of great significance for the study of biological structure and function, but the slight scale changes of microscopic images and the blank areas in the images seriously affect the accuracy of mosaic. In this paper, we propose a electron microscope sequence image stitching based on belief propagation algorithm, which basically solves this problem. Firstly, the relative scale of adjacent images is calculated by extracting the sift feature points of the images. Then the global optimization model is used to obtain the absolute scale of each image, and the image is scaled to obtain the microscopic image with consistent scale. Secondly, obtain the relative displacement relationship of adjacent images by template matching method, and then the global positions of all images are optimized by Belief Propagation (BP) algorithm to eliminate the influence of blank regions and repetitive structures on the stitching results. In the case study, the proposed method demonstrates high quality.
引用
收藏
页数:6
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