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Computer-Assisted Bone Age Assessment: Graphical User Interface for Image Processing and Comparison

机译:计算机辅助骨龄评估:用于图像处理和比较的图形用户界面

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摘要

The current study is part of a project resulting in a computer-assisted analysis of a hand radiograph yielding an assessment of skeletal maturity. The image analysis is based on features selected from six regions of interest. At various stages of skeletal development different image processing problems have to be addressed. At the early stage, feature extraction is based on Lee filtering followed by the random Gibbs fields and mathematical morphology. Once the fusion starts, wavelet decomposition methods are implemented. The user interface displays the closest neighbors to each image under consideration. Results show the sensitivity of different regions to both stages of development and certain feature sensitivity within each region. At the early stage of development, the distal features are more reliable indicators, whereas at the stage of epiphyseal fusion, a larger dynamic range of middle features makes them more sensitive. In the current study, a graphical user interface has been designed and implemented for testing the image processing routines and comparing the results of quantitative image analysis with the visual interpretation of extracted regions of interest. The user interface may also serve as a teaching tool. At the later stage of the project it will be used as a classification tool.
机译:当前的研究是该项目的一部分,该项目的结果是通过计算机辅助分析手部X光片,从而评估了骨骼的成熟度。图像分析基于从六个感兴趣区域中选择的特征。在骨骼发育的各个阶段,必须解决不同的图像处理问题。在早期阶段,特征提取是基于Lee过滤,然后是随机的Gibbs字段和数学形态学。融合开始后,将执行小波分解方法。用户界面显示与所考虑的每个图像最接近的邻居。结果显示了不同区域对两个开发阶段的敏感性以及每个区域内某些特征的敏感性。在发展的早期阶段,远端特征是更可靠的指标,而在骨s融合阶段,中间特征的较大动态范围使它们更加敏感。在当前的研究中,已经设计并实现了图形用户界面,用于测试图像处理例程,并将定量图像分析的结果与提取的感兴趣区域的视觉解释进行比较。用户界面也可以用作教学工具。在项目的后期,它将用作分类工具。

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