Title :
Evaluation of image sequence additive decomposition algorithms for membrane analysis in fluorescence video-microscopy
Author :
Chessel, A. ; Pécot, T. ; Bardin, S. ; Kervrann, C. ; Salamero, J.
Author_Institution :
INRIA Centre Rennes - Bretagne Atlantique, Rennes, France
fDate :
June 28 2009-July 1 2009
Abstract :
A wide range of proteins viewed using xFP probes in fluorescence video-microscopy shows a cytosolic state diffusing slowly and a membrane state eventually moving as vesicles or small tubules along the cell cytoskeleton network. Due to the property of fluorescence, the measured intensity is the sum of the contributions of these two components. In this study we perform an evaluation of different methods for the automatic decomposition of the two additive components/states. Four algorithms are studied: (i) gray-scale opening (a.k.a. ldquorolling ballrdquo); (ii) wavelet-based detection combined with image interpolation; (iii) Conditional Random Field-based detection; (iv) computational geometry for temporal signal analysis. The evaluation protocol, related to the actual use of image sequence decomposition, includes a qualitative evaluation on real image sequences by experts and a quantitative evaluation on simulated sequences that mimic real images.
Keywords :
biomedical optical imaging; biomembranes; cellular biophysics; fluorescence; image sequences; interpolation; matrix decomposition; medical image processing; molecular biophysics; optical microscopy; proteins; video signal processing; wavelet transforms; additive decomposition algorithms; automatic decomposition; cell cytoskeleton network; computational geometry; conditional random field-based detection; cytosolic state; fluorescence video-microscopy; gray-scale opening; image interpolation; image sequence; membrane analysis; proteins; temporal signal analysis; wavelet-based detection; xFP probes; Additives; Algorithm design and analysis; Biomembranes; Fluorescence; Image analysis; Image sequence analysis; Image sequences; Performance evaluation; Probes; Proteins; Fluorescence microscopy video; additive decomposition; algorithm review;
Conference_Titel :
Biomedical Imaging: From Nano to Macro, 2009. ISBI '09. IEEE International Symposium on
Conference_Location :
Boston, MA
Print_ISBN :
978-1-4244-3931-7
Electronic_ISBN :
1945-7928
DOI :
10.1109/ISBI.2009.5193248