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