DocumentCode :
1130194
Title :
Segmentation and tracking of migrating cells in videomicroscopy with parametric active contours: a tool for cell-based drug testing
Author :
Zimmer, Christophe ; Labruyère, Elisabeth ; Meas-Yedid, Vannary ; Guillén, Nancy ; Olivo-Marin, Jean-Christophe
Author_Institution :
Quantitative Image Anal. Unit, Inst. Pasteur, Paris, France
Volume :
21
Issue :
10
fYear :
2002
Firstpage :
1212
Lastpage :
1221
Abstract :
This paper presents a segmentation and tracking method for quantitative analysis of cell dynamics from in vitro videomicroscopy data. The method is based on parametric active contours and includes several adaptations that address important difficulties of cellular imaging, particularly the presence of low-contrast boundary deformations known as pseudopods, and the occurence of multiple contacts between cells. First, we use an edge map based on the average intensity dispersion that takes advantage of relative background homogeneity to facilitate the detection of both pseudopods and interfaces between adjacent cells. Second, we introduce a repulsive interaction between contours that allows correct segmentation of objects in contact and overcomes the shortcomings of previously reported techniques to enforce contour separation. Our tracking technique was validated on a realistic data set by comparison with a manually defined ground-truth and was successfully applied to study the motility of amoebae in a biological research project.
Keywords :
biological techniques; biology computing; cell motility; image segmentation; optical microscopy; optical tracking; amoebae motility; biological research project; cell-based drug testing; cellular imaging; low-contrast boundary deformations; migrating cells; parametric active contours; pseudopods; quantitative cellular models; repulsion; repulsive interaction; topology changes; videomicroscopy; Active contours; Drugs; Image edge detection; Image motion analysis; Image segmentation; Image sequence analysis; Microscopy; Morphology; Motion analysis; Testing; Algorithms; Animals; Cell Adhesion; Cell Aggregation; Cell Division; Cell Movement; Cell Size; Cells, Cultured; Drug Evaluation; Entamoeba histolytica; Image Enhancement; Image Interpretation, Computer-Assisted; Microscopy, Video; Models, Biological; Pattern Recognition, Automated; Pseudopodia; Reproducibility of Results; Sensitivity and Specificity;
fLanguage :
English
Journal_Title :
Medical Imaging, IEEE Transactions on
Publisher :
ieee
ISSN :
0278-0062
Type :
jour
DOI :
10.1109/TMI.2002.806292
Filename :
1174099
Link To Document :
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