DocumentCode :
71591
Title :
Robust Match Fusion Using Optimization
Author :
Xiameng Qin ; Jianbing Shen ; Xiaoyang Mao ; Xuelong Li ; Yunde Jia
Author_Institution :
Beijing Lab. of Intell. Inf. Technol., Beijing Inst. of Technol., Beijing, China
Volume :
45
Issue :
8
fYear :
2015
fDate :
Aug. 2015
Firstpage :
1549
Lastpage :
1560
Abstract :
In this paper, we present a novel patch-based match and fusion algorithm by taking account of moving scene in a multiple exposure image sequence using optimization. A uniform iterative approach is developed to match and find the corresponding patches in different exposure images, which are then fused in each iteration. Our approach does not need to align the input multiple exposure images before the fusion process. Considering that the pixel values are affected by various exposure time, we design a new patch-based energy function that will be optimized to improve the matching accuracy. An efficient patch-based exposure fusion approach using the random walker algorithm is developed to preserve the moving objects from the input multiple exposure images. To the best of our knowledge, our algorithm is the first patch-based exposure fusion work to preserve the moving objects of dynamic scenes that does not need the registration process of different exposure images. Experimental results of moving scenes demonstrate that our algorithm achieves visually pleasing fusion results without ghosting artifacts, while the results produced by the state-of-the-art exposure fusion and tone mapping algorithms exhibit different levels of ghosting artifacts.
Keywords :
image fusion; image matching; image motion analysis; image sequences; iterative methods; optimisation; exposure images; ghosting artifact; iterative approach; moving objects preservation; multiple exposure image sequence; optimization; patch-based exposure fusion approach; patch-based match-and-fusion algorithm; pixel value; random walker algorithm; robust match fusion; tone mapping algorithm; Algorithm design and analysis; Cameras; Dynamic range; Heuristic algorithms; Image color analysis; Optimization; Reliability; Exposure fusion; moving scenes; optimization; patch-based match; random walker;
fLanguage :
English
Journal_Title :
Cybernetics, IEEE Transactions on
Publisher :
ieee
ISSN :
2168-2267
Type :
jour
DOI :
10.1109/TCYB.2014.2355140
Filename :
6899628
Link To Document :
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