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A novel color edge detection algorithm in RGB color space

机译:RGB色彩空间中一种新颖的色彩边缘检测算法

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Since edge indicates the outline of an object and also can provides important information to separate the objects from the background or other overlapping objects, edge detection is an essential tool in image processing and computer vision. Compared with gray image, color image provides more edge information of objects. However, the current color edge detection algorithms acquired so much time to compute and they are hardly used in real-time system. In order to improve the efficiency and the performance of the color edge detection, a novel color edge detection algorithm is proposed in this paper. In the propose algorithm, an improved Kuwahara filter is used to smooth the original image first. After edge detection with each channel independently in RGB color space, an adaptive threshold selection method is applied to predict the optimum threshold value and an edge thinning algorithm is used to extract accurate edge. The proposed algorithm is applied to a lots of color images and the result show that the algorithm works well with color images in different situation and it can be used in certain realtime system too.
机译:由于边缘指示对象的轮廓,并且还可以提供重要信息以将对象与背景或其他重叠的对象分开,因此边缘检测是图像处理和计算机视觉中必不可少的工具。与灰度图像相比,彩色图像提供了更多的对象边缘信息。然而,当前的彩色边缘检测算法需要花费大量的时间进行计算,因此几乎不能在实时系统中使用。为了提高彩色边缘检测的效率和性能,提出了一种新颖的彩色边缘检测算法。在提出的算法中,首先使用改进的Kuwahara滤波器对原始图像进行平滑处理。在RGB颜色空间中独立检测每个通道的边缘后,采用自适应阈值选择方法预测最佳阈值,并使用边缘稀疏算法提取准确的边缘。将该算法应用于大量彩色图像,结果表明该算法适用于不同情况下的彩色图像,并且可以在某些实时系统中使用。

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