国际生物医学工程杂志
國際生物醫學工程雜誌
국제생물의학공정잡지
INTERNATIONAL JOURNAL OF BIOMEDICAL ENGINEERING
2013年
3期
165-171
,共7页
罗清%秦文健%辜嘉%季英
囉清%秦文健%辜嘉%季英
라청%진문건%고가%계영
核磁图像分割%阈值%模式识别%活动轮廓%马尔科夫随机场%图切割
覈磁圖像分割%閾值%模式識彆%活動輪廓%馬爾科伕隨機場%圖切割
핵자도상분할%역치%모식식별%활동륜곽%마이과부수궤장%도절할
Magnetic resonance image segmentation%Threshold%Pattern recognition%Active contours%Markov random field%Graph cut
核磁共振成像(MRI)以其无辐射、多方位成像、空间分辨率高等优点在影像医学领域广泛应用,核磁共振图像的分割也发挥着越来越重要的作用.对应用较广的核磁图像的分割算法的原理和应用进行了系统的综述,将核磁图像分割算法分为5个主要研究方面:基于阈值,基于模式识别,基于活动轮廓模型,基于马尔科夫随机场(MRF),基于图切割;给出了不同算法分割特点和相关应用范围,并将部分算法应用在腹部核磁图像上进行分割实验,展示了不同算法分割核磁图像后的效果和特点.最后,展望了核磁图像分割的未来的发展趋势.
覈磁共振成像(MRI)以其無輻射、多方位成像、空間分辨率高等優點在影像醫學領域廣汎應用,覈磁共振圖像的分割也髮揮著越來越重要的作用.對應用較廣的覈磁圖像的分割算法的原理和應用進行瞭繫統的綜述,將覈磁圖像分割算法分為5箇主要研究方麵:基于閾值,基于模式識彆,基于活動輪廓模型,基于馬爾科伕隨機場(MRF),基于圖切割;給齣瞭不同算法分割特點和相關應用範圍,併將部分算法應用在腹部覈磁圖像上進行分割實驗,展示瞭不同算法分割覈磁圖像後的效果和特點.最後,展望瞭覈磁圖像分割的未來的髮展趨勢.
핵자공진성상(MRI)이기무복사、다방위성상、공간분변솔고등우점재영상의학영역엄범응용,핵자공진도상적분할야발휘착월래월중요적작용.대응용교엄적핵자도상적분할산법적원리화응용진행료계통적종술,장핵자도상분할산법분위5개주요연구방면:기우역치,기우모식식별,기우활동륜곽모형,기우마이과부수궤장(MRF),기우도절할;급출료불동산법분할특점화상관응용범위,병장부분산법응용재복부핵자도상상진행분할실험,전시료불동산법분할핵자도상후적효과화특점.최후,전망료핵자도상분할적미래적발전추세.
Magnetic resonance imaging (MRI) plays a more and more important role in medical image area for its advantages of nonradiative,multiple imaging and high spatial resolution.This review gives a systematic discussion over a couple of MRI segmentation algorithms that are used widely to help people have an entire knowledge of MRI segmentation methods.On the base of classification and summary of MRI segmentation,the MRI segmentation algorithms have been classified into 5 different categories after preliminary investigation and survey.Based on threshold,pattern recognition,active contours,Markov random field (MRF) and graph cut,separately.After further investigation and survey we summarize the characters and field of applications of the 5 different algorithms,then take a few segment experiments among these algorithms on abdomen MRI and present their distinct characteristics.At last,we take a prospect at the future of the MRI segmentation.