一种从数字全景照片中自动识别颌骨囊肿轮廓的新方法,以改进治疗计划

Q4 Biochemistry, Genetics and Molecular Biology
D. Veena, A. Jatti, M. Vidya, Revan Joshi, Srikar Gade
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引用次数: 0

摘要

全景牙科x射线是一种二维牙科x射线,在一张图像中捕捉整个口腔,用于各种牙科异常的初步筛查。其中之一是颌骨囊肿,如果不尽早发现,可能会导致并发症,进而导致毁容和功能丧失。因此,射线图像的处理在识别和定位囊性区域以及提取相关特征以协助临床专家进行进一步分析方面发挥着至关重要的作用。目的:开发一种被称为大地测量活动轮廓的活动轮廓模型的应用程序,以生成全景牙科X射线,即整个口腔的单个二维X射线图像,突出牙齿的规格。方法:该过程包括将OPG图像转换为灰度,使用强度水平切片进行对比度调整,边缘平滑,分割,以及使用形态学大地测量活动轮廓进行囊肿分割,以获得结果。因此,射线图像的处理在识别和定位囊性区域方面起着至关重要的作用。在提取相关特征以协助临床专家进行进一步分析方面至关重要。结论:当存在有效、准确的诊断方法时,治疗和治愈变得简单而具体。基于形态蛇和水平集,旨在通过最小化能量来识别边界。结果:使用结构相似性指数,准确率为97.6%。知识进步:这一过程是有利的,因为它更简单、更快,并且不会出现不稳定问题。形态学方法通过提高稳定性和速度来改善其功能梯度下降。迟滞算法表现出更好的边缘检测性能,显著减少了计算时间和可扩展性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A Novel Approach towards Automatic Contour Identification of Jaw Cysts from Digital Panoramic Radiographs to improvise the Treatment planning
Panoramic dental x-ray, a two-dimensional dental x-ray that captures the entire mouth in a single image, is used for the initial screening of various dental anomalies. One such is Jaw bone cyst, which, if not identified earlier, may lead to complications which in turn may lead to disfigurement and loss of function. Hence processing of radiographic images plays a vital role in identifying and locating the cystic region and extracting related features to assist clinical experts in further analysis. Objective: To develop an application of active contour model, known as Geodesic Active Contour, to generate Panoramic Dental X-Ray, a single 2 D X-ray image of the entire mouth highlighting the dental specifications. Methods: The process involves the image conversion from the OPG image into grayscale, Contrast adjustment using intensity level slicing, edge smoothing, segmentation, and cyst segmentation by Morphological Geodesic Active Contour to obtain the results. Hence processing of radiographic images plays a vital role in identifying and locating the cystic region. It is crucial in extracting related features to assist clinical experts in further analysis. Conclusion: When efficient and accurate diagnostic methods exist, the treatment and cure become easy and concrete. Based on the morphological snake and level sets, it aims at identifying the boundary by minimizing the energy. Results: Using the structural similarity index, an accuracy of 97.6% is obtained. Advances in Knowledge: This process is advantageous as it is simpler, faster, and does not suffer from instability problems. Morphological methods improve their functional gradient descent by improving stability and speed. The hysteresis algorithm exhibits better edge detection performance, a significant reduction in computational time and scalability.
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来源期刊
International Journal of Biology and Biomedical Engineering
International Journal of Biology and Biomedical Engineering Biochemistry, Genetics and Molecular Biology-Biochemistry, Genetics and Molecular Biology (all)
自引率
0.00%
发文量
42
期刊介绍: Topics: Molecular Dynamics, Biochemistry, Biophysics, Quantum Chemistry, Molecular Biology, Cell Biology, Immunology, Neurophysiology, Genetics, Population Dynamics, Dynamics of Diseases, Bioecology, Epidemiology, Social Dynamics, PhotoBiology, PhotoChemistry, Plant Biology, Microbiology, Immunology, Bioinformatics, Signal Transduction, Environmental Systems, Psychological and Cognitive Systems, Pattern Formation, Evolution, Game Theory and Adaptive Dynamics, Bioengineering, Biotechnolgies, Medical Imaging, Medical Signal Processing, Feedback Control in Biology and Chemistry, Fluid Mechanics and Applications in Biomedicine, Space Medicine and Biology, Nuclear Biology and Medicine.
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