JOURNAL ARTICLE

Self-Adaptive Threshold Canny Operator in Color Image Edge Detection

Abstract

It needs to set the two thresholds of classical Canny Operator manually, which confined this algorithm. A lot of research on adaptive thresholds choice method has been done to conquer this shortcoming. Based on the gradient histogram, which is studied constantly in the past, a method of gradient histogram difference diagram with adaptive image classification techniques is proposed in this paper. It automatically sets the two thresholds, and avoids disconnected or false edges in detection. Experiments prove that the method is threshold-adaptive and the edge detection performs well in color image whose larger gradient amplitude pixels are mainly located in the edges between the target and background.

Keywords:
Image gradient Artificial intelligence Canny edge detector Histogram Computer vision Edge detection Deriche edge detector Pixel Pattern recognition (psychology) Computer science Image (mathematics) Color histogram Mathematics Operator (biology) Color image Algorithm Image processing

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5
Cited By
0.62
FWCI (Field Weighted Citation Impact)
8
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0.74
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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
Advanced Image Fusion Techniques
Physical Sciences →  Engineering →  Media Technology
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