DocumentCode :
1013859
Title :
Image enhancement and denoising by complex diffusion processes
Author :
Gilboa, Guy ; Sochen, Nir ; Zeevi, Yehoshua Y.
Author_Institution :
Dept. of Electr. Eng., Technion-Israel Inst. of Technol., Haifa, Israel
Volume :
26
Issue :
8
fYear :
2004
Firstpage :
1020
Lastpage :
1036
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 Schrodinger 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.
Keywords :
Schrodinger equation; diffusion; edge detection; image denoising; image enhancement; partial differential equations; smoothing methods; Schrodinger equation; complex diffusion coefficient; complex diffusion processes; image denoising; image enhancement; image processing; linear scale spaces; nonlinear scale spaces; ramp preserving denoising process; real valued diffusion equation; regularized shock filter; Diffusion processes; Electric shock; Filtering; Filters; Image edge detection; Image enhancement; Image processing; Noise reduction; Nonlinear equations; Signal processing; Scale-space; complex diffusion; edge detection; image denoising; image enhancement; image filtering; nonlinear diffusion; shock filters.; Algorithms; Artificial Intelligence; Computer Graphics; Diffusion; Image Enhancement; Image Interpretation, Computer-Assisted; Information Storage and Retrieval; Numerical Analysis, Computer-Assisted; Pattern Recognition, Automated; Reproducibility of Results; Sensitivity and Specificity; Stochastic Processes; Subtraction Technique;
fLanguage :
English
Journal_Title :
Pattern Analysis and Machine Intelligence, IEEE Transactions on
Publisher :
ieee
ISSN :
0162-8828
Type :
jour
DOI :
10.1109/TPAMI.2004.47
Filename :
1307009
Link To Document :
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