Effective Infrared Small Target Detection Utilizing a Novel Local Contrast Method

被引:187
作者
Qin, Yao [1 ]
Li, Biao [1 ]
机构
[1] Natl Univ Def Technol, Elect Sci & Engn Coll, Changsha 410073, Hunan, Peoples R China
关键词
Infrared (IR) image; novel local contrast measure (NLCM); small target detection; HUMAN VISUAL-SYSTEM; DIM;
D O I
10.1109/LGRS.2016.2616416
中图分类号
P3 [地球物理学]; P59 [地球化学];
学科分类号
0708 ; 070902 ;
摘要
Effective detection of small targets plays a pivotal role in infrared (IR) search and track applications for modern military defense or attack. Consequently, an effective small IR target detection algorithm based on a novel local contrast measure (NLCM) is proposed in this letter. Initially, difference of Gaussian band-pass filter is employed to enhance target and suppress background clutter. Then, a segmentation operation is implemented to obtain IR local regions of fixed size larger than general IR small target size. Finally, the salient map is obtained using the NLCM, and an adaptive threshold is applied to extract the target region. Experimental results on two real sequences show that the proposed method has better detection performance compared with conventional baseline methods.
引用
收藏
页码:1890 / 1894
页数:5
相关论文
共 15 条
[1]   Small target detection using two-dimensional least mean square (TDLMS) filter based on neighborhood analysis [J].
Cao, Yuan ;
Liu, RuiMing ;
Yang, Jie .
INTERNATIONAL JOURNAL OF INFRARED AND MILLIMETER WAVES, 2008, 29 (02) :188-200
[2]   A Local Contrast Method for Small Infrared Target Detection [J].
Chen, C. L. Philip ;
Li, Hong ;
Wei, Yantao ;
Xia, Tian ;
Tang, Yuan Yan .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2014, 52 (01) :574-581
[3]   Infrared Small Target Detection Based on Visual Attention [J].
Chen, Hao ;
Zhang, Hong ;
Cheng, Feiyang ;
Yuan, Ding ;
Sun, Mingui .
SIXTH INTERNATIONAL CONFERENCE ON GRAPHIC AND IMAGE PROCESSING (ICGIP 2014), 2015, 9443
[4]   Infrared small target detection based on modified local entropy and EMD [J].
Deng, He ;
Liu, Jianguo ;
Chen, Zhong .
CHINESE OPTICS LETTERS, 2010, 8 (01) :24-28
[5]  
Deng Y., 2015, P 2 INT C MECH AUT C, V334, P1153
[6]  
Ding C., 2015, J HUAZHONG U SCI TEC, P173
[7]   Small Infrared Target Detection Using Sparse Ring Representation [J].
Gao, Chengqiang ;
Zhang, Tianqi ;
Li, Qiang .
IEEE AEROSPACE AND ELECTRONIC SYSTEMS MAGAZINE, 2012, 27 (03) :21-30
[8]   Infrared Patch-Image Model for Small Target Detection in a Single Image [J].
Gao, Chenqiang ;
Meng, Deyu ;
Yang, Yi ;
Wang, Yongtao ;
Zhou, Xiaofang ;
Hauptmann, Alexander G. .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2013, 22 (12) :4996-5009
[9]   A Robust Infrared Small Target Detection Algorithm Based on Human Visual System [J].
Han, Jinhui ;
Ma, Yong ;
Zhou, Bo ;
Fan, Fan ;
Liang, Kun ;
Fang, Yu .
IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2014, 11 (12) :2168-2172
[10]   An improved infrared dim and small target detection algorithm based on the contrast mechanism of human visual system [J].
Shao, Xiaopeng ;
Fan, Hua ;
Lu, Guangxu ;
Xu, Jun .
INFRARED PHYSICS & TECHNOLOGY, 2012, 55 (05) :403-408