JOURNAL ARTICLE

Edge detection of color image using vector morphological operators

Abstract

In order to overcome the drawback which the traditional edge detection methods have high sensitivities to noise, a new edge detection approach based on vector morphological operators in color image processing is presented in this paper. Vector ordering is the key issue for the extension of grayscale mathematical morphology to color image processing. We proposed a new vector ordering in RGB color space. And then by analyzing the characteristics of the noise contaminating image, vector morphological operators are proposed and these operators are applied in color edge detection. Our proposed operators have better performance for noise suppressing and edge detection. Experimental results show that the presented method can suppress noise effectively and better preserve edge image details in contrast with the previous methods.

Keywords:
Image gradient Artificial intelligence Computer vision Edge detection Grayscale Computer science Color image RGB color model Color space Noise (video) Morphological gradient Mathematical morphology Image processing Enhanced Data Rates for GSM Evolution Pattern recognition (psychology) Image (mathematics)

Metrics

4
Cited By
0.55
FWCI (Field Weighted Citation Impact)
5
Refs
0.72
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 Retrieval and Classification Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Image and Object Detection Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition

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