波谱学杂志 ›› 2020, Vol. 37 ›› Issue (4): 447-455.doi: 10.11938/cjmr20192786
所属专题: 虚拟专刊:MRI方法与应用
朱泽华1, 闫士举1, 阮渊2, 韩邦旻2
收稿日期:2019-10-21
出版日期:2020-12-05
在线发表日期:2019-12-26
通讯作者:
朱泽华,Tel:15921923767,E-mail:573391197@qq.com;闫士举,Tel:18217617984,E-mail:yanshiju@usst.edu.cn.
E-mail:573391197@qq.com;yanshiju@usst.edu.cn
基金资助:ZHU Ze-hua1, YAN Shi-ju1, RUAN Yuan2, HAN Bang-min2
Received:2019-10-21
Published:2020-12-05
Online:2019-12-26
摘要: 在图像引导下的前列腺磁共振图像分割的介入诊断与治疗具有重要意义.本文对距离正则化水平集演化(DRLSE)方法进行了改进并用于前列腺磁共振图像分割.前列腺磁共振图像中靠近膀胱一侧边界较为模糊,靠近尿道一侧及左右两侧边界较为清晰,仅用传统的梯度信息指示函数无法达到理想分割结果.本研究分别采用两个指示函数控制边界清晰段及模糊段的演化,以达到准确分割的目的.此外,还在外部能量函数中增加了能量牵制项,避免演化在虚假边界停止,驱使水平集向灰度波动较大的区域移动,并能在模糊边界停止演化.实验表明利用本方法进行前列腺磁共振图像分割的效果较好;Dice相似性系数(DSC)均值达到96%,接近专家手动分割结果.
中图分类号:
朱泽华, 闫士举, 阮渊, 韩邦旻. 基于改进DRLSE模型的前列腺磁共振图像分割[J]. 波谱学杂志, 2020, 37(4): 447-455.
ZHU Ze-hua, YAN Shi-ju, RUAN Yuan, HAN Bang-min. Segmentation of Prostate Magnetic Resonance Images Based on an Improved Distance Regularized Level Set Evolution (DRLSE) Model[J]. Chinese Journal of Magnetic Resonance, 2020, 37(4): 447-455.
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