Salient Region Detection for Object Tracking

被引:0
作者
Chan, Fan [1 ]
Jiang, Min [2 ]
Tang, Jinshan [2 ,3 ]
机构
[1] Wuhan Univ Sci & Technol, Coll Informat Sci & Engn, Wuhan 430081, Hubei, Peoples R China
[2] Wuhan Univ Sci & Technol, Coll Comp Sci & Technol, Wuhan, Hubei, Peoples R China
[3] Michigan Technol Univ, Sch Technol, Houghton, MI 49931 USA
来源
MOBILE MULTIMEDIA/IMAGE PROCESSING, SECURITY, AND APPLICATIONS 2012 | 2012年 / 8406卷
关键词
Salient region detection; object tracking; similarity map; VISUAL-ATTENTION;
D O I
10.1117/12.921598
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In this paper, we propose an algorithm for salient region detection, which can be used in object detection, tracking, video monitoring, and other machine vision fields. The proposed algorithm firstly computes the global similarity between video frames to create a similarity map. Then it finds the coarse positions of moving regions in the similarity map. Finally, the moving objects are obtained by computing color similarity. The experimental results show that the proposed algorithm can detect salient regions effectively and can extract the moving objects in video sequences with static background.
引用
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页数:6
相关论文
共 10 条
[1]  
Achanta R, 2008, LECT NOTES COMPUT SC, V5008, P66
[2]  
Achanta R, 2009, PROC CVPR IEEE, P1597, DOI 10.1109/CVPRW.2009.5206596
[3]   Context-Aware Saliency Detection [J].
Goferman, Stas ;
Zelnik-Manor, Lihi ;
Tal, Ayellet .
2010 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR), 2010, :2376-2383
[4]  
Hunt R. W. G., 1998, WILEY IS T SERIES IM
[5]   A model of saliency-based visual attention for rapid scene analysis [J].
Itti, L ;
Koch, C ;
Niebur, E .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1998, 20 (11) :1254-1259
[6]  
KOCH C, 1985, HUM NEUROBIOL, V4, P219
[7]   Image enhancement in the JPEG domain for people with vision impairment [J].
Tang, J ;
Kim, J ;
Peli, E .
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 2004, 51 (11) :2013-2023
[8]  
Tang Jinshan, 2003, IEEE SIGNAL PROCESSI, V10
[9]   Locating human faces in a complex background including non-face skin colors [J].
Tang, JS ;
Acton, S .
JOURNAL OF ELECTRONIC IMAGING, 2003, 12 (03) :423-430
[10]   Image quality assessment: From error visibility to structural similarity [J].
Wang, Z ;
Bovik, AC ;
Sheikh, HR ;
Simoncelli, EP .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2004, 13 (04) :600-612