51黑料吃瓜在线观看,51黑料官网|51黑料捷克街头搭讪_51黑料入口最新视频

設(shè)為首頁 |  加入收藏
首頁首頁 期刊簡介 消息通知 編委會 電子期刊 投稿須知 廣告合作 聯(lián)系我們
基于模糊聚類和改進C-V模型的冠狀動脈圖像分割方法

Coronary image segmentation based on fuzzy clusteringmethod and improved C-V model

作者: 韓承航  程云章 
單位:上海理工大學(xué)醫(yī)療器械與食品學(xué)院(上海200093)
關(guān)鍵詞: 冠狀動脈CT造影;模糊C均值聚類;改進C-V模型;圖像分割 
分類號:R318.04;TP317.4
出版年·卷·期(頁碼):2017·36·3(262-267)
摘要:

目的 提出一種基于模糊聚類和改進C-V模型的新型圖像分割方法,以精準和快速地提取冠狀動脈CT血管造影圖像中的冠脈輪廓。方法 首先對原始冠脈CT造影圖像進行預(yù)處理;然后利用模糊C均值聚類算法進行預(yù)分割,將獲得的隸屬矩陣和聚類信息耦合進改進的C-V模型中,完成對冠脈圖像的分割;最后定性和定量分析本文模型與其他兩種傳統(tǒng)模型對冠脈CT造影圖像的分割結(jié)果。結(jié)果 定性分析結(jié)果顯示,本文模型以較少的迭代次數(shù)完成了對冠脈輪廓的提取,對細小復(fù)雜的組織具有較強的分割能力,目標邊緣光滑。定量分析結(jié)果顯示,本文模型迭代200次耗時11.722s、重疊率83.42%,迭代400次耗時16.493s、重疊率85.13%。結(jié)論 結(jié)合模糊聚類的改進C-V模型能以較少迭代次數(shù)完成對冠脈輪廓的提取,具有分割速度快、抗噪能力強、目標邊緣光滑等特點。該方法可以用于冠脈的分割,并為后續(xù)冠脈圖像的三維重建研究提供參考。

Objective To extract the contour of coronary formcoronary CT angiography image accurately and rapidly,we proposed a coronary artery segmentation model based on fuzzy clustering method and C-V model.Methods First,we made a coarse processing for the original image data.Then,the obtained membership matrix and the clustering information were coupled into the improved C-V model to complete the segmentation of the coronary artery image.Finally,qualitative and quantitative analysis of this model and the other two traditional models of coronary angiography image segmentation results were given.Results Qualitative analysis of the results:the improved model finished the coronary segmentation with fewer iterations.This model had a stronger ability to segment small and complex tissue,and the target edges were smooth.Quantitative analysis of the results:using the improved model iterated 200 times which took 11.722s,overlapping rate was 83.42%;iterated 400 times which took 16.943s,overlapping rate was 85.13%.Conclusions This model can finish the coronary segmentation with fewer iterations and have the characteristics of fast segmentation,strong anti-noise ability and smooth edge.It can be used to segment coronary,and provide a reference for the three-dimensional reconstruction of the image of the coronary.

參考文獻:

服務(wù)與反饋:
文章下載】【加入收藏
提示:您還未登錄,請登錄!點此登錄
 
友情鏈接  
地址:北京安定門外安貞醫(yī)院內(nèi)北京生物醫(yī)學(xué)工程編輯部
電話:010-64456508  傳真:010-64456661
電子郵箱:[email protected]