A new class of multichannel image processing filters
نویسندگان
چکیده
|In this paper, a novel lter structure is introduced for multispectral image processing, the vector median-rational hybrid lter's (VMRHF's), which constitute an extension of the nonlinear rational type hybrid lters called medianrational hybrid lter's (MRHF's) recently introduced for 1-D and 2-D signal processing. The VMRHF is a two-stages lter, which exploits in an e ective way the features of the vector median lter (VM) and those of the vector rational operator (VRF). Experimental results show that the new VMRHF outperforms signi cantly widely known nonlinear lters for multispectral image processing such as the vector median lter and the class of the directional distance (DD) lters for all criteria used. KEYWORDS| Color image processing, Vector Rational Filters, Vector Median Filters, Vector Median-Rational Hybrid Filters.
منابع مشابه
Color Image Processing Using Adaptive Vector Directional Filters - Circuits and Systems II: Analog and Digital Signal Processing, IEEE Transactions on
A new class of filters for multichannel image processing is introduced and analyzed in this brief. This class constitutes a generalization of vector directional filters. The proposed filters use fuzzy transformations of the angles among the different vectors to adapt to local data in the image. The principle behind the new filters is explained and comparisons with other popular nonlinear filter...
متن کاملVector directional filters-a new class of multichannel image processing filters
Vector directional filters (VDF) for multichannel image processing are introduced and studied. These filters separate the processing of vector-valued signals into directional processing and magnitude processing. This provides a link between single-channel image processing where only magnitude processing is essentially performed, and multichannel image processing where both the direction and the...
متن کاملGeneralized multichannel image-filtering structures
Recent works in multispectral image processing advocate the employment of vector approaches for this class of signals. Vector processing operators that involve the minimization of a suitable error criterion have been proposed and shown appropriate for this task. In this framework, two main classes of vector processing filters have been reported in the literature. Astola et al. (1990) introduce ...
متن کاملMultichannel filters for image processing
New filters for multichannel image processing are introduced and analysed. The proposed methodology constitutes a unifying and powerful framework for multichannel signal processing. The new filters use fuzzy membership functions based on different distance measures among the image vectors to adapt to local data in the image. Fuzzy aggregators are utilized to determine the weights in the propose...
متن کاملFuzzy adaptive filters for multichannel image processing
New filter classes for multichannel image processing are introduced and analyzed. The proposed methodology constitutes a unifying and powerful framework for multichannel image processing. The new filters use fuzzy membership functions based on different distance measures among the image vectors to adapt to local data in the image. The principle behind the new nonlinear filters is explained in d...
متن کامل