Grab Cut Image Segmentation Based on Image Region

被引:0
作者
Li, Yubing [1 ]
Zhang, Jinbo [1 ]
Gao, Peng [1 ]
Jiang, Liangcheng [1 ]
Chen, Ming [1 ]
机构
[1] Southeast Univ, Natl Mobile Commun Res Lab, Nanjing 211111, Jiangsu, Peoples R China
来源
2018 IEEE 3RD INTERNATIONAL CONFERENCE ON IMAGE, VISION AND COMPUTING (ICIVC) | 2018年
关键词
image segmentation; grab cut; graph-based image segmentation;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Grab Cut algorithm is one of the most popular method in the field of image segmentation. It uses texture infor- mation and boundary information of image, and achieves good segmentation results with a small number of user interaction. But there are two significant drawbacks about this algorithm. Firstly, If the background is complex or the background and the object are very similar, the segmentation will not be very good. On the other hand, the relatively slow speed and Complex iterative process of the algorithm are greatly limited its application. In this paper, to develop these aspects, we proposed an improved grab cut algorithm. This algorithm is the combination of grab cut and graph-based image segmentation [1]. After the experiment, the improved algorithm is applied to more complex situation.
引用
收藏
页码:311 / 315
页数:5
相关论文
共 7 条
[1]   Efficient graph-based image segmentation [J].
Felzenszwalb, PF ;
Huttenlocher, DP .
INTERNATIONAL JOURNAL OF COMPUTER VISION, 2004, 59 (02) :167-181
[2]   Distinctive image features from scale-invariant keypoints [J].
Lowe, DG .
INTERNATIONAL JOURNAL OF COMPUTER VISION, 2004, 60 (02) :91-110
[3]   GrabCut - Interactive foreground extraction using iterated graph cuts [J].
Rother, C ;
Kolmogorov, V ;
Blake, A .
ACM TRANSACTIONS ON GRAPHICS, 2004, 23 (03) :309-314
[4]   GrabCut in One Cut [J].
Tang, Meng ;
Gorelick, Lena ;
Veksler, Olga ;
Boykov, Yuri .
2013 IEEE INTERNATIONAL CONFERENCE ON COMPUTER VISION (ICCV), 2013, :1769-1776
[5]   Evaluating Color Descriptors for Object and Scene Recognition [J].
van de Sande, Koen E. A. ;
Gevers, Theo ;
Snoek, Cees G. M. .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2010, 32 (09) :1582-1596
[6]  
van de Sande KEA, 2011, IEEE I CONF COMP VIS, P1879, DOI 10.1109/ICCV.2011.6126456
[7]   Region Fusion and Grab-cut Based Salient Object Segmentation [J].
Wang Hailuo ;
Wang Bo ;
Zhou Zhiqiang ;
Song Lu ;
Li Sun ;
Wu Shujie .
2014 SIXTH INTERNATIONAL CONFERENCE ON INTELLIGENT HUMAN-MACHINE SYSTEMS AND CYBERNETICS (IHMSC), VOL 1, 2014, :131-135