WAVELET-BASED EDGE DETECTION IN DIGITAL IMAGES

Author:

HUSSAIN MUHAMMAD1,ABDUKIRIM TURGHUNJAN2,OKADA YOSHIHIRO3

Affiliation:

1. Department of Computer Science, King Saud University, Riyadh 11543, Saudi Arabia

2. Maths-physics and Information Institute, Xinjiang Normal University, Urumqi 830054, China

3. Graduate School of Information Science and Electrical Engineering, Kyushu University, 6-1, Kasuga-koen, Kasuga, Fukuoka 816, Japan

Abstract

This paper proposes a wavelet based multilevel edge detection method that exploits spline dyadic wavelets and a frame work similar to that of Canny's edge detector.2 Using the recently proposed dyadic lifting schemes by Turghunjan et al.1 spline dyadic wavelet filters have been constructed, which are characterized by higher order of regularity and have the potential of better inherent noise filtering and detection results. Edges are determined as the local maxima in the subbands at different scales of the dyadic wavelet transform. Comparison reveals that our method performs better than Mallat's and Canny's edge detectors.

Publisher

World Scientific Pub Co Pte Lt

Subject

Computer Graphics and Computer-Aided Design,Computer Science Applications,Computer Vision and Pattern Recognition

Cited by 4 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Wavelet based Contour Extraction for Person Identification in Dental Images;2023 8th International Conference on Business and Industrial Research (ICBIR);2023-05-18

2. Boundary Layer Detection Techniques Applied to Edge Detection;International Journal of Image and Graphics;2019-04

3. Mammogram Enhancement Using Lifting Dyadic Wavelet Transform and Normalized Tsallis Entropy;Journal of Computer Science and Technology;2014-11

4. Edge detection for illumination varying images using wavelet similarity;IET Image Processing;2014-05

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