Title :
Adaptive unsharp masking for contrast enhancement
Author :
Polesel, A. ; Ramponi, G. ; Mathews, V.J.
Author_Institution :
Dipt. di Elettrotecnica Elettronica ed Inf., Trieste Univ., Italy
Abstract :
A new scheme of unsharp masking for image contrast enhancement is presented. An adaptive algorithm is introduced so that a sharpening action is performed only in locations where the image exhibits significant dynamics. Hence, the amplification of noise in smooth areas is reduced. An adaptive directional filtering is also performed so as to provide suitable emphasis to the different directional characteristics of the detail. Because it is capable of treating high-detail and medium-detail areas differently, this algorithm also avoids unpleasant overshoot artifacts in regions of sharp transitions. Experimental results demonstrating the usefulness of the adaptive operator in an application involving preprocessing of images for enhancement prior to zooming are also included
Keywords :
adaptive filters; adaptive signal processing; high-pass filters; image enhancement; noise; recursive filters; two-dimensional digital filters; Gauss-Newton algorithm; adaptive algorithm; adaptive directional filtering; adaptive operator; adaptive recursive two-dimensional filter; adaptive unsharp masking; directional characteristics; experimental results; filter coefficients; high-detail areas; image contrast enhancement; image dynamics; image preprocessing; linear highpass filter; medium-detail areas; noise amplification reduction; sharp transitions; smooth areas; zooming; Adaptive algorithm; Adaptive filters; Cities and towns; Electronic mail; Laplace equations; Noise reduction; Nonlinear distortion; Nonlinear filters; Polynomials; Statistics;
Conference_Titel :
Image Processing, 1997. Proceedings., International Conference on
Conference_Location :
Santa Barbara, CA
Print_ISBN :
0-8186-8183-7
DOI :
10.1109/ICIP.1997.647756