DocumentCode
1512889
Title
Constant Time Joint Bilateral Filtering Using Joint Integral Histograms
Author
Zhang, Ke ; Lafruit, Gauthier ; Lauwereins, Rudy ; Van Gool, Luc
Author_Institution
Imec, Katholieke Universiteit Leuven, Leuven, Belgium
Volume
21
Issue
9
fYear
2012
Firstpage
4309
Lastpage
4314
Abstract
In this brief, we present a constant time method for the joint bilateral filtering. First, we propose an image data structure, coined as joint integral histograms (JIHs). Extending the classic integral images and the integral histograms, it represents the global information of two correlated images. In a JIH, the value at each bin indicates an integral determined by the two images. Then, the joint bilateral filtering is transformed to computation and manipulation of histograms. Utilizing the JIHs, we are capable of joint bilateral filtering in constant time. Its performance is validated in a digital photography approach using Flash–noFlash image pairs. Compared with the brute-force method, the proposed method achieves a speedup factor of 2–3 orders of magnitude while producing similar filtering results.
Keywords
Ash; Computational complexity; Data structures; Histograms; Image edge detection; Joints; ${rm O}(1)$ computational complexity; Flash–noFlash images enhancement; joint bilateral filtering; joint integral histograms (JIHs);
fLanguage
English
Journal_Title
Image Processing, IEEE Transactions on
Publisher
ieee
ISSN
1057-7149
Type
jour
DOI
10.1109/TIP.2012.2198220
Filename
6197237
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