Research on the Grabcut Image Segmentation Method Based on Superpixel

被引:0
作者
Liu, Yang [1 ]
Zhou, Ningning [2 ]
Huang, Guofang [3 ]
机构
[1] Nanjing Univ Posts & Telecommun, Sch Comp, Nanjing, Jiangsu, Peoples R China
[2] Nanjing Univ Posts & Telecommun, Nanjing, Jiangsu, Peoples R China
[3] State Key Lab Smart Grid Protect & Control, Nanjing, Jiangsu, Peoples R China
来源
2017 12TH INTERNATIONAL CONFERENCE ON INTELLIGENT SYSTEMS AND KNOWLEDGE ENGINEERING (IEEE ISKE) | 2017年
基金
中国国家自然科学基金;
关键词
grabcut; superpixel; 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
In order to overcome the Excessive time complexity of bad quality when the disposing the picture whose foreground is similar to background of grabcut method,a grabcut method based on superpixel is proposed in this paper.This method,firstly,extracting the superpixel block of the picture.And then,splt the picture which is extracted.The experimental results show that this method is effective to improve the speed of segmeMation.What's more,this method can solve the problem of bad quality when the disposing the image whose foreground lis similar to background in a certain extent.This paper has certain advantage in disposing those Image whose sue are too big and foreground lis similar to background.
引用
收藏
页数:5
相关论文
共 12 条
[1]  
Chen Xiaodan, 2013, MODERN COMPUTER, P33
[2]  
Hou Ye, 2011, RES IMAGE SEGMENTATI, P35
[3]  
JiShaode Zhihua, 2016, INT C HLTH INF SCIEN, P22
[4]  
Liu Ming-Yu, 2011, CVPR, P124
[5]  
Masooleh MG, 2008, PROC WRLD ACAD SCI E, V28, P400
[6]   An improved watershed algorithm based on efficient computation of shortest paths [J].
Osma-Ruiz, Victor ;
Godino-Llorente, Juan I. ;
Saenz-Lechon, Nicolas ;
Gomez-Vilda, Pedro .
PATTERN RECOGNITION, 2007, 40 (03) :1078-1090
[7]   Image Segmentation Using Gray-Scale Morphology and Marker-Controlled Watershed Transformation [J].
Parvati, K. ;
Rao, B. S. Prakasa ;
Das, M. Mariya .
DISCRETE DYNAMICS IN NATURE AND SOCIETY, 2008, 2008
[8]   GrabCut in One Cut [J].
Tang, Meng ;
Gorelick, Lena ;
Veksler, Olga ;
Boykov, Yuri .
2013 IEEE INTERNATIONAL CONFERENCE ON COMPUTER VISION (ICCV), 2013, :1769-1776
[9]   Secrets of GrabCut and Kernel K-means [J].
Tang, Meng ;
Ben Ayed, Ismail ;
Marin, Dmitrii ;
Boykov, Yuri .
2015 IEEE INTERNATIONAL CONFERENCE ON COMPUTER VISION (ICCV), 2015, :1555-1563
[10]  
Veksler O., 2013, EUR C COMP VIS ECCV, P13