Segmentation of Clustered Nuclei With Shape Markers and Marking Function

被引:226
作者
Cheng, Jierong [1 ,3 ]
Rajapakse, Jagath C. [1 ,2 ]
机构
[1] Nanyang Technol Univ, Sch Comp Engn, Singapore 638798, Singapore
[2] MIT, Dept Biol Engn, Cambridge, MA 02139 USA
[3] Nanyang Technol Univ, Singapore Massachusetts Inst Technol Alliance, Comp & Syst Biol Programme, Singapore 637460, Singapore
关键词
Active contours; cell segmentation; cellular imaging; fluorescence microscopy; watershed segmentation; CELL-NUCLEI; TRACKING; ALGORITHMS; WATERSHEDS; IMAGES; MODEL;
D O I
10.1109/TBME.2008.2008635
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
We present a method to separate clustered nuclei from fluorescence microscopy cellular images, using shape markers and marking function in a watershed-like algorithm. Shape markers are extracted using an adaptive H-minima transform. A marking function based on the outer distance transform is introduced to accurately separate clustered nuclei. With synthetic images, we quantitatively demonstrate the performance of our method and provide comparisons with existing approaches. On mouse neuronal and Drosopbila cellular images, we achieved 6%-7% improvement of segmentation accuracies over earlier methods.
引用
收藏
页码:741 / 748
页数:8
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