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首页> 外文期刊>American journal of applied sciences >AN EDGE DETECTION MODEL BASED ON VIRTUAL MAGNETIC FIELD: APPLICATION TO DIGITAL COLOR IMAGES
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AN EDGE DETECTION MODEL BASED ON VIRTUAL MAGNETIC FIELD: APPLICATION TO DIGITAL COLOR IMAGES

机译:基于虚拟磁场的边缘检测模型:在数字彩色图像中的应用

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摘要

In computer vision, the edge detection is an essential and difficult problem to study. For this reason, many detectors were developed for gray-level and color images. However, these edge detectors may miss some parts of the edges. In the aim, to deal with this problem, a new approach is proposed. It is based on Virtual Magnetic Field (VMF) in conjunction with Cubical Voxels (CV). The main idea of this approach is to model a color image as a magnetic cube which has the same height and width as the image. The pixels intensities are modeled by the CV model as voxels that are considered by the VMF model as virtual magnetic moments. This technique allows determining easily the most important three operators that are used to provide approximate gradients for each plane color component. The method is tested on synthesized and real images that show promising results.
机译:在计算机视觉中,边缘检测是必不可少且难以研究的问题。因此,开发了许多用于灰度和彩色图像的检测器。但是,这些边缘检测器可能会漏掉边缘的某些部分。为了解决这个问题,提出了一种新的方法。它基于虚拟磁场(VMF)和立体体素(CV)。这种方法的主要思想是将彩色图像建模为与图像具有相同高度和宽度的磁性立方体。像素强度由CV模型建模为体素,VMF模型将其视为虚拟磁矩。该技术允许轻松确定最重要的三个算子,这些算子用于为每个平面颜色分量提供近似梯度。该方法在显示出令人鼓舞的结果的合成和真实图像上进行了测试。

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