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CADMIUM II: combining image processing and symbolic reasoning for computer-aided diagnosis

机译:CADMIUM II:将图像处理和符号推理相结合进行计算机辅助诊断

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Abstract: This paper describes a prototype computer aided diagnosis system to assist in the interpretation of mammograms. The distinctive feature of our work is the combination of image processing and decision support. We wish, in our system, to relate the data in a digital image to a decision contained in a clinical guideline describing a patient's management. Our system is designed to present a user with sets of arguments for each of the possible interpretations of a feature detected on the image and for each of the possible management options that might be followed in handling the patient's care. We have carried out an extensive knowledge elicitation exercise, involving the analysis of 'think out loud' protocols obtained from expert radiologists interpreting mammograms form a carefully selected test set. The results of this analysis reveal which terms capture the most salient characteristics of calcifications. These terms will be used to construct the arguments used in the decision support provided by CADMIUM II. The final element of CADMIUM II is a library of image processing algorithms. A set of different approaches to the detection and characterization of calcifications has been implemented. The image processing is used to provide a quantitative estimate of the evidence that an image contains in support of an argument. !16
机译:摘要:本文介绍了一种原型计算机辅助诊断系统,可协助对X线摄片进行解释。我们工作的独特之处在于图像处理和决策支持的结合。我们希望在我们的系统中,将数字图像中的数据与描述患者管理的临床指南中包含的决策相关联。我们的系统旨在为用户提供一组参数,以解释图像上检测到的特征的每种可能解释以及处理患者护理时可能遵循的每种可能的管理选项。我们进行了广泛的知识启发活动,涉及对“放射线思考”协议的分析,这些协议是从放射线专家那里获得的,它们解释了经过精心挑选的测试装置的X光照片。分析结果表明,哪些术语捕获了钙化的最显着特征。这些术语将用于构建CADMIUM II提供的决策支持中使用的论点。 CADMIUM II的最后一个元素是图像处理算法库。已经实施了一套不同的方法来检测和表征钙化。图像处理用于提供图像包含的证据的定量估计,以支持论点。 !16

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