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Computer aided detection of microcalcification clusters

机译:计算机辅助检测微钙化簇

摘要

A method for computer-aided detection of microcalcification clusters using a digital computer obtains digital mammography data for a single view image and normalizes and filters the image data to reduce noise. A first mask is generated and applied to the image data for defining the breast structure, forming a first cropped image. A second mask is generated and applied to the image data for defining muscle structure, forming a second cropped image. An artifact mask corresponding to vascular calcifications and known imaging artifacts is generated and applied to the first and second cropped images, defining first and second artifact-masked cropped images. In a repeated sequence, portions of each artifact-masked cropped image are processed using an enhancement algorithm and reducing edge effects to obtain a set of microcalcification cluster candidates and suspected microcalcification clusters. Image processing algorithms remove false positives from the listing of microcalcification clusters and classify candidate microcalcification clusters to identify true positives.
机译:一种使用数字计算机的计算机辅助检测微钙化簇的方法,可获取单视图图像的数字乳房X线照片数据,并对图像数据进行标准化和过滤以减少噪声。生成第一掩模并将其应用于图像数据以定义乳房结构,从而形成第一裁剪图像。生成第二掩模并将其应用于图像数据以定义肌肉结构,从而形成第二裁剪图像。生成与血管钙化和已知成像伪影相对应的伪影掩模,并将其应用于第一和第二裁剪图像,从而定义第一和第二伪影所遮盖的裁剪图像。以重复的顺序,使用增强算法并减少边缘效应来处理每个伪影掩盖的裁剪图像的部分,以获得一组微钙化簇候选对象和可疑的微钙化簇。图像处理算法从微钙化簇列表中删除了假阳性,并对候选微钙化簇进行分类以识别真实阳性。

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