Literature DB >> 21243101

Color Image Segmentation in a Quaternion Framework.

Ozlem N Subakan, Baba C Vemuri.   

Abstract

In this paper, we present a feature/detail preserving color image segmentation framework using Hamiltonian quaternions. First, we introduce a novel Quaternionic Gabor Filter (QGF) which can combine the color channels and the orientations in the image plane. Using the QGFs, we extract the local orientation information in the color images. Second, in order to model this derived orientation information, we propose a continuous mixture of appropriate hypercomplex exponential basis functions. We derive a closed form solution for this continuous mixture model. This analytic solution is in the form of a spatially varying kernel which, when convolved with the signed distance function of an evolving contour (placed in the color image), yields a detail preserving segmentation.

Entities:  

Year:  2009        PMID: 21243101      PMCID: PMC3019575          DOI: 10.1007/978-3-642-03641-5_30

Source DB:  PubMed          Journal:  Energy Minimization Methods Comput Vis Pattern Recognit


  6 in total

1.  A unified computational framework for deconvolution to reconstruct multiple fibers from diffusion weighted MRI.

Authors:  Bing Jian; Baba C Vemuri
Journal:  IEEE Trans Med Imaging       Date:  2007-11       Impact factor: 10.048

2.  A novel tensor distribution model for the diffusion-weighted MR signal.

Authors:  Bing Jian; Baba C Vemuri; Evren Ozarslan; Paul R Carney; Thomas H Mareci
Journal:  Neuroimage       Date:  2007-05-03       Impact factor: 6.556

3.  Multi-fiber reconstruction from diffusion MRI using mixture of Wisharts and sparse deconvolution.

Authors:  Bing Jian; Baba C Vemuri
Journal:  Inf Process Med Imaging       Date:  2007

4.  Hypercomplex Fourier transforms of color images.

Authors:  Todd A Ell; Stephen J Sangwine
Journal:  IEEE Trans Image Process       Date:  2007-01       Impact factor: 10.856

5.  Image Segmentation via Convolution of a Level-Set Function with a Rigaut Kernel.

Authors:  Ozlem N Subakan; Baba C Vemuri
Journal:  Proc IEEE Comput Soc Conf Comput Vis Pattern Recognit       Date:  2008

6.  Feature Preserving Image Smoothing Using a Continuous Mixture of Tensors.

Authors:  Ozlem Subakan; Bing Jian; Baba C Vemuri; C Eduardo Vallejos
Journal:  Proc IEEE Int Conf Comput Vis       Date:  2007-10-14
  6 in total

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