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Edge detection through information fusion using fuzzy and evidential reasoning concepts

机译:使用模糊和证据推理概念通过信息融合进行边缘检测

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Abstract: The main topic of this study concerns edge detection using information fusion approaches. Edge detection methods are based on first and second order local operations followed by a thresholding and edge tracking techniques. In this study, an intermediate fuzzy-evidential conceptual level is introduced between the gray level and edge detection symbolic information level. From the image, evidences concerning edges and regions are extracted using fuzzy membership functions as well as contextual information. The proposed approach can be decomposed into two steps: (1) application of evidential reasoning approach in order to compute a basic masse function, (2) edge detection process based on the use of an iterative algorithm, exploiting the contextual information and a belief masse function. Masse function computation is based on the use of edge and region fuzzy membership functions of each pixel in the analyzed scene. The main interest of this step is to consider membership functions as being observed evidences instead of image gray level values. The key idea of the second step is to use all the information about regions, edges and contextual data in the edge extraction process. Obtained results are encouraging and the proposed methodology is shown to be robust to different noisy environments.!8
机译:摘要:本研究的主要主题涉及使用信息融合方法进行边缘检测。边缘检测方法基于一阶和二阶局部运算,然后是阈值和边缘跟踪技术。在这项研究中,在灰度级和边缘检测符号信息级之间引入了中间的模糊证据概念级。使用模糊隶属度函数和上下文信息从图像中提取有关边缘和区域的证据。所提出的方法可以分解为两个步骤:(1)证据推理方法的应用以计算基本质量函数;(2)基于迭代算法,利用上下文信息和置信质量的边缘检测过程功能。 Masse函数的计算基于所分析场景中每个像素的边缘和区域模糊隶属函数的使用。此步骤的主要兴趣是将隶属函数视为观察到的证据,而不是图像灰度值。第二步的关键思想是在边缘提取过程中使用有关区域,边缘和上下文数据的所有信息。获得的结果令人鼓舞,并且所提出的方法已显示出对不同噪声环境的鲁棒性。!8

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