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  4. Volumetric nonlinear anisotropic diffusion on GPUs
 
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2012
Conference Paper
Title

Volumetric nonlinear anisotropic diffusion on GPUs

Abstract
We present an efficient implementation of volumetric nonlinear anisotropic image diffusion on modern programmable graphics processing units (GPUs). We avoid the computational bottleneck of a time consuming eigenvalue decomposition in R3. Instead, we use a projection of the Hessian matrix along the surface normal onto the tangent plane of the local isodensity surface and solve for the remaining two tangent space eigenvectors. We derive closed formulas to achieve this resulting in efficient GPU code. We show that our most complex volumetric nonlinear anisotropic diffusion gains a speed up of more than 600 compared to a CPU solution.
Author(s)
Schwarzkopf, Andreas
TU Darmstadt GRIS
Kalbe, Thomas
TU Darmstadt GRIS
Bajaj, Chandrajit L.
ICES-CVC Univ. Texas
Kuijper, Arjan  orcid-logo
Fraunhofer-Institut für Graphische Datenverarbeitung IGD  
Goesele, Michael
TU Darmstadt GRIS
Mainwork
Scale space and variational methods in computer vision. Third international conference SSVM 2011. Revised selected papers  
Conference
International Conference on Scale Space and Variational Methods in Computer Vision (SSVM) 2011  
DOI
10.1007/978-3-642-24785-9_6
Language
English
Fraunhofer-Institut für Graphische Datenverarbeitung IGD  
Keyword(s)
  • partial differential equation

  • 3D data representation

  • 3D Graphics

  • 3D image acquisition

  • 3D image processing

  • smoothing

  • scale space

  • Forschungsgruppe Capturing Reality (CARE)

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