JOURNAL ARTICLE

Infrared Image Edge Detection Based on Improved Canny Algorithm

Shigang WangXianghua LiaoGuoqiang Wu

Year: 2021 Journal:   2021 IEEE 3rd Eurasia Conference on IOT, Communication and Engineering (ECICE) Pages: 280-284

Abstract

In recent years, the infrared image has been used frequently in medical, military, and industrial fields, and it has become increasingly important to extract a good target contour from the infrared image. Because of the imaging mechanism of the infrared image, there is a lot of noise in the image, which leads to the difficulty of edge extraction. By analyzing the application of the Canny edge detection algorithm in the infrared image, it is found that the detection results have a poor noise filtering effect and the loss of edge details. To solve this problem, this paper improves the Canny algorithm. The Gaussian filter is replaced with the bilateral filter for smoothing noise filtering, and the double global threshold segmentation algorithm is used to select adaptively the high and low thresholds to overcome the error caused by artificial experience setting thresholds. The experimental results show that compared with the traditional Canny algorithm, the improved algorithm can suppress noise better and retain more edge details in the process of infrared image edge detection.

Keywords:
Canny edge detector Deriche edge detector Artificial intelligence Edge detection Image gradient Computer vision Computer science Noise (video) Gaussian filter Image segmentation Smoothing Median filter Filter (signal processing) Gaussian noise Enhanced Data Rates for GSM Evolution Algorithm Pattern recognition (psychology) Image (mathematics) Image processing

Metrics

3
Cited By
0.19
FWCI (Field Weighted Citation Impact)
3
Refs
0.59
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
Advanced Neural Network Applications
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition

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