Title :
Fuzzifying images using fuzzy wavelet denoising
Author :
Giovanni Palma;Isabelle Bloch;Serge Muller;Razvan Iordache
Author_Institution :
GE Healthcare and TELECOM ParisTech
Abstract :
Fuzzy connected filters were recently introduced as an extension of connected filters within the fuzzy set framework. They rely on the representation of the image gray levels by fuzzy quantities, which are suitable to represent imprecision usually contained in images. No robust construction method of these fuzzy images has been introduced so far. In this paper we propose a generic method to fuzzify a crisp image in order to explicitly take imprecision on grey levels into account. This method is based on the conversion of statistical noise present in an image, which cannot be directly represented by fuzzy sets, into a denoising imprecision. The detectability of constant gray level structures in these fuzzy images is also discussed.
Keywords :
"Noise reduction","Fuzzy sets","Filters","Pixel","Telecommunications","Filtering","Medical services","Noise robustness","Image converters","Image processing"
Conference_Titel :
Fuzzy Systems, 2009. FUZZ-IEEE 2009. IEEE International Conference on
Print_ISBN :
978-1-4244-3596-8
DOI :
10.1109/FUZZY.2009.5277104