Title :
DCT coefficient statistics in images corrupted by spatially correlated noise
Author :
Roenko, Alexey ; Lukin, Vladimir ; Djurovic, Igor
Author_Institution :
Dept. of Signal Reception, Transm. & Process., Nat. Aerosp. Univ., Kharkov, Ukraine
Abstract :
The analysis task of image discrete cosine transform (DCT) coefficients in case of spatially correlated noise is considered. Several estimators of shape parameter of generalized Gaussian distribution based on the forth central moment as well as percentile coefficient of kurtosis are applied in the research. It is shown that spatially correlated type of noise considerably influences statistics of DCT coefficients both in each particular image block and for a given spatial frequency for all image blocks. Histogram analysis of shape parameter estimates shows that noise type can be distinguished based on the mode position and its value.
Keywords :
Gaussian distribution; correlation methods; discrete cosine transforms; image denoising; parameter estimation; statistics; DCT coefficient statistics; forth central moment; generalized Gaussian distribution; histogram analysis; image block; image discrete cosine transform coefficient analysis task; kurtosis percentile coefficient; shape parameter estimators; spatial frequency; spatially correlated noise corrupted images; Discrete cosine transforms; Educational institutions; DCT coefficient statistics; noisy image; tail heaviness;
Conference_Titel :
Embedded Computing (MECO), 2013 2nd Mediterranean Conference on
Conference_Location :
Budva
DOI :
10.1109/MECO.2013.6601344