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Surface Reconstruction of Blood Vessels from 3D Fluorescence Microscopy Images Abstract This project aims at doing a surface reconstruction of 3D fluorescence.

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Presentation on theme: "Surface Reconstruction of Blood Vessels from 3D Fluorescence Microscopy Images Abstract This project aims at doing a surface reconstruction of 3D fluorescence."— Presentation transcript:

1 Surface Reconstruction of Blood Vessels from 3D Fluorescence Microscopy Images Abstract This project aims at doing a surface reconstruction of 3D fluorescence microscopy images with hollow blood vessels. We perform a robust hypothesis test by modeling the surface to be made of small planes separating the foreground from the background voxels. Significance Estimation of surface of blood vessels play a very important role in determining the distance of various cells to the blood as it is the “food source”. It also helps in identifying and classifying various cell types based on their distance to the blood vessel channel and identifying various physical features of the blood vessel. Challenge Images often have very low contrast => thresholding gives bad results. Huge 3D Images – Validation is fuzzy and time consuming Vessel surface is often broken and does not form a complete tube => Tube tracing would not work. State-of-the-Art Robust 3-D Modeling of Vasculature Imagery Using Superellipsoids Ray-burst sampling algorithm for automated 3D shape analysis "This work was supported in part by Gordon-CenSSIS, the Bernard M. Gordon Center for Subsurface Sensing and Imaging Systems, under the Engineering Research Centers Program of the National Science Foundation (Award Number EEC-9986821)." Technical Approach Images EBA was used to identify vascular endothelia 3-D data sets containing separate five data channels in 100  m thick tissue slices was collected using spectral unmixing techniques. Vessel channel contains Z stack of 58 or 77 images with resolution 1024x1024. Hypothesis testing Illumination assumed to be Poisson distributed about the mean intensities Generalized hypothesis testing was performed with 42 discrete models of planes separating the foreground from the background Background and foreground intensities chosen to maximize the likelihood ratio and the best fit model is found 3D Triangulation ‘Marching Tetrahedra’ with rectangular sampling Smoothing, Decimation without loss of volume Edge swapping to improve mesh looks Surface curvature mapped to color of the surface and generation of wireframe model Contact info. Badrinath Roysam, Professor Dept. of Electrical, Computer, and Systems Engineering Rensselaer Polytechnic Institute, 110 8th Street, Troy, NY 12180 Phone: (518)276-8067; Fax: 518-276-8715; Email: roysam@ecse.rpi.edu References Curvature mapped model ( a small vessel) Decimated ( Reduced ) surface Thinned surface Zoomed wireframe model of a blood vessel (Curvature mapped) -ve +ve Original 5 channel image of the hippocampus Vessel channel Robust 3-D Modeling of Vasculature Imagery Using Superellipsoids James Alexander Tyrrell; Emmanuelle di Tomaso; Daniel Fuja; Ricky Tong; Kevin Kozak; Rakesh K. Jain; Badrinath Roysam, Medical Imaging, IEEE Transactions on, Vol.26, Iss.2, Feb. 2007, Pages:223-237 Rayburst sampling, an algorithm for automated three- dimensional shape analysis from laser scanning microscopy images Alfredo Rodriguez, Douglas B Ehlenberger, Patrick R Hof and Susan L Wearne, Nature Protocols 1,2152 - 2161 (2006) Volume Conserving Smoothing for Piecewise Linear Curves, Surfaces, and Triple Lines Andrew Kuprat and Ahmed Khamayseh. Journal of Computational Physics, vol. 172, pp. 99-118 (2001). 3D model Validation Validation is still in the development stage. Many methods including generation of phantom images, identifying the total intensity captured by the surface have been considered. Arunachalam Narayanaswamy*, Badrinath Roysam*, Barbera Cutler ¤, Chris Bjornsson § and William Shain ¶ Department of Electrical Engineering*, Computer Science ¤ and Biomedical Engineering §, Rensselaer Polytechnic Institute, Troy Center for Neural Communication Technology ¶, Wadsworth Center, Albany A model of alternate hypothesis Null hypothesis


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