DocumentCode :
248653
Title :
Noise bias compensation of tone mapped noisy image
Author :
Iwahashi, Masahiro ; Kiya, Hitoshi
Author_Institution :
Nagaoka Univ. of Technol., Nagaoka, Japan
fYear :
2014
fDate :
27-30 Oct. 2014
Firstpage :
2654
Lastpage :
2658
Abstract :
This paper proposes a de-noising method especially for a biased noise. Even though a noise is assumed to have zero mean, an image processing such as tone mapping alters this property. Firstly, a precise estimation of the noise bias caused by a tone mapping function is derived considering discontinuity of a general form of the tone mapping. Secondly, a method of compensating the noise bias is introduced investigating estimation from observed noisy pixel values. Thirdly, the derived estimation is applied not only to compensate the noise bias, but also to reduce variance of the biased noise. Finally, significance of the proposed method is evaluated using HDR images in combination with a non-local mean filter.
Keywords :
image denoising; image filtering; HDR images; biased noise variance; denoising method; high dynamic range image; image processing; noise bias compensation; noise bias estimation; noisy pixel values; nonlocal mean filter; tone mapped noisy image; tone mapping function; zero mean; Estimation; Image quality; Noise measurement; PSNR; Probability density function; HDR; filter; image; mapping; noise;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Image Processing (ICIP), 2014 IEEE International Conference on
Conference_Location :
Paris
Type :
conf
DOI :
10.1109/ICIP.2014.7025537
Filename :
7025537
Link To Document :
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