Title :
An Effective System for Optical Microscopy Cell Image Segmentation, Tracking and Cell Phase Identification
Author :
Jun Yan ; Xiaobo Zhou ; Qiong Yang ; Ning Liu ; Qiansheng Cheng ; Wong, Stephen T. C.
Author_Institution :
LMAM, Peking Univ., Beijing, China
Abstract :
The lacking of automatic screen systems that can deal with large volume of time-lapse optical microscopy imaging is a bottleneck of modern bio-imaging research. In this paper, we propose an effective automated analytic system that can be used to acquire, track and analyze cell-cycle behaviors of a large population of cells. We use traditional watershed algorithm for cell nuclei segmentation and then a novel hybrid merging method is proposed for fragments merging. After a distance and size based tracking procedure, the performance of fragments merging is improved again by the sequence context information. At last, the cell nuclei can be classified into different phases accurately in a continuous hidden Markov model (HMM). Experimental results show the proposed system is very effective for cell sequence segmentation, tracking and cell phase identification.
Keywords :
biological techniques; biology computing; cellular biophysics; hidden Markov models; image classification; image segmentation; optical microscopy; HMM; automated analytic system; bio-imaging research; cell image segmentation; cell nuclei classification; cell nuclei segmentation; cell phase identification; cell sequence segmentation; cell-cycle behaviors analysis; continuous hidden Markov model; fragments merging performance; hybrid merging method; image tracking; sequence context information; time-lapse optical microscopy imaging; watershed algorithm; Biomedical optical imaging; Fluorescence; Hidden Markov models; Image segmentation; Merging; Optical filters; Optical imaging; Optical microscopy; Signal processing algorithms; Training data; Biological systems; Biomedical image processing; Biomedical signal processing;
Conference_Titel :
Image Processing, 2006 IEEE International Conference on
Conference_Location :
Atlanta, GA
Print_ISBN :
1-4244-0480-0
DOI :
10.1109/ICIP.2006.313143