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Segmenting and tracking fluorescent cells in dynamic 3-D microscopy with coupled active surfaces

Dufour, A., Shinin, V., Tajbakhsh, S., Guillen-Aghion, N., Olivo-Marin, J.-C., Zimmer, C.·2005·IEEE Transactions on Image Processing

Abstract

Cell migrations and deformations play essential roles in biological processes, such as parasite invasion, immune response, embryonic development, and cancer. We describe a fully automatic segmentation and tracking method designed to enable quantitative analyses of cellular shape and motion from dynamic three-dimensional microscopy data. The method uses multiple active surfaces with or without edges, coupled by a penalty for overlaps, and a volume conservation constraint that improves outlining of cell/cell boundaries. Its main advantages are robustness to low signal-to-noise ratios and the ability to handle multiple cells that may touch, divide, enter, or leave the observation volume. We give quantitative validation results based on synthetic images and show two examples of applications to real biological data.

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Metadata

Authors
Dufour, A., Shinin, V., Tajbakhsh, S., Guillen-Aghion, N., Olivo-Marin, J.-C., & Zimmer, C.
Venue
IEEE Transactions on Image Processing
Published
2005-09
Volume
14
Issue
9
Pages
1396-1410
ISSN
1057-7149 (ISSN-L)
OpenAlex
W2162245111
Cited by
309
References
0
FWCI
9.95
Type
journal article
Language
en
Open access
closed

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CoChat. (2026). Citation check: Segmenting and tracking fluorescent cells in dynamic 3-D microscopy with coupled active surfaces. https://app.cochat.ai/papers/10.1109/tip.2005.852790
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Dufour, A., Shinin, V., Tajbakhsh, S., Guillen-Aghion, N., Olivo-Marin, J.-C., & Zimmer, C. (2005). Segmenting and tracking fluorescent cells in dynamic 3-D microscopy with coupled active surfaces. IEEE Transactions on Image Processing. https://doi.org/10.1109/tip.2005.852790

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