A Segmentation Method Based on Gray-Scale Morphological Filter and Watershed Algorithm for Touching Objects Image

Ning Lu, Xizheng Ke
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引用次数: 9

Abstract

In the process of intellectualized visional testing products, valid image information is often collected to analysis for objective parameters such as quantity, size, and shape and so on. Because there is phenomenon of touch, the objects needs to be segmented accurately. A watershed segmentation algorithm based on distance image using grayscale morphological pretreating is presented in this essay. First, distance transform is applied to the binary image. And then opening operations of gray-scale morphology are applied to remove small light details in distance image before applying watershed algorithm. Thus oversegmentation was controlled and touching objects were segmented precisely. The result of the experiments shows that touching objects can be segmented with the accuracy near 100% with this method, that the shape of the object is not to be changed, which can meet the demand of analysis of object characteristics in intellectualized visional testing process, and that it has a practical value.
基于灰度形态滤波和分水岭算法的触摸物体图像分割方法
在对产品进行智能化视觉检测的过程中,往往需要采集有效的图像信息,对产品的数量、尺寸、形状等客观参数进行分析。由于存在触摸现象,需要对物体进行准确分割。提出了一种基于灰度形态学预处理的距离图像分水岭分割算法。首先,对二值图像进行距离变换。然后应用灰度形态学的开放操作去除距离图像中的小光细节,再应用分水岭算法。从而控制了过分割,实现了触摸物体的精确分割。实验结果表明,该方法对触摸物体的分割精度接近100%,且不改变物体的形状,可以满足智能化视觉测试过程中对物体特征分析的需求,具有一定的实用价值。
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