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基于超聲序列圖像的心臟四腔運動同步特性提取

Extraction of synchronous characteristics of four cardiac cavity motion from ultrasound image sequences

作者: 張耀楠  李顯  宋謙  陳中舟 
單位:西安思源學(xué)院電子信息工程學(xué)院 (西安710038)
關(guān)鍵詞: 超聲;心臟;醫(yī)學(xué)影像;圖像分割;主動形狀模型;同步 
分類號:R318.04; R445.1
出版年·卷·期(頁碼):2016·35·5(476-482)
摘要:

目的 心臟四腔運動的同步特性對于精確描述心臟機(jī)械活動有重要作用,特別對于心臟再同步治療患者的診斷和術(shù)后評估非常重要,但目前此特性尚無較好的無創(chuàng)定量測定方法。全心臟B型超聲序列圖像含有豐富的心臟運動信息,可從超聲心臟序列圖像中提取心臟四腔運動的同步特性。方法 首先將全心臟超聲序列圖像中每一幀圖像的四腔分割出來,得到四腔的切面面積,進(jìn)而從時間序列圖像得到四腔面積隨時間變化數(shù)據(jù),通過特征分析得到心臟四腔運動的同步特性。為克服超聲圖像空間分辨率不高、信噪比較低及四腔邊界不清晰的缺點,本文以主動形狀模型(active shape model, ASM)為主,并針對此方法的不足提出了基于圖像局部方差的改進(jìn)方法。結(jié)果 仿真超聲圖像序列和實際超聲圖像序列的實驗結(jié)果初步證明本文提出的方法可行。結(jié)論 基于改進(jìn)的ASM分割方法,可達(dá)到較好的分割結(jié)果,并獲得比較準(zhǔn)確的心臟四腔運動的同步特性。


Objective The synchronous characteristics of the motion in the four cardiac cavities is important to accurately describe the mechanical activity of the heart, and especially important for the diagnosis and evaluation of post surgery of cardiac resynchronization therapy, yet currently there is no good quantitative measurement method. The whole heart ultrasound image sequence is rich with heart motion information and the aim of this paper is to extract the synchronous characteristics of the four-chamber motion of the heart from this kind of image sequence. Methods The basic idea of this paper is to segment the four cavities of each frame image in the whole heart ultrasound image sequence, and consequently calculate the plane areas of the four cavities, then record these plane areas over time, and finally obtain the synchronous characteristics of the four cavities through the feature analysis of the area curves. In this paper, the segmentation method is based on active shape model (ASM), which may overcome the low spatial resolution of ultrasound image, low SNR and vague cavity boundaries. To further optimize the method, this paper proposes an improved method based on local variance of images. Results Experimental results using simulated and real ultrasound images show that the method proposed in this paper is feasible. Conclusions Based on the improved ASM segmentation method, a good segmentation result and more accurate synchronous characteristics of the four cardiac cavities can be achieved.

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