DocumentCode :
2322686
Title :
Anisotropic selective inverse diffusion for signal enhancement in the presence of noise
Author :
Gilboa, Guy ; Zeevi, Y.Y. ; Sochen, N.
Author_Institution :
Fac. of Electr. Eng., Technion-Israel Inst. of Technol., Haifa, Israel
Volume :
1
fYear :
2000
fDate :
2000
Firstpage :
221
Abstract :
Signal and image enhancement in the presence of noise is considered in the context of the scale-space approach. A modified dynamic process, based on the action of a nonlinear diffusion equation, is presented. The diffusion coefficient is adjusted according to the local gradient, intensity and other image properties, and as such also reverses its sign, i.e. switches from a forward to a backward (inverse) diffusion process according to a given criterion. This results in enhancement of transients and singularities in the one-dimensional case, and of edges in images, while locally denoising smoother segments of the signal or image. Regularization of the ill-posed inverse diffusion problem is discussed. Examples of both one-dimensional signals and images are presented
Keywords :
digital filters; image enhancement; image restoration; inverse problems; noise; partial differential equations; signal restoration; anisotropic selective inverse diffusion; denoising; diffusion coefficient; ill-posed inverse diffusion problem; image enhancement; image properties; intensity; local gradient; modified dynamic process; noise; nonlinear diffusion equation; one-dimensional case; regularization; scale-space approach; signal enhancement; singularities; transients; Anisotropic magnetoresistance; Diffusion processes; Electronic mail; Filtering; Image enhancement; Mathematics; Noise reduction; Nonlinear equations; Signal processing; Smoothing methods;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Acoustics, Speech, and Signal Processing, 2000. ICASSP '00. Proceedings. 2000 IEEE International Conference on
Conference_Location :
Istanbul
ISSN :
1520-6149
Print_ISBN :
0-7803-6293-4
Type :
conf
DOI :
10.1109/ICASSP.2000.861922
Filename :
861922
Link To Document :
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