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Research On Edge Detection Algorithm

Posted on:2018-12-13Degree:MasterType:Thesis
Country:ChinaCandidate:F HuangFull Text:PDF
GTID:2348330518482584Subject:Software engineering
Abstract/Summary:PDF Full Text Request
Digital image processing has been widely used in academia and industry. Edge detection is one of the basic skills of digital image processing. It plays a major role in computer vision and digital image processing. It is a digital image processing and An important step. The main information of an image is usually included in the edge of the image. The edge contains important information such as the irregular structure of the digital image and the inhomogeneous phenomenon, that is, at the point of the pixel's transition point, the series depicts the contours of the image, and it is usually necessary for us to process the digital image Of the very important information, so when an edge detection of an image must be extracted from the edge of its information.In this paper, we present a general description of the edge detection algorithm of digital image processing, introduce the steps of edge detection, describe the theoretical background of the topic selection, and introduce several commonly used filtering algorithms for image preprocessing , Such as smoothing filter, weighted smoothing filter, median filter, adaptive filter and improved two-stage filter and use the experimental results to analyze the advantages and disadvantages of various algorithms.Then, the commonly used edge detection operators are briefly introduced,and their simulation and result control are carried out.Finally, the principle and application of wavelet analysis are described, and the advantages and disadvantages of various algorithms are analyzed. Multi-resolution analysis and Mallat algorithm are introduced. Finally, the singularity of the signal is analyzed and the multi-resolution analysis, Mallat algorithm and singularity are used to do the wavelet transform. The wavelet multi - scale detection algorithm is proposed,and the experimental results verify the correctness of the algorithm.
Keywords/Search Tags:Edge detection, Wavelet transform, Mallat algorithm, Singularity
PDF Full Text Request
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