Colorization using optimization

被引:1158
作者
Levin, A [1 ]
Lischinski, D [1 ]
Weiss, Y [1 ]
机构
[1] Hebrew Univ Jerusalem, Sch Engn & Comp Sci, IL-91905 Jerusalem, Israel
来源
ACM TRANSACTIONS ON GRAPHICS | 2004年 / 23卷 / 03期
关键词
colorization; recoloring; segmentation;
D O I
10.1145/1015706.1015780
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
Colorization is a computer-assisted process of adding color to a monochrome image or movie. The process typically involves segmenting images into regions and tracking these regions across image sequences. Neither of these tasks can be performed reliably in practice; consequently, colorization requires considerable user intervention and remains a tedious, time-consuming, and expensive task. In this paper we present a simple colorization method that requires neither precise image segmentation, nor accurate region tracking. Our method is based on a simple premise: neighboring pixels in space-time that have similar intensities should have similar colors. We formalize this premise using a quadratic cost function and obtain an optimization problem that can be solved efficiently using standard techniques. In our approach an artist only needs to annotate the image with a few color scribbles, and the indicated colors are automatically propagated in both space and time to produce a fully colorized image or sequence. We demonstrate that high quality colorizations of stills and movie clips may be obtained from a relatively modest amount of user input.
引用
收藏
页码:689 / 694
页数:6
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