DocumentCode :
1907648
Title :
A multiscale retinex with low computational cost
Author :
Kawasaki, Keisuke ; Taguchi, Akira
Author_Institution :
Dept. of Med. Eng., Tokyo City Univ., Tokyo, Japan
fYear :
2013
fDate :
4-6 Sept. 2013
Firstpage :
787
Lastpage :
790
Abstract :
In this paper, we propose a multi-scale retinex (MSR) in the wavelet transformation domain. Retinex method mainly of two steps: estimation and normalization of illumination. Illumination has only low-frequency components. The estimation of illumination can be performed by using the coarse component in the wavelet expansion of input image. Therefore, high-frequency components in the wavelet expansion are preserved. The proposed Retinex can preserve the high-frequency components of the input image, and get a better enhanced image compared to the output of standard MSR. The output of standard MSR is a weighted sum of several different SSR outputs. Thus, the MSR algorithm has still heavy processing to deal such as motion pictures because of Gaussian filter with wide surround space is used. On the other hand, in our method, Gaussian filtering is applied to half or quarter the size of original image. Furthermore, the surround space of Gaussian filter can be set small. Thus, the computational cost is only 1% of the standard MSR.
Keywords :
Gaussian processes; image enhancement; image motion analysis; lighting; wavelet transforms; Gaussian filter; SSR outputs; enhanced image; illumination estimation; illumination normalization; low computational cost; low-frequency components; motion pictures; multiscale retinex; retinex method; standard MSR; wavelet expansion; wavelet transformation domain; wide surround space; Computational efficiency; Filtering theory; Indexes; Lighting; Standards; Wavelet transforms; computational cost; contrast enhancement; multiscale retinex; wavelet transformation;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Communications and Information Technologies (ISCIT), 2013 13th International Symposium on
Conference_Location :
Surat Thani
Print_ISBN :
978-1-4673-5578-0
Type :
conf
DOI :
10.1109/ISCIT.2013.6645968
Filename :
6645968
Link To Document :
بازگشت