Literature DB >> 15641732

Image enhancement and denoising by complex diffusion processes.

Guy Gilboa1, Nir Sochen, Yehoshua Y Zeevi.   

Abstract

The linear and nonlinear scale spaces, generated by the inherently real-valued diffusion equation, are generalized to complex diffusion processes, by incorporating the free Schrödinger equation. A fundamental solution for the linear case of the complex diffusion equation is developed. Analysis of its behavior shows that the generalized diffusion process combines properties of both forward and inverse diffusion. We prove that the imaginary part is a smoothed second derivative, scaled by time, when the complex diffusion coefficient approaches the real axis. Based on this observation, we develop two examples of nonlinear complex processes, useful in image processing: a regularized shock filter for image enhancement and a ramp preserving denoising process.

Mesh:

Year:  2004        PMID: 15641732     DOI: 10.1109/TPAMI.2004.47

Source DB:  PubMed          Journal:  IEEE Trans Pattern Anal Mach Intell        ISSN: 0098-5589            Impact factor:   6.226


  15 in total

1.  COMPLEX DIFFUSION ON IMAGE GRAPHS.

Authors:  Dohyung Seo; Baba C Vemuri
Journal:  Proc Int Conf Image Proc       Date:  2009-11-07

2.  Image filtering via generalized scale.

Authors:  Andre Souza; Jayaram K Udupa; Anant Madabhushi
Journal:  Med Image Anal       Date:  2007-08-09       Impact factor: 8.545

3.  Evaluation of denoising algorithms for biological electron tomography.

Authors:  Rajesh Narasimha; Iman Aganj; Adam E Bennett; Mario J Borgnia; Daniel Zabransky; Guillermo Sapiro; Steven W McLaughlin; Jacqueline L S Milne; Sriram Subramaniam
Journal:  J Struct Biol       Date:  2008-04-22       Impact factor: 2.867

4.  Application of improved homogeneity similarity-based denoising in optical coherence tomography retinal images.

Authors:  Qiang Chen; Luis de Sisternes; Theodore Leng; Daniel L Rubin
Journal:  J Digit Imaging       Date:  2015-06       Impact factor: 4.056

5.  Denoising techniques in adaptive multi-resolution domains with applications to biomedical images.

Authors:  Salim Lahmiri
Journal:  Healthc Technol Lett       Date:  2016-12-14

6.  Scaling-law for the energy dependence of anatomic power spectrum in dedicated breast CT.

Authors:  Srinivasan Vedantham; Linxi Shi; Stephen J Glick; Andrew Karellas
Journal:  Med Phys       Date:  2013-01       Impact factor: 4.071

7.  Modified nonlinear complex diffusion filter (MNCDF).

Authors:  Kalpana Saini; M L Dewal; Manojkumar Rohit
Journal:  J Echocardiogr       Date:  2012-03-28

8.  Image denoising in bidimensional empirical mode decomposition domain: the role of Student's probability distribution function.

Authors:  Salim Lahmiri
Journal:  Healthc Technol Lett       Date:  2015-12-15

9.  Adaptive anisotropic diffusion for noise reduction of phase images in Fourier domain Doppler optical coherence tomography.

Authors:  Shaoyan Xia; Yong Huang; Shizhao Peng; Yanfeng Wu; Xiaodi Tan
Journal:  Biomed Opt Express       Date:  2016-07-05       Impact factor: 3.732

10.  A robust variational approach for simultaneous smoothing and estimation of DTI.

Authors:  Meizhu Liu; Baba C Vemuri; Rachid Deriche
Journal:  Neuroimage       Date:  2012-11-17       Impact factor: 6.556

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