DocumentCode
2569665
Title
Tracking virus particles in fluorescence microscopy images using two-step multi-frame association
Author
Jaiswal, A. ; Godinez, W.J. ; Eils, R. ; Lehmann, M.J. ; Rohr, K.
Author_Institution
Dept. Bioinf. & Functional Genomics, Univ. of Heidelberg, Heidelberg, Germany
fYear
2012
fDate
2-5 May 2012
Firstpage
664
Lastpage
667
Abstract
Automatic fluorescent particle tracking is an essential task to study the dynamics of a large number of biological structures at a sub-cellular level. We have developed a two-step multi-frame association finding algorithm which is based on a temporally semi-global formulation as well as combines a spatially global and a spatially local approach. Using this multi-frame association finding algorithm we have developed a probabilistic tracking approach based on the Kalman filter. We have successfully applied the approach to synthetic as well as real microscopy image sequences of ALV virus particles and quantified the performance. We found that the proposed approach outperforms previous approaches.
Keywords
Kalman filters; biomedical optical imaging; cellular biophysics; fluorescence; image sequences; medical image processing; microorganisms; optical microscopy; probability; ALV virus particles; Kalman filter; automatic fluorescent particle tracking; avian leukosis virus particles; biological structures; fluorescence microscopy imaging; multiframe association finding algorithm; probabilistic tracking approach; real microscopy image sequences; subcellular level; temporally semiglobal formulation; two-step multiframe association; two-step multiframe association finding algorithm; virus particle tracking; Image sequences; Kalman filters; Microscopy; Particle tracking; Probabilistic logic; Signal to noise ratio; Tracking; Kalman filter; Virus particle tracking; multi-frame association;
fLanguage
English
Publisher
ieee
Conference_Titel
Biomedical Imaging (ISBI), 2012 9th IEEE International Symposium on
Conference_Location
Barcelona
ISSN
1945-7928
Print_ISBN
978-1-4577-1857-1
Type
conf
DOI
10.1109/ISBI.2012.6235635
Filename
6235635
Link To Document