DocumentCode
176077
Title
Adaptive fractional differential algorithm based on Otsu standard
Author
Bo Li ; Wei Xie
Author_Institution
Coll. of Autom. Sci. & Technol., South China Univ. of Technol., Guangzhou, China
fYear
2014
fDate
May 31 2014-June 2 2014
Firstpage
2020
Lastpage
2025
Abstract
Towards the situation that the traditional fractional difference always has the same order in various regions of image for image processing, this paper presents a novel approach that the fractional order is automatically adjusted according to the gradient of every image pixels. The main contribution of this work is that Otsu algorithm is used to design the adaptive image enhancement operator, and calculate the maximum gradient of eight directions for every pixls of image, finally, the optimal threshold of image can be calculated by the novel method, which can clearly distinguish the strong edge pixels of image, the texture of image and the smooth region of image. Information entropy and average gradient are used for quantitative analysis and experimental verification. Compared with traditional fractional differential method, the results show that this presented method can not only obtain more edge information, but also reserve texture. It provides an effective method of image enhancement.
Keywords
entropy; image enhancement; image segmentation; image texture; Otsu standard; adaptive fractional differential algorithm; adaptive image enhancement operator; average gradient; fractional order; image pixel gradient; image processing; image smooth region; image texture; information entropy; optimal image threshold; Digital images; Entropy; Fractional calculus; Image edge detection; Image enhancement; Standards; Otsu; adaptive; fractional difference; gradient; image enhancement; mask; order;
fLanguage
English
Publisher
ieee
Conference_Titel
Control and Decision Conference (2014 CCDC), The 26th Chinese
Conference_Location
Changsha
Print_ISBN
978-1-4799-3707-3
Type
conf
DOI
10.1109/CCDC.2014.6852500
Filename
6852500
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