Variational models for image colorization via chromaticity and brightness decomposition

被引:56
作者
Kang, Sung Ha [1 ]
March, Riccardo
机构
[1] Univ Kentucky, Dept Math, Lexington, KY 40515 USA
[2] CNR, Ist Applicaz Calcolo, I-00161 Rome, Italy
关键词
chromaticity; color images; colorization; harmonic maps; image decomposition; total variation (TV) minimization; variational methods;
D O I
10.1109/TIP.2007.903257
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Colorization refers to an image processing task which recovers color in grayscale images when only small regions with color are given. We propose a couple of variational models using chromaticity color components to colorize black and white images. We first consider total variation minimizing (TV) colorization which is an extension from TV inpainting to color using chromaticity model. Second, we further modify our model to weighted harmonic maps for colorization. This model adds edge information from the brightness data, while it reconstructs smooth color values for each homogeneous region. We introduce penalized versions of the variational models, we analyze their convergence properties, and we present numerical results including extension to texture colorization.
引用
收藏
页码:2251 / 2261
页数:11
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