Feature point screening for image matching

被引:0
作者
Wei, Baoguo [1 ]
Liu, Jinwei [1 ]
Cai, Mingzhi [1 ]
Li, Xu [1 ]
Zhang, Yulan [1 ]
机构
[1] Northwestern Polytech Univ, Sch Elect Informat, Xian, Peoples R China
来源
PROCEEDINGS OF THE 2021 IEEE 16TH CONFERENCE ON INDUSTRIAL ELECTRONICS AND APPLICATIONS (ICIEA 2021) | 2021年
关键词
image matching; feature point screening; stability criterion; uniqueness criterion; significance criterion;
D O I
10.1109/ICIEA51954.2021.9516061
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Generally not all feature points contribute equally to feature matching. Stable, unique and salient feature points are helpful in efficient and accurate image matching. We propose three criteria for screening feature points, which are stability, uniqueness and saliency criterion. Based on stability criterion, robust and stable feature points can be preserved. According to uniqueness criterion, feature points with repeated features would be removed. And points with distinct characteristic information can be retained in accordance with saliency criterion. By eliminating feature points that do not meet these criteria, image matching can be more efficient and accurate. The screening criteria are incorporated into common matching algorithms to verify its effectiveness. Experimental results show that the feature point screening criteria proposed can improve the matching accuracy, repetition rate and matching speed over versatile scenario.
引用
收藏
页码:1405 / 1410
页数:6
相关论文
共 24 条
[1]   KAZE Features [J].
Alcantarilla, Pablo Fernandez ;
Bartoli, Adrien ;
Davison, Andrew J. .
COMPUTER VISION - ECCV 2012, PT VI, 2012, 7577 :214-227
[2]  
[Anonymous], 2008, COMPUT VIS IMAGE UND
[3]  
Barker S, 2017, Semi-supervised method for training multiple pattern recognition and registration tool models[P], Patent No. [20150003726-A1, 20150003726]
[4]  
Gao F, 2016, J BEIJING I TECHNOLO, V36, P1194
[5]   A Review of Point Feature Based Medical Image Registration [J].
Guan, Shao-Ya ;
Wang, Tian-Miao ;
Meng, Cai ;
Wang, Jun-Chen .
CHINESE JOURNAL OF MECHANICAL ENGINEERING, 2018, 31 (01)
[6]  
[韩敏 Han Min], 2019, [自动化学报, Acta Automatica Sinica], V45, P305
[7]  
Jia D >*Zhu N D, J IMAGE GRAPHICS
[8]  
[江泽涛 Jiang Zetao], 2019, [激光与红外, Laser and Infrared], V49, P251
[9]  
Li Jiaxiang, 2018, Computer Engineering and Applications, V54, P182, DOI 10.3778/j.issn.1002-8331.1611-0186
[10]   Distinctive image features from scale-invariant keypoints [J].
Lowe, DG .
INTERNATIONAL JOURNAL OF COMPUTER VISION, 2004, 60 (02) :91-110