An efficient framework for estimation of muscle fiber orientation using ultrasonography
文献类型:期刊论文
| 作者 | Shan Ling; Bin Chen; Yongjin Zhou; Wan-Zhang Yang; Yu-Qian Zhao; Lei Wang; Yong-Ping Zheng |
| 刊名 | BIOMEDICAL ENGINEERING ONLINE
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| 出版日期 | 2013 |
| 英文摘要 | Background: Muscle fiber orientation (MFO) is an important parameter related to musculoskeletal functions. The traditional manual method for MFO estimation in sonograms was labor-intensive. The automatic methods proposed in recent years also involved voting procedures which were computationally expensive. Methods: In this paper, we proposed a new framework to efficiently estimate MFO in sonograms. We firstly employed Multi-scale Vessel Enhancement Filtering (MVEF) to enhance fascicles in the sonograms and then the enhanced images were binarized. Finally, line-shaped patterns in the binary map were detected one by one, according to their shape properties. Specifically speaking, for the long-and-thinner regions, the orientation of the targeted muscle fibre was directly computed, without voting procedures, as the orientation of the ellipse that had the same normalized second central moments as the region. For other cases, the Hough voting procedure might be employed for orientation estimation. The performance of the algorithm was evaluated using four various group of sonograms, which are a dataset used in previous reports, 33 sonograms of gastrocnemius from 11 young healthy subjects, one sonogram sequence including 200 frames from a subject and 256 frames from an aged subject with cerebral infarction respectively. Results: It was demonstrated in the experiments that measurements of the proposed method agreed well with those of the manual method and achieved much more efficiency than the previous Re-voting Hough Transform (RVHT) algorithm. Conclusions: Results of the experiments suggested that, without compromising the accuracy, in the proposed framework the previous orientation estimation algorithm was accelerated by reduction of its dependence on voting procedures. |
| 收录类别 | SCI |
| 原文出处 | http://www.biomedcentral.com/content/pdf/1475-925X-12-98.pdf |
| 语种 | 英语 |
| 源URL | [http://ir.siat.ac.cn:8080/handle/172644/4872] ![]() |
| 专题 | 深圳先进技术研究院_医工所 |
| 作者单位 | BIOMEDICAL ENGINEERING ONLINE |
| 推荐引用方式 GB/T 7714 | Shan Ling,Bin Chen,Yongjin Zhou,et al. An efficient framework for estimation of muscle fiber orientation using ultrasonography[J]. BIOMEDICAL ENGINEERING ONLINE,2013. |
| APA | Shan Ling.,Bin Chen.,Yongjin Zhou.,Wan-Zhang Yang.,Yu-Qian Zhao.,...&Yong-Ping Zheng.(2013).An efficient framework for estimation of muscle fiber orientation using ultrasonography.BIOMEDICAL ENGINEERING ONLINE. |
| MLA | Shan Ling,et al."An efficient framework for estimation of muscle fiber orientation using ultrasonography".BIOMEDICAL ENGINEERING ONLINE (2013). |
入库方式: OAI收割
来源:深圳先进技术研究院
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