Title :
Minimal paths and probabilistic models for origin-destination traffic estimation in live cell imaging
Author :
Pecot, T. ; Kervrann, C. ; Bouthemy, P.
Author_Institution :
INRIA Rennes Bretagne Atlantique, Campus Univ. de Beaulieu, Rennes
Abstract :
Green Fluorescent Protein (GFP)-tagging and time-lapse fluorescence microscopy enable to observe molecular dynamics and interactions in live cells. Original image analysis methods are then required to process challenging 2D or 3D image sequences. To address the tracking problem of several hundreds of objects, we propose an original framework that provides general information about vesicle transport, that is traffic flows between origin and destination regions detected in the image sequence. Traffic estimation can be accomplished by adapting the advances in Network Tomography commonly used in network communications. In this paper, we address image partition given vesicle stocking areas and multipaths routing for vesicle transport. This approach has been developed for real fluorescence image sequences and Rab proteins.
Keywords :
cellular transport; fluorescence; image sequences; medical image processing; molecular biophysics; proteins; 2D image sequence; 3D image sequence; GFP-tagging; Rab protein; green fluorescent protein; image partition; live cell imaging; minimal paths; molecular dynamics; molecular interaction; network tomography; origin-destination traffic estimation; original image analysis method; probabilistic models; time-lapse fluorescence microscopy; traffic flows; vesicle stocking; vesicle transport; Fluorescence; Image sequence analysis; Image sequences; Microscopy; Object detection; Proteins; Routing; Telecommunication traffic; Tomography; Traffic control; Traffic control (transportation); fluorescence; microscopy; proteins; routing; tracking; video;
Conference_Titel :
Biomedical Imaging: From Nano to Macro, 2008. ISBI 2008. 5th IEEE International Symposium on
Conference_Location :
Paris
Print_ISBN :
978-1-4244-2002-5
Electronic_ISBN :
978-1-4244-2003-2
DOI :
10.1109/ISBI.2008.4541128