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http://dx.doi.org/10.3837/tiis.2016.04.021

A Tone Mapping Algorithm Based on Multi-scale Decomposition  

Li, Weizhong (School of Electronic Information, Wuhan University)
Yi, Benshun (School of Electronic Information, Wuhan University)
Huang, Taiqi (School of Electronic Information, Wuhan University)
Yao, Weiqing (School of Electronic Information, Wuhan University)
Peng, Hong (School of Electronic Information, Wuhan University)
Publication Information
KSII Transactions on Internet and Information Systems (TIIS) / v.10, no.4, 2016 , pp. 1846-1863 More about this Journal
Abstract
High dynamic range (HDR) images can present the perfect real scene and rich color information. A commonly encountered problem in practical applications is how to well visualize HDR images on standard display devices. In this paper, we propose a multi-scale decomposition method using guided filtering for HDR image tone mapping. In our algorithm, HDR images are directly decomposed into three layers:base layer, coarse scale detail layer and fine detail layer. We propose an effective function to compress the base layer and the coarse scale detail layer. An adaptive function is also proposed for detail adjustment. Experimental results show that the proposed algorithm effectively accomplishes dynamic range compression and maintains good global contrast as well as local contrast. It also presents more image details and keeps high color saturation.
Keywords
Guided filtering; HDR images; tone mapping; multi-scale decomposition; adaptive detail adjustment;
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1 R.K.Chaurasiya and K.R. Ramakrishnan, "High Dynamic Range Imaging," in Proc. of International Conference on Communication Systems and Network Technologies, pp. 83-89, April 6-8,2013. Article (CrossRef Link)
2 E. Reinhard, W. Heidrich and K. Myszkowski, “High Dynamic Range Imaging: Acquisition, Display, and Image-based Lighting,” Morgan Kaufmann, 2010. Article (CrossRef Link)
3 G. R. Newsham, D. Cetege, J. A. Veitch and L. Whitehead, “Comparing lighting quality evaluations of real scenes with those from high dynamic range and conventional images,” ACM Transactions on Applied Perception, vol. 7, no. 2, pp. 1-25, February, 2010. Article (CrossRef Link)   DOI
4 F.Banterle, A.Artusi, K. Debattista and A. Chalmers, “Advanced high dynamic range imaging: theory and practice,” AK Peters (now CRC Press), Natick, 2011. Article (CrossRef Link)
5 B.J. Lee and B.C. Song, "Local Tone Mapping using Sub-band Decomposed Multi-scaleRetinex for High Dynamic Range Images," in Proc. of International Conference on ConsumerElectronics, pp.125-128,January 10-13 ,2014. Article (CrossRef Link)
6 J. Bae, K. Kim,Y.J. Yun and J. Kim, "Adaptive tone-mapping operator for HDR images based on image statistics," IEEE Region 10 Conference ,pp.1435-1438, November 21-24,2011. Article (CrossRef Link)
7 G.J. Ward, "The RADIANCE lighting simulation and rendering system," in Proc. of the 21st annual conference on Computer graphics and interactive techniques, pp.459-472, July,1994. Article (CrossRef Link)
8 G. W. Larson, H. Rushmeier and C. Piatko, “A visibility matching tone reproduction operator for high dynamic range scenes,” IEEE Transactions on Visualization and Computer Graphics, vol. 3, no. 4, pp. 291–306,1997. Article (CrossRef Link)   DOI
9 E. Reinhard, M. Stark, P. Shirley and D. Ferwerda, “Photographic tone reproduction for digital images,” ACM Transactions on Graphics (TOG), vol. 21, no. 3, pp.267-276, 2002. Article (CrossRef Link)   DOI
10 F. Durand and J. Dorsey, “Fast bilateral filtering for the display of high-dynamic-range images,” ACM Transactions on Graphics (TOG), vol. 21, no. 3, pp. 257–266, 2002. Article (CrossRef Link)   DOI
11 Y.H. Yee and S.Pattanaik, “Segmentation and adaptive assimilation for detail-preserving display of high-dynamic range images,” The Visual Computer, vol. 19, no. 7-8, pp. 457-466, 2003. Article (CrossRef Link)   DOI
12 F. Drago, K. Myszkowski, T. Annen and N. Chiba, “Adaptive logarithmic mapping for displaying high contrast scenes,” Computer Graphics Forum, vol. 22, no. 3,pp.419–426, 2003. Article (CrossRef Link)   DOI
13 J.Kuang, G.M.Johnson and M.D.Fairchild, “iCAM06: A refined image appearance model for HDR image rendering,” Journal of Visual Communication and Image Representation, vol.18, no. 5,pp. 406-414,2007. Article (CrossRef Link)   DOI
14 G.Qiu and J.Duan, "An optimal tone reproduction curve operator for the display of high dynamic range images," in Proc. of IEEE International Symposium on Circuits and Systems, vol. 6, pp. 6276-6279, May 23-26, 2005. Article (CrossRef Link)
15 S. Paris, S. W. Hasinoff and J. Kautz, “Local Laplacian filters: edgeaware image processing with a Laplacian pyramid,” ACM Transactions on Graphics (TOG), vol.30, no.4, pp.1-11, 2011. Article (CrossRef Link)   DOI
16 S.M.Chae, S.H.Lee and H.J.Kwon, “A Tone Compression Model for the Compensation of White Point Shift Generated from HDR Rendering ,” IEICE Transactions on Fundamentals of Electronics Communications and Computer Sciences, vol.95, no. 8, pp.1297-1301, 2012. Article (CrossRef Link)   DOI
17 T.Murofushi, M.Iwahashi and H.Kiya, "An integer tone mapping operation for hdr images expressed in floating point data," in Proc. of IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp. 2479-2483, May 26-31, 2013. Article (CrossRef Link)
18 K. He, J. Sun and X. Tang, "Guided image filtering," IEEE Transactions on Pattern Analysis and Machine Intelligence, vol.35, no.6, pp.1397-1409, 2013. Article (CrossRef Link)   DOI
19 R. Fattal, D. Lischinski and M. Werman, “Gradient domain high dynamic range compression,” ACM Transactions on Graphics (TOG), vol.21, no.3, pp.249–256, 2002. Article (CrossRef Link)   DOI
20 S. N. Pattanaik, J.Tumblin and H.Yee, "Time-dependent visual adaptation for fast realistic image display," in Proc. of the 27th annual conference on Computer graphics and interactive techniques, pp. 47-54, 2000. Article (CrossRef Link)
21 J. C. Stevens and S.S. Stevens, “Brightness function: effects of adaptation,” Journal of the Optical Society of America, vol. 53, no. 3, pp. 375 –384, 1963. Article (CrossRef Link)   DOI
22 H.Yeganeh and Z.Wang, “Objective quality assessment of tone-mapped images,” IEEE Transactions on Image Processing, vol. 22, no.2,pp. 657-667, 2013. Article (CrossRef Link)   DOI
23 A. A.Goshtasby, “Fusion of multi-exposure images,” Image and Vision Computing, vol. 23, no. 6, pp. 611-618, 2005. Article (CrossRef Link)   DOI