Feature Point Matching Algorithm for Fusion of Color Invariants and SURB Detection

被引:1
作者
Chen Shu [1 ]
Yang Tian [1 ]
Sun Shunyuan [1 ]
机构
[1] Jiangnan Univ, Sch Internet Things Engn, Wuxi 211122, Jiangsu, Peoples R China
关键词
image processing; feature point matching; color invariant; information entropy; evaluation function;
D O I
10.3788/LOP55.051007
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
Aiming at the low operating efficiency and low matching accuracy problems in image matching, we propose an optimized matching method based on the color invariants and SURE [speeded up robust features-oriented FAST and rotated BRIEF (SURF-ORB)] detection on the basis of ORB matching algorithm. First of all, we obtain the color invariance of two images in the same complex scene through the color space transformation. Then, we use SURE algorithm to extract the feature points with the scale invariance and build an ORE arithmetic descriptor in chromatic information. At last, on the basis of classification and disposal of K nearest neighbor algorithm, we use the cost function and random sample consensus algorithm to remove the mismatching pairs. Results of standard graphics library ALOI and many other real images indicate that the proposed algorithm improves the image matching accuracy and shortens the image matching time in the complex environment.
引用
收藏
页数:8
相关论文
共 16 条
[1]   Sparse Feature Extraction for Pose-Tolerant Face Recognition [J].
Abiantun, Ramzi ;
Prabhu, Utsav ;
Savvides, Marios .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2014, 36 (10) :2061-2073
[2]   SURF: Speeded up robust features [J].
Bay, Herbert ;
Tuytelaars, Tinne ;
Van Gool, Luc .
COMPUTER VISION - ECCV 2006 , PT 1, PROCEEDINGS, 2006, 3951 :404-417
[3]  
Chen J, 2011, GEOMECHANICS AND GEOTECHNICS: FROM MICRO TO MACRO, VOLS 1 AND 2, P863
[4]  
HE F, 2017, ACTA OPT SINICA, V37
[5]   An adaptive image registration method based on SIFT features and RANSAC transform [J].
Hossein-Nejad, Zahra ;
Nasri, Mehdi .
COMPUTERS & ELECTRICAL ENGINEERING, 2017, 62 :524-537
[6]   Adaptive registration algorithm of color images based on SURF [J].
Huang, Liqin ;
Chen, Caigan ;
Shen, Henghua ;
He, Bingwei .
MEASUREMENT, 2015, 66 :118-124
[7]   Application of SURB Combined with Random Sample Consensus Algorithm in Shoe Uppers Matching [J].
Jing Junfeng ;
Xie Jia ;
Li Pengfei .
LASER & OPTOELECTRONICS PROGRESS, 2018, 55 (01)
[8]  
LIU RT, 2017, ACTA OPT SINICA, V37
[9]  
[刘威 Liu Wei], 2015, [激光与红外, Laser and Infrared], V45, P1380
[10]   Distinctive image features from scale-invariant keypoints [J].
Lowe, DG .
INTERNATIONAL JOURNAL OF COMPUTER VISION, 2004, 60 (02) :91-110