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Study and comparison of various image edge detection techniques used in quality inspection and evaluation of agricultural and food products by computer vision

机译:通过计算机视觉对农产品和食品的质量检查和评估中使用的各种图像边缘检测技术进行研究和比较

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Abstract: Edges characterize boundaries and are therefore a problem of fundamental importance in quality assessment of agricultural and food products. Since edge detection is in the forefront of computer vision system for detection of vegetables, fruits and food grains needs to quality inspection and evaluation, it is crucial to have a good understanding of edge detection algorithms. In this paper the comparative analysis of various image edge detection techniques is presented. The software is developed using MATLAB 7.6. It has been shown that the Canny’s edge detection algorithm performs better than all operators (i.e. LoG, Robert, Prewitt and Sobel ) under almost all scenarios. Keywords: edge detection, noise, computer vision, agricultural and food products DOI: 10.3965/j.issn.1934-6344.2011.02.083-090?Citation: Narendra V G, Hareesh K S. Study and comparison of various image edge detection techniques used in quality inspection and evaluation of agricultural and food products by computer vision. Int J Agric & Biol Eng, 2011; 4(2): 83.
机译:摘要:边缘是边界的特征,因此是农产品和食品质量评估中至关重要的问题。由于边缘检测在计算机视觉系统的检测中处于领先地位,因此需要对蔬菜,水果和食物谷物进行质量检查和评估,因此对边缘检测算法有很好的理解至关重要。本文介绍了各种图像边缘检测技术的比较分析。该软件是使用MATLAB 7.6开发的。已经证明,在几乎所有情况下,Canny的边缘检测算法的性能都优于所有运算符(例如LoG,Robert,Prewitt和Sobel)。关键词:边缘检测,噪声,计算机视觉,农产品和食品DOI:10.3965 / j.issn.1934-6344.2011.02.083-090?引用:Narendra VG,Hareesh KS。研究和比较了各种图像边缘检测技术通过计算机视觉对农产品和食品进行质量检查和评估。农业与生物工程学杂志,2011; 4(2):83。

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