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Teeth segmentation on dental panoramic radiographs using decimation-free directional filter bank thresholding and multistage adaptive thresholding

机译:使用无抽取方向性滤波器组阈值化和多级自适应阈值化的牙科全景X射线照片上的牙齿分割

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Dental utilization typically associated with tooth shape features which are extracted from dental panoramic radiograph image. However, because dental panoramic radiograph images usually have low contrast, we need a segmentation method that can work well on low contrast images and make the tooth shape is evident. In this paper, we propose a system to do teeth segmentation using Decimation-Free Directional Filter Bank Thresholding (DDFBT) and Multistage Adaptive Thresholding (MAT). The system is built with three main steps, which are formation of vertical and horizontal directional images using DDFBT, enhancement on directional images for teeth edge reinforcement and noise removal, and segmentation using MAT with Sauvola Local Thresholding. The experimental result on 40 teeth images shows that this system has a better performance than Otsu Thresholding, Sauvola Local Thresholding, and MAT with Niblack Local Thresholding with misclassification error (ME) and relative foreground area error (RAE) values are 17.0% and 9.7%.
机译:牙科利用通常与从牙科全景X射线照片图像提取的牙齿形状特征相关联。但是,由于牙科全景X射线照片通常具有低对比度,因此我们需要一种可以在低对比度图像上很好地工作并使牙齿形状明显的分割方法。在本文中,我们提出了一种使用无抽取方向性滤波器组阈值(DDFBT)和多级自适应阈值(MAT)进行牙齿分割的系统。该系统包括三个主要步骤,分别是使用DDFBT形成垂直和水平方向图像,增强用于增强牙齿边缘和去除噪音的方向图像以及使用具有Sauvola局部阈值的MAT进行分割。在40个牙齿图像上的实验结果表明,该系统的性能优于Otsu阈值,Sauvola局部阈值和具有Niblack局部阈值的MAT,且分类错误(ME)和相对前景区域误差(RAE)的值分别为17.0%和9.7% 。

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