计算机应用与软件
計算機應用與軟件
계산궤응용여연건
COMPUTER APPLICATIONS AND SOFTWARE
2014年
5期
206-209,275
,共5页
潘烁%张煜%王凯%高绍英%曹蕾
潘爍%張煜%王凱%高紹英%曹蕾
반삭%장욱%왕개%고소영%조뢰
Frangi滤波%血管增强%FCM%肺结节检测
Frangi濾波%血管增彊%FCM%肺結節檢測
Frangi려파%혈관증강%FCM%폐결절검측
Frangi filtering%Vessel enhancement%FCM%Lung nodule detection
在肺结节检测过程中,与肺结节灰度相似的复杂肺部血管结构是干扰肺结节准确检测的一个重要因素。针对这一问题,首先利用基于Hessian矩阵特征值的Frangi多尺度滤波器将大小、形态各异的肺血管结构增强,然后采用模糊C-均值聚类方法将血管分割出来,最后通过去除肺血管,间接得到肺结节图像。实验结果表明,该方法能有效降低血管对肺结节检测的影响,提高肺结节的检测精度。
在肺結節檢測過程中,與肺結節灰度相似的複雜肺部血管結構是榦擾肺結節準確檢測的一箇重要因素。針對這一問題,首先利用基于Hessian矩陣特徵值的Frangi多呎度濾波器將大小、形態各異的肺血管結構增彊,然後採用模糊C-均值聚類方法將血管分割齣來,最後通過去除肺血管,間接得到肺結節圖像。實驗結果錶明,該方法能有效降低血管對肺結節檢測的影響,提高肺結節的檢測精度。
재폐결절검측과정중,여폐결절회도상사적복잡폐부혈관결구시간우폐결절준학검측적일개중요인소。침대저일문제,수선이용기우Hessian구진특정치적Frangi다척도려파기장대소、형태각이적폐혈관결구증강,연후채용모호C-균치취류방법장혈관분할출래,최후통과거제폐혈관,간접득도폐결절도상。실험결과표명,해방법능유효강저혈관대폐결절검측적영향,제고폐결절적검측정도。
In lung nodule detection process,the complicated pulmonary vascular structure is an important factor to interfere the lung nodule detection due to its similar gray scale.In light of this problem,we first enhance the structures of pulmonary vessels in different sizes and conformations using the Frangi multiscale filter which is based on Hessian matrix eigenvalue;Then we use fuzzy C-mean clustering method to segment the vessels;Finally,we obtain the lung nodule image indirectly by removing the pulmonary vessels.Experiment results show that the method can effectively reduce the influence of pulmonary vascellum on lung nodule detection,and improve the accuracy of lung nodule detection.