DocumentCode :
2286185
Title :
Statistical filtering of raster map images
Author :
Chen, Minjie ; Xu, Mantao ; Fränti, Pasi
Author_Institution :
Sch. of Comput., Univ. of Eastern Finland, Joensuu, Finland
fYear :
2010
fDate :
19-23 July 2010
Firstpage :
394
Lastpage :
399
Abstract :
Filtering of raster map images or more general class of palette-indexed images can be considered as a discrete denoising problem with finite color output. Statistical features of local context are used to avoid damages of some specific but frequently occurring contexts caused by conventional filters. Several context-based approaches have been developed using either fixed context templates or context tree modeling. However, these algorithms are limited to deal with image with finite color input. In this paper, we further extended the method to a specific continuous-input-finite-output problem, in which the map images are corrupted by additive Gaussian noise instead. This extended method iteratively conducts a fusion procedure based on the probability distribution of pixels´ intensity in RGB space and their conditional probabilities in the local contexts. Experimental results have demonstrated that the proposed algorithm is very efficient in filtering both impulsive and additive Gaussian noise.
Keywords :
AWGN; cartography; filtering theory; image denoising; statistical distributions; RGB space; additive Gaussian noise; context templates; context tree modeling; context-based approach; continuous-input-finite-output problem method; discrete denoising problem; palette-indexed images; probability distribution; raster map images; statistical features; statistical filtering; Colored noise; Context; Filtering; Gaussian noise; Image color analysis; Pixel; context tree modeling; denoising; map image; statistical filtering;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Multimedia and Expo (ICME), 2010 IEEE International Conference on
Conference_Location :
Suntec City
ISSN :
1945-7871
Print_ISBN :
978-1-4244-7491-2
Type :
conf
DOI :
10.1109/ICME.2010.5583054
Filename :
5583054
Link To Document :
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