Noise Reduction and Adaptive Contrast Enhancement for Local Tone Mapping

被引:14
作者
Lee, Ji Won [1 ]
Park, Rae-Hong [2 ]
Chang, SoonKeun [3 ]
机构
[1] Sogang Univ, Sch Engn, Dept Elect Engn, Seoul 121742, South Korea
[2] Sogang Univ, Interdisciplinary Program Integrated Biotechnol, Seoul 121742, South Korea
[3] Samsung Elect Co Ltd, Picture Qual Lab, Digital Imaging Business, Suwon 443742, Gyeonggido, South Korea
关键词
bilateral filter; contrast enhancement; high dynamic range; noise reduction; subband decomposition; tone mapping; COLOR CORRECTION; REMOVAL;
D O I
10.1109/TCE.2012.6227463
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In this paper, we propose a noise reduction method and an adaptive contrast enhancement for local tone mapping (TM). The proposed local TM algorithm compresses the luminance of high dynamic range (HDR) image and decomposes the compressed luminance of HDR image into multi-scale subbands using the discrete wavelet transform. For noise reduction, the decomposed images are filtered using a bilateral filter and soft-thresholding. And then, the dynamic ranges of the filtered subbands are enhanced by considering local contrast using the modified luminance compression function. Finally, the color of the tone-mapped image is reproduced using an adaptive saturation control parameter. We generate the tone-mapped image using the proposed local TM. Computer simulation with noisy HDR images shows the effectiveness of the proposed local TM algorithm in terms of visual quality as well as the local contrast. It can be used in various displays with noise reduction and contrast enhancement.
引用
收藏
页码:578 / 586
页数:9
相关论文
共 17 条
[1]   Adaptive wavelet thresholding for image denoising and compression [J].
Chang, SG ;
Yu, B ;
Vetterli, M .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2000, 9 (09) :1532-1546
[2]  
Debevec P. E., 1997, Computer Graphics Proceedings, SIGGRAPH 97, P369, DOI 10.1145/258734.258884
[3]  
Durand F, 2002, ACM T GRAPHIC, V21, P257, DOI 10.1145/566570.566574
[4]  
Fattal R, 2002, ACM T GRAPHIC, V21, P249
[5]   iCAM06: A refined image appearance model for HDR image rendering [J].
Kuang, Jiangtao ;
Johnson, Garrett M. ;
Fairchild, Mark D. .
JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION, 2007, 18 (05) :406-414
[6]  
Lee J. W., 2011, P 2011 IEEE S CONS E
[7]  
Lee JW, 2011, IEEE T CONSUM ELECTR, V57, P209, DOI 10.1109/TCE.2011.5735504
[8]   Tone Mapping Using Color Correction Function and Image Decomposition in High Dynamic Range Imaging [J].
Lee, Ji Won ;
Park, Rae-Hong ;
Chang, SoonKeun .
IEEE TRANSACTIONS ON CONSUMER ELECTRONICS, 2010, 56 (04) :2772-2780
[9]   Compressing and companding high dynamic range images with subband architectures [J].
Li, YZ ;
Sharan, L ;
Adelson, EH .
ACM TRANSACTIONS ON GRAPHICS, 2005, 24 (03) :836-844
[10]  
Liu C, 2008, IEEE T PATTERN ANAL, V30, P299, DOI [10.1109/TPAMI.2007.1176, 10.1109/TPAMI.20071176]