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Method for object segmentation by combination of gaussian mixture model and rgb clustering

机译:高斯混合模型与rgb聚类相结合的目标分割方法

摘要

PURPOSE: An object dividing method using a gaussian mixture model and an RGB clustering is provided to automatically divide an object domain of an object material on an input image without a direct handling by a user. CONSTITUTION: A first sub image generator leads a computer equipment to calculate normal distributions of pixels of each input image, and to produce a first sub image generator (S1200). A second sub image generator leads the computer equipment to calculate color mean values of each candidate area, to calculate Euclidean distance between the each pixel and the each color mean value, and to produce a second sub image (S1300). An object divider leads the computer equipment to produce a result image comprising the object division area comprising the pixels which are positioned on an overlapped spot among each pixel of the first and second object candidate area (S1400). [Reference numerals] (S1100) Output image format is converted to RGB color format; (S1200) First sub image generator leads a computer equipment to calculate normal distributions of pixels of each input image, and to produce a first sub image generator; (S1300) Second sub image generator leads the computer equipment to calculate color mean values of each candidate area, to calculate Euclidean distance between the each pixel and the each color mean value, and to produce a second sub image; (S1400) Object divider leads the computer equipment to produce a result image comprising the object division area comprising the pixels which are positioned on an overlapped spot among each pixel of the first and second object candidate area; (S1500) Result images are converted into a divided binary area, a largest binary area is set as an object area, other areas are set as noises and removed; (S1600) Pixels matched with each pixel coordiate of an object area are created as an object block
机译:目的:提供一种使用高斯混合模型和RGB聚类的对象划分方法,以自动划分输入图像上对象材料的对象域,而无需用户直接处理。组成:第一子图像生成器引导计算机设备计算每个输入图像的像素的正态分布,并产生第一子图像生成器(S1200)。第二子图像生成器使计算机设备计算每个候选区域的颜色平均值,计算每个像素与每个颜色平均值之间的欧式距离,并产生第二子图像(S1300)。对象划分器引导计算机设备产生结果图像,该结果图像包括对象划分区域,该对象划分区域包括位于第一对象候选区域和第二对象候选区域的每个像素之间的重叠点上的像素。 [参考数字](S1100)将输出图像格式转换为RGB颜色格式; (S1200)第一子图像生成器引导计算机设备计算每个输入图像的像素的正态分布,并产生第一子图像生成器; (S1300)第二子图像生成器使计算机设备计算每个候选区域的颜色平均值,计算每个像素与每个颜色平均值之间的欧式距离,并生成第二子图像; (S1400)对象划分器使计算机设备产生结果图像,该结果图像包括对象划分区域,该对象划分区域包括位于第一对象候选区域和第二对象候选区域的每个像素之间的重叠点上的像素; (S1500)将结果图像转换成分割的二进制区域,将最大的二进制区域设置为对象区域,将其他区域设置为噪声并去除; (S1600)将与对象区域的每个像素坐标匹配的像素创建为对象块

著录项

  • 公开/公告号KR101296734B1

    专利类型

  • 公开/公告日2013-08-20

    原文格式PDF

  • 申请/专利权人

    申请/专利号KR20110146905

  • 发明设计人 오강한;박상철;나인섭;김수형;

    申请日2011-12-30

  • 分类号G06T7;

  • 国家 KR

  • 入库时间 2022-08-21 16:24:40

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