Perceptual color correction through variational techniques

被引:125
作者
Bertalmio, Marcelo [1 ]
Caselles, Vicent
Provenzi, Edoardo
Rizzi, Alessandro
机构
[1] Univ Pompeu Fabra, Dept Tecnol, Barcelona 08003, Spain
[2] Univ Milan, Dipartimento Tecnol Informaz, I-26013 Crema, CR, Italy
关键词
automatic color enhancement (ACE); color appearance; color perception; histogram equalization; variational techniques;
D O I
10.1109/TIP.2007.891777
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
-In this paper, we present a discussion about perceptual-based color correction of digital images in the framework of variational techniques. We propose a novel image functional whose minimization produces a perceptually inspired color enhanced version of the original. The variational formulation permits a more flexible local control of contrast adjustment and attachment to data. We show that a numerical implementation of the gradient descent technique applied to this energy functional coincides with the equation of automatic color enhancement (ACE), a particular perceptual-based model of color enhancement. Moreover, we prove that a numerical approximation of the Euler-Lagrange equation reduces the computational complexity of ACE from O(N-2) to O(N log N), where N is the total number of pixels in the image.
引用
收藏
页码:1058 / 1072
页数:15
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