Segmentation of zebrafish embryonic images using a geometric atlas deformation

Transgenic zebrafish expressing fluorescent proteins in specific tissues or organs are promising models for studies of normal developmental processes, or perturbations of these. However, for widespread use, reliable quantification of the observed effects is necessary. Therefore, accurate and automatic analysis of images obtained by fluorescent microscopy and depicting zebrafish embryos becomes crucial. In this paper, a segmentation approach for such images is proposed. The segmentation is achieved by fitting a species-specific 2D atlas to the zebrafish data depicted in the images. Experiments performed in a set of 50 images have provided promising results.

[1]  E. Catmull,et al.  Recursively generated B-spline surfaces on arbitrary topological meshes , 1978 .

[2]  Guillermo Sapiro,et al.  Geodesic Active Contours , 1995, International Journal of Computer Vision.

[3]  Demetrio Raldúa,et al.  Clofibrate and gemfibrozil induce an embryonic malabsorption syndrome in zebrafish. , 2008, Toxicology and applied pharmacology.

[4]  Timothy F. Cootes,et al.  Active Appearance Models , 2001, IEEE Trans. Pattern Anal. Mach. Intell..

[5]  O. Faugeras,et al.  Statistical shape influence in geodesic active contours , 2002, 5th IEEE EMBS International Summer School on Biomedical Imaging, 2002..

[6]  Masahiko Hibi,et al.  Genetic dissection of neural circuits by Tol2 transposon-mediated Gal4 gene and enhancer trapping in zebrafish , 2008, Proceedings of the National Academy of Sciences.

[7]  James S. Duncan,et al.  Boundary Finding with Parametrically Deformable Models , 1992, IEEE Trans. Pattern Anal. Mach. Intell..

[8]  L. R. Dice Measures of the Amount of Ecologic Association Between Species , 1945 .

[9]  Richard E Peterson,et al.  Zebrafish as a model vertebrate for investigating chemical toxicity. , 2005, Toxicological sciences : an official journal of the Society of Toxicology.

[10]  Timothy F. Cootes,et al.  Active Shape Models-Their Training and Application , 1995, Comput. Vis. Image Underst..

[11]  Ioannis A. Kakadiaris,et al.  Learning-Based Segmentation Framework for Tissue Images Containing Gene Expression Data , 2007, IEEE Transactions on Medical Imaging.

[12]  A. Schier,et al.  Zebrafish: genetic tools for studying vertebrate development. , 1994, Trends in genetics : TIG.

[13]  Akihiro Urasaki,et al.  Insertional mutagenesis by the Tol2 transposon-mediated enhancer trap approach generated mutations in two developmental genes: tcf7 and synembryn-like , 2007, Development.

[14]  Francisco Herrera,et al.  Hybrid crossover operators for real-coded genetic algorithms: an experimental study , 2005, Soft Comput..

[15]  Demetri Terzopoulos,et al.  Snakes: Active contour models , 2004, International Journal of Computer Vision.

[16]  Sai-Ho Ling,et al.  An Improved Genetic Algorithm with Average-bound Crossover and Wavelet Mutation Operations , 2007, Soft Comput..