Active Colorization for Cartoon Line Drawings

doi:10.1109/TVCG.2020.3009949

	Active Colorization for Cartoon Line Drawings
	Chen, Shu-Yu 1,2; Zhang, Jia-Qi 3; Gao, Lin 1,2; He, Yue 1,2; Xia, Shihong 1,2; Shi, Min 3; Zhang, Fang-Lue 4
	2022-02-01
发表期刊	IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS
ISSN	1077-2626
卷号	28 期号:2 页码:1198-1208
摘要	In the animation industry, the colorization of raw sketch images is a vitally important but very time-consuming task. This article focuses on providing a novel solution that semiautomatically colorizes a set of images using a single colorized reference image. Our method is able to provide coherent colors for regions that have similar semantics to those in the reference image. An active-learning-based framework is used to match local regions, followed by mixed-integer quadratic programming (MIQP) which considers the spatial contexts to further refine the matching results. We efficiently utilize user interactions to achieve high accuracy in the final colorized images. Experiments show that our method outperforms the current state-of-the-art deep learning based colorization method in terms of color coherency with the reference image. The region matching framework could potentially be applied to other applications, such as color transfer.
关键词	Image color analysis Image segmentation Semantics Feature extraction Shape Machine learning Animation Active learning line drawing colorization region matching
DOI	10.1109/TVCG.2020.3009949
收录类别	SCI
语种	英语
资助项目	Royal Society Newton Advanced Fellowship[NAF\R2\192151] ; National Natural Science Foundation of China[61872440] ; CCF-Tencent Open Fund ; Tencent AI Lab Rhino-Bird Focused Research Program[JR202024] ; Beijing Municipal Natural Science Foundation[L182016] ; Youth Innovation Promotion Association CAS ; Victoria Early-Career Research Excellence Award
WOS研究方向	Computer Science
WOS类目	Computer Science, Software Engineering
WOS记录号	WOS:000736740300001
出版者	IEEE COMPUTER SOC
引用统计	被引频次：15[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://119.78.100.204/handle/2XEOYT63/18327
专题	中国科学院计算技术研究所期刊论文_英文
通讯作者	Gao, Lin
作者单位	1.Chinese Acad Sci, Inst Comp Technol, Beijing Key Lab Mobile Comp & Pervas Device, Beijing 100190, Peoples R China 2.Univ Chinese Acad Sci, Beijing 100190, Peoples R China 3.North China Elect Power Univ, Beijing 102206, Peoples R China 4.Victoria Univ Wellington, Sch Engn & Comp Sci, Wellington 6012, New Zealand
推荐引用方式 GB/T 7714	Chen, Shu-Yu,Zhang, Jia-Qi,Gao, Lin,et al. Active Colorization for Cartoon Line Drawings[J]. IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS,2022,28(2):1198-1208.
APA	Chen, Shu-Yu.,Zhang, Jia-Qi.,Gao, Lin.,He, Yue.,Xia, Shihong.,...&Zhang, Fang-Lue.(2022).Active Colorization for Cartoon Line Drawings.IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS,28(2),1198-1208.
MLA	Chen, Shu-Yu,et al."Active Colorization for Cartoon Line Drawings".IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS 28.2(2022):1198-1208.