Title :
On the Differential Geometry of 3D Flow Patterns: Generalized Helicoids and Diffusion MRI Analysis
Author :
Savadjiev, Peter ; Zucker, Steven W. ; Siddiqi, Kaleem
Author_Institution :
McGill Univ., Montreal
Abstract :
Configurations of dense locally parallel 3D curves occur in medical imaging, computer vision and graphics. Examples include white matter fibre tracts, textures, fur and hair. We develop a differential geometric characterization of such structures by considering the local behaviour of the associated 3D frame field, leading to the associated tangential, normal and bi-normal curvature functions. Using results from the theory of generalized minimal surfaces we adopt a generalized helicoid model as an osculating object and develop the connection between its parameters and these curvature functions. These developments allow for the construction of parametrized 3D vector fields (sampled osculating objects) to locally approximate these patterns. We apply these results to the analysis of diffusion MRI data via a type of 3D streamline flow. Experimental results on data from a human brain demonstrate the advantages of incorporating the full differential geometry.
Keywords :
computer graphics; computer vision; differential geometry; magnetic resonance imaging; medical image processing; bi-normal curvature functions; computer graphics; computer vision; differential geometry; diffusion MRI analysis; flow patterns; generalized Helicoids; medical imaging; streamline flow; Biomedical imaging; Computational geometry; Computer graphics; Computer science; Computer vision; Hair; Humans; Magnetic resonance imaging; Pattern analysis; Tensile stress;
Conference_Titel :
Computer Vision, 2007. ICCV 2007. IEEE 11th International Conference on
Conference_Location :
Rio de Janeiro
Print_ISBN :
978-1-4244-1630-1
Electronic_ISBN :
1550-5499
DOI :
10.1109/ICCV.2007.4409086