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Detection of objects embedded in a nonuniform turbid medium

机译:检测非均匀浑浊介质中嵌入的物体

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Abstract: The inverse problem of object detection in a turbid medium such as breast tissue has been studied extensively recently using advanced optical techniques and high power laser. We propose an alternative approach to using photon migration statistics and Bayesian decision procedure in analyzing the transmitted speckle profile provided by low power lasers. The non-uniform turbid medium was imitated by an oil colloidal system embedded with millimeter size tubes simulating the connective ducts as observed in x-ray breast mammograms. Therefore, the tube depth positions of the colloidal system were intentionally left as an unknown quantity with prior probability. The object is a ceramic particle mimicking the calcified object in the tissue that is undetectable by x-ray mammograms. Bayesian decision procedure, using object size as action, was applied to a region of interest. The expected loss for each action was taken as the departure of the observed data from the predicted results obtained from the migration statistics with respect to the tube's prior probabilities. It appears that the proposed Bayesian decision procedure is viable for detecting small objects embedded in non-uniform turbid media and would be a supplement to the current x-ray mammography. !10
机译:【摘要】最近,利用先进的光学技术和高功率激光,对诸如乳腺组织之类的浑浊介质中的物体检测反问题进行了广泛的研究。我们提出了一种使用光子迁移统计和贝叶斯决策程序来分析低功率激光器提供的散斑轮廓的替代方法。不均匀的混浊介质是通过嵌入了毫米大小的管的油胶体系统模仿的,该管模拟了X射线乳房X线照片中的结缔管。因此,胶体系统的管深度位置被故意留为未知量,具有先验概率。该物体是模仿组织中钙化物体的陶瓷颗粒,这是X射线乳房X线照片无法检测到的。使用对象大小作为动作的贝叶斯决策程序应用于感兴趣区域。每个动作的预期损失被视为相对于管的先验概率,观测数据与从迁移统计数据获得的预测结果的偏离。看来,提出的贝叶斯决策程序对于检测嵌入非均匀混浊介质中的小物体是可行的,并且将是当前X射线乳腺摄影的补充。 !10

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