BOOK-CHAPTER

A Study on Different Edge Detection Techniques in Digital Image Processing

Abstract

Image segmentation is one of the fundamental problems in image processing. In digital image processing, there are many image segmentation techniques. One of the most important techniques is Edge detection techniques for natural image segmentation. Edge is a one of the basic feature of an image. Edge detection can be used as a fundamental tool for image segmentation. Edge detection methods transform original images into edge images benefits from the changes of grey tones in the image. The image edges include a good number of rich information that is very significant for obtaining the image characteristic by object recognition and analyzing the image. In a gray scale image, the edge is a local feature that, within a neighborhood, separates two regions, in each of which the gray level is more or less uniform with different values on the two sides of the edge. In this paper, the main objective is to study the theory of edge detection for image segmentation using various computing approaches.

Keywords:
Artificial intelligence Computer vision Image segmentation Feature detection (computer vision) Edge detection Image texture Morphological gradient Image gradient Image processing Range segmentation Segmentation-based object categorization Top-hat transform Scale-space segmentation Digital image processing Pattern recognition (psychology) Computer science Digital image Binary image Feature (linguistics) Region growing Segmentation Image (mathematics)

Metrics

7
Cited By
0.56
FWCI (Field Weighted Citation Impact)
25
Refs
0.83
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Medical Image Segmentation Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Image and Object Detection Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Image Retrieval and Classification Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition

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BOOK-CHAPTER

A Study on Different Edge Detection Techniques in Digital Image Processing

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JOURNAL ARTICLE

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