JOURNAL ARTICLE

Edge detection of color images using directional operators

Jacob ScharcanskiA.N. Venetsanopoulos

Year: 1997 Journal:   IEEE Transactions on Circuits and Systems for Video Technology Vol: 7 (2)Pages: 397-401   Publisher: Institute of Electrical and Electronics Engineers

Abstract

This paper discusses an approach for detecting edges in color images. A color image is represented by a vector field, and the color image edges are detected as differences in the local vector statistics. These statistical differences can include local variations in color or spatial image properties. The proposed approach can easily accommodate concepts, such as multiscale edge detection, as well as the latest developments in vector order statistics for color image processing. A distinction between the proposed approach and previous approaches for color edge detection using vector order statistics is that, besides the edge magnitude, the local edge direction is also provided. Note that edge direction information is a relevant feature to a variety of image analysis tasks (e.g., texture analysis).

Keywords:
Artificial intelligence Image gradient Color image Computer vision Edge detection Color histogram Pattern recognition (psychology) Computer science Image texture Color quantization Feature detection (computer vision) Image processing Color space Enhanced Data Rates for GSM Evolution Mathematics Image (mathematics)

Metrics

84
Cited By
2.64
FWCI (Field Weighted Citation Impact)
10
Refs
0.91
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
Remote-Sensing Image Classification
Physical Sciences →  Engineering →  Media Technology

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