使用深度学习架构评估骨龄:一项调查

Alaa Jamal Jabbar, Ashwan A. Abdulmunem
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引用次数: 1

摘要

用x线照片评估骨骼年龄是检测儿童和新生儿骨骼发育异常的常规临床方法。评估的骨龄代表了实际的发育程度,评估的骨龄和实足年龄之间的巨大差异可能表明存在生长问题。因此,骨骼年龄评估被用来检查生长异常、遗传问题和内分泌疾病。计算骨龄最常用的方法是手和手腕的x线摄影。此外,用于评估左手和手腕x射线发育的自动化方法,与人类方法相比,减少了评分者之间的差异。无放射为基础的方法来观察手和腕骨,如超声检查,已被建议,但不像准确的放射检查方法。基于磁共振成像(MRI)的方法正在发展,但需要进一步研究。另一项研究是牙龄,这是一种测定骨龄的方法,也提供了对骨成熟度的估计。准确的年龄估计对于在儿科患者中使用适当的治疗方法以及法医目的至关重要。左手手腕x线片被认为是本调查中最准确、最统一的骨骼评估方法,作为分类问题,本工作将考察大量的手部和手腕运动对骨骼成熟度的评估。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Bone age assessment using deep learning architecture: A Survey
Skeletal bone age evaluation with X-ray pictures is a routine clinical approach for detecting any abnormalities in bone development in children and neonates. An assessed bone age represents the development of the actual degree, and a substantial difference between the assessed and chronological ages may suggest a growth issue. As a result, skeletal bone age evaluation is used to check for growth anomalies, genetic issues, and endocrine illnesses. The most frequent method for calculating bone age is radiography of the hand and wrist. Additionally, automated approaches for evaluating x-ray of the left hand and wrist development, which reduces the variability between raters in comparison to human ways. No-radiation-based approaches for viewing hand and wrist bones, as in ultrasonography, had been suggested, but are not like accurate radiographic methods. Methods based on magnetic resonance imaging (MRI) are being developed, but further study is needed. Another study is dental age a method of determining bone age that also provides estimates of bone maturity. Precise age estimation was essential to use the appropriate treatment method in pediatric patients also for forensic purposes. The left-hand wrist radiographs are thought it’s the most accurate, more uniform skeleton evaluation approach in this survey as a classification problem, this work shall look at numerous hand and wrist exercises evaluation of skeletal maturity.
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