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Phase Based Edge Detection Algorithms
Hu, X. X.; Kou, K. I.
2018-07-30
Source PublicationMathematical Methods in the Applied Sciences
ISSN1099-1476
Pages4148-4169
AbstractQuaternion analytic signal is regarded as a generalization of analytic signal from 1D to 4D space. It is defined by an original signal with its quaternion partial and total Hilbert transforms. The quaternion analytic signal provides the signal features representation, such as the local amplitude and local phase angle, the latter includes the structural information of the original signal. The aim of the present study is twofold. Firstly, it attempts to analyze the Plemelj-Sokhotzkis formula associated with QFT and QLCT. With these formulas, we show that the quaternion analytic signals are the boundary values of quaternion Hardy functions in the upper half space of two complex variables space. Secondly, the quaternion analytic signal can be extended to the quaternion Hardy function in the upper half space of two complex variables space. Two novel types of phase based edge detectors are proposed, namely Quaternion Differential Phase Angle and Quaternion Differential Phase Congruency methods. In term of peak signal-to-noise ratio (PSNR) and structural similarity index measure (SSIM), comparisons with competing methods on real-world images consistently show the superiority of the proposed methods.
KeywordEdge Detection Quaternion Analytic Signal Quaternion Fourier Transform Hardy Space Plemelj-sokhotzkis Formulaes
Indexed BySCIE
Language英語English
The Source to ArticlePB_Publication
Document TypeJournal article
CollectionUniversity of Macau
Corresponding AuthorKou, K. I.
Affiliation1.University of Macau
2.University of Macau
Recommended Citation
GB/T 7714
Hu, X. X.,Kou, K. I.. Phase Based Edge Detection Algorithms[J]. Mathematical Methods in the Applied Sciences, 2018, 4148-4169.
APA Hu, X. X.., & Kou, K. I. (2018). Phase Based Edge Detection Algorithms. Mathematical Methods in the Applied Sciences, 4148-4169.
MLA Hu, X. X.,et al."Phase Based Edge Detection Algorithms".Mathematical Methods in the Applied Sciences (2018):4148-4169.
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