• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

基于拓扑优化的局部骨微结构重建以提高图像分辨率:准确性和效率

Topology Optimization-Based Localized Bone Microstructure Reconstruction for Image Resolution Enhancement: Accuracy and Efficiency.

作者信息

Kim Jisun, Kim Jung Jin

机构信息

Department of Mechanical Engineering, Keimyung University, Daegu 42601, Korea.

出版信息

Bioengineering (Basel). 2022 Nov 3;9(11):644. doi: 10.3390/bioengineering9110644.

DOI:10.3390/bioengineering9110644
PMID:36354554
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC9687309/
Abstract

Topology optimization is currently the only way to provide bone microstructure information by enhancing a 600 μm low-resolution image into a 50 μm high-resolution image. Particularly, the recently proposed localized reconstruction method for the region of interest has received much attention because it has a high possibility to overcome inefficiency such as iterative large-scale problems of the conventional reconstruction. Despite the great potential, the localized method should be thoroughly validated for clinical application. This study aims to quantitatively validate the topology optimization-based localized bone microstructure reconstruction method in terms of accuracy and efficiency by comparing the conventional method. For this purpose, this study re-constructed bone microstructure for three regions of interest in the proximal femur by localized and conventional methods, respectively. In the comparison, the dramatically reduced total progress time by at least 88.2% (20.1 h) as well as computational resources by more than 95.9% (54.0 gigabytes) were found. Moreover, very high reconstruction accuracy in the trabecular alignment (up to 99.6%) and morphometric indices (up to 2.71%) was also found. These results indicated that the localized method could reconstruct bone microstructure, much more effectively preserving the originality of the conventional method.

摘要

拓扑优化是目前通过将600μm的低分辨率图像增强为50μm的高分辨率图像来提供骨微结构信息的唯一方法。特别是,最近提出的针对感兴趣区域的局部重建方法受到了广泛关注,因为它极有可能克服传统重建方法中诸如迭代大规模问题等低效性。尽管具有巨大潜力,但局部方法在临床应用中仍需进行全面验证。本研究旨在通过与传统方法比较,从准确性和效率方面对基于拓扑优化的局部骨微结构重建方法进行定量验证。为此,本研究分别采用局部方法和传统方法对股骨近端的三个感兴趣区域进行了骨微结构重建。比较发现,总处理时间显著减少了至少88.2%(20.1小时),计算资源减少了超过95.9%(54.0千兆字节)。此外,在小梁排列(高达99.6%)和形态计量指标(高达2.71%)方面也发现了非常高的重建精度。这些结果表明,局部方法能够重建骨微结构,比传统方法更有效地保留其原始特征。

相似文献

1
Topology Optimization-Based Localized Bone Microstructure Reconstruction for Image Resolution Enhancement: Accuracy and Efficiency.基于拓扑优化的局部骨微结构重建以提高图像分辨率:准确性和效率
Bioengineering (Basel). 2022 Nov 3;9(11):644. doi: 10.3390/bioengineering9110644.
2
Computationally efficient dominant load-based local bone microstructure reconstruction method using topology optimization.基于拓扑优化的计算高效的基于优势载荷的局部骨微观结构重建方法。
Comput Biol Med. 2024 Sep;180:108929. doi: 10.1016/j.compbiomed.2024.108929. Epub 2024 Jul 27.
3
Computational study of estimating 3D trabecular bone microstructure for the volume of interest from CT scan data.基于 CT 扫描数据的感兴趣区 3D 小梁骨微观结构体积估算的计算研究。
Int J Numer Method Biomed Eng. 2018 Apr;34(4):e2950. doi: 10.1002/cnm.2950. Epub 2018 Jan 11.
4
Image resolution enhancement for healthy weight-bearing bones based on topology optimization.基于拓扑优化的健康负重骨骼图像分辨率增强
J Biomech. 2016 Sep 6;49(13):3035-3040. doi: 10.1016/j.jbiomech.2016.06.012. Epub 2016 Jun 16.
5
Application of a Novel Ultra-High Resolution Multi-Detector CT in Quantitative Imaging of Trabecular Microstructure.一种新型超高分辨率多探测器CT在小梁微结构定量成像中的应用。
Proc SPIE Int Soc Opt Eng. 2020 Feb;11317. doi: 10.1117/12.2552385. Epub 2020 Mar 5.
6
Computational study of Wolff's law with trabecular architecture in the human proximal femur using topology optimization.利用拓扑优化对人类近端股骨小梁结构的沃尔夫定律进行的计算研究。
J Biomech. 2008 Aug 7;41(11):2353-61. doi: 10.1016/j.jbiomech.2008.05.037. Epub 2008 Jul 29.
7
Interbody fusion cage design using integrated global layout and local microstructure topology optimization.采用集成全局布局和局部微观结构拓扑优化的椎间融合器设计
Spine (Phila Pa 1976). 2004 Aug 15;29(16):1747-54. doi: 10.1097/01.brs.0000134573.14150.1a.
8
Three-dimensional micro-level computational study of Wolff's law via trabecular bone remodeling in the human proximal femur using design space topology optimization.基于设计空间拓扑优化的人近端股骨小梁骨重塑的 Wolff 定律的三维微观计算研究。
J Biomech. 2011 Mar 15;44(5):935-42. doi: 10.1016/j.jbiomech.2010.11.029. Epub 2010 Dec 14.
9
Bone remodelling in implanted proximal femur using topology optimization and parameterized cellular model.使用拓扑优化和参数化细胞模型对植入的股骨近端进行骨重塑。
J Mech Behav Biomed Mater. 2022 Jan;125:104903. doi: 10.1016/j.jmbbm.2021.104903. Epub 2021 Oct 23.
10
Densitometric, morphometric and mechanical distributions in the human proximal femur.人类近端股骨的骨密度、形态计量学和力学分布。
J Biomech. 2007;40(11):2573-9. doi: 10.1016/j.jbiomech.2006.11.022. Epub 2007 Jan 26.

引用本文的文献

1
An Analysis of Trabecular Bone Structure Based on Principal Stress Trajectory.基于主应力轨迹的小梁骨结构分析
Bioengineering (Basel). 2023 Oct 20;10(10):1224. doi: 10.3390/bioengineering10101224.

本文引用的文献

1
Do Radiographic Assessments of Periodontal Bone Loss Improve with Deep Learning Methods for Enhanced Image Resolution?基于深度学习方法提高图像分辨率是否能改善牙周骨丧失的放射学评估?
Sensors (Basel). 2021 Mar 12;21(6):2013. doi: 10.3390/s21062013.
2
Comparison of hip subregion bone mineral density to the type of proximal femur fracture.髋关节亚区骨密度与股骨近端骨折类型的比较。
Arch Osteoporos. 2020 Aug 5;15(1):122. doi: 10.1007/s11657-020-00789-2.
3
Numerical predictions of the interaction between highly nonlinear solitary waves and the microstructure of trabecular bone in the femoral head.
高度非线性孤立波与股骨头小梁骨微观结构之间相互作用的数值预测。
J Mech Behav Biomed Mater. 2020 Sep;109:103805. doi: 10.1016/j.jmbbm.2020.103805. Epub 2020 May 5.
4
Effect of image sharpening on radiographic image quality.图像锐化对射线照相图像质量的影响。
J Prosthet Dent. 2018 Dec;120(6):927-933. doi: 10.1016/j.prosdent.2018.03.034. Epub 2018 Jun 29.
5
Design of complex bone internal structure using topology optimization with perimeter control.使用周长控制的拓扑优化设计复杂的骨内结构。
Comput Biol Med. 2018 Mar 1;94:74-84. doi: 10.1016/j.compbiomed.2018.01.001. Epub 2018 Jan 13.
6
Computational study of estimating 3D trabecular bone microstructure for the volume of interest from CT scan data.基于 CT 扫描数据的感兴趣区 3D 小梁骨微观结构体积估算的计算研究。
Int J Numer Method Biomed Eng. 2018 Apr;34(4):e2950. doi: 10.1002/cnm.2950. Epub 2018 Jan 11.
7
Application of Super-Resolution Convolutional Neural Network for Enhancing Image Resolution in Chest CT.超分辨率卷积神经网络在胸部 CT 图像分辨率增强中的应用。
J Digit Imaging. 2018 Aug;31(4):441-450. doi: 10.1007/s10278-017-0033-z.
8
Preoperative QCT assessment of femoral head for assessment of femoral head bone loss.术前采用定量计算机断层扫描(QCT)评估股骨头,以评估股骨头骨质流失情况。
Exp Ther Med. 2017 Apr;13(4):1470-1474. doi: 10.3892/etm.2017.4136. Epub 2017 Feb 21.
9
Deep Learning in Medical Image Analysis.医学图像分析中的深度学习
Annu Rev Biomed Eng. 2017 Jun 21;19:221-248. doi: 10.1146/annurev-bioeng-071516-044442. Epub 2017 Mar 9.
10
Image resolution enhancement for healthy weight-bearing bones based on topology optimization.基于拓扑优化的健康负重骨骼图像分辨率增强
J Biomech. 2016 Sep 6;49(13):3035-3040. doi: 10.1016/j.jbiomech.2016.06.012. Epub 2016 Jun 16.