DocumentCode :
2498809
Title :
New robust algorithm for tracking cells in videos of drosophila morphogenesis based on finding an ideal path in segmented spatio-temporal cellular structures
Author :
Bellaïche, Yohanns ; Bosveld, Floris ; Graner, François ; Mikula, Karol ; Remeaíková, Mariana ; Smíaek, Michal
Author_Institution :
Inst. CURIE, Paris, France
fYear :
2011
fDate :
Aug. 30 2011-Sept. 3 2011
Firstpage :
6609
Lastpage :
6612
Abstract :
In this paper, we present a novel algorithm for tracking cells in time lapse confocal microscopy movie of a Drosophila epithelial tissue during pupal morphogenesis. We consider a 2D + time video as a 3D static image, where frames are stacked atop each other, and using a spatio-temporal segmentation algorithm we obtain information about spatio-temporal 3D tubes representing evolutions of cells. The main idea for tracking is the usage of two distance functions - first one from the cells in the initial frame and second one from segmented boundaries. We track the cells backwards in time. The first distance function attracts the subsequently constructed cell trajectories to the cells in the initial frame and the second one forces them to be close to centerlines of the segmented tubular structures. This makes our tracking algorithm robust against noise and missing spatio-temporal boundaries. This approach can be generalized to a 3D + time video analysis, where spatio-temporal tubes are 4D objects.
Keywords :
biomedical optical imaging; cellular biophysics; image segmentation; medical image processing; spatiotemporal phenomena; 2D + time video; 3D static image; 4D objects; Drosophila epithelial tissue; Drosophila morphogenesis; cell tracking; pupal morphogenesis; robust algorithm; segmented spatio-temporal cellular structures; segmented tubular structures; spatio-temporal segmentation algorithm; time lapse confocal microscopy; Approximation algorithms; Electron tubes; Equations; Image segmentation; Three dimensional displays; Trajectory; Videos; Algorithms; Animals; Cadherins; Drosophila; Green Fluorescent Proteins; Imaging, Three-Dimensional; Microscopy, Video; Models, Statistical; Pattern Recognition, Automated; Signal Processing, Computer-Assisted; Signal-To-Noise Ratio; Time Factors; Video Recording;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Engineering in Medicine and Biology Society, EMBC, 2011 Annual International Conference of the IEEE
Conference_Location :
Boston, MA
ISSN :
1557-170X
Print_ISBN :
978-1-4244-4121-1
Electronic_ISBN :
1557-170X
Type :
conf
DOI :
10.1109/IEMBS.2011.6091630
Filename :
6091630
Link To Document :
بازگشت