Guided image completion by confidence propagation

被引:7
|
作者
Tan, Xiao [1 ]
Sun, Changming [2 ]
Wong, Kwan-Yee K. [1 ]
Pham, Tuan D. [3 ]
机构
[1] Univ Hong Kong, Pokfulam, Hong Kong, Peoples R China
[2] CSIRO Computat Informat, N Ryde, NSW 1670, Australia
[3] Univ Aizu, Aizu Res Cluster Med Engn & Informat, Fukushima 9658580, Japan
基金
澳大利亚研究理事会;
关键词
Confidence propagation; Image completion; Image segmentation; Colorization;
D O I
10.1016/j.patcog.2015.08.003
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper presents a new guided image completion method which fills any missing values by considering information from a guidance image. We develop a confidence propagation scheme that allows the filling process to be carried out simultaneously without the need of deciding the filling order. We conduct experiments in several applications where the problem can be formulated into a guided image completion problem, such as interactive segmentation and colorization. The experimental results show that our method provides good results and succeeds in situations where conventional methods fail. In addition, as all building blocks are parallel processes, our method is much suitable for hardware acceleration. (C) 2015 Elsevier Ltd. All rights reserved.
引用
收藏
页码:210 / 222
页数:13
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