Title :
A method for predicting denoising efficiency for color images
Author :
Rubel, Oleksii S. ; Kozhemiakin, Ruslan O. ; Krivenko, Sergey S. ; Lukin, Vladimir V. ; Vozel, Benoit ; Chehdi, Kacem
Author_Institution :
Dept. of Transmitters, Nat. Aerosp. Univ. - KhAI, Kharkov, Ukraine
Abstract :
A method to predict denoising efficiency of filters based on discrete cosine transform (DCT) for multichannel images is proposed. Multichannel (3D) standard DCT-based filter and C-BM3D are considered with application to suppression of additive white Gaussian Noise (AWGN) in RGB-color images. PSNR and PSNR-HMA metrics are exploited to assess quality of images before and after filtering. The proposed method uses image statistics in DCT domain and fitting simple monotonic functions into scatter-plots for prediction of filtering efficiency. It is shown that the prediction method has high performance and requires computational burden much lower than DCT-based filtering itself.
Keywords :
AWGN; discrete cosine transforms; image colour analysis; image denoising; interference suppression; C-BM3D; DCT-based filter; RGB-color images; additive white Gaussian noise; discrete cosine transform; filters denoising efficiency; multichannel 3D standard; multichannel images; Discrete cosine transforms; Filtering; Measurement; Noise; Noise reduction; Reactive power; Three-dimensional displays; BM3D; DCT; denoising; efficiency predicting; regression analysis;
Conference_Titel :
Electronics and Nanotechnology (ELNANO), 2015 IEEE 35th International Conference on
Conference_Location :
Kiev
DOI :
10.1109/ELNANO.2015.7146897