Image matching with an improved descriptor based on SIFT

被引:4
|
作者
Hu, Xuemei [1 ]
Ding, Yan [1 ]
机构
[1] Beijing Inst Technol, Sch Aerosp Engn, Minist Educ, Key Lab Dynam & Control Flight Vehicle, Beijing 10008, Peoples R China
关键词
SIFTRO; ring descriptor; scale factor; SIFT; image matching;
D O I
10.1117/12.2265595
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 a novel 30-dimension descriptor named SIFTRO(SIFT of Ring Order) to promote the matching speed, which is generated from 3 local ring areas. A new element reordering method is presented to ensure the descriptor's rotation invariance. To obtain the best scale factor for SIFTRO descriptor, the weight hierarchy decision model based on AHP is designed. The experiments show that the SIFTRO descriptor inherits the advantages of the invariance to image scaling, rotation and affine, and it also speeds up greatly in image matching, while the precision is improved compared with that of original SIFT.
引用
收藏
页数:7
相关论文
共 50 条
  • [1] Gun Bore Flaw Image Matching Based on Improved SIFT Descriptor
    Zeng, Luan
    Xiong, Wei
    Zhai, You
    [J]. EIGHTH INTERNATIONAL SYMPOSIUM ON PRECISION ENGINEERING MEASUREMENTS AND INSTRUMENTATION, 2013, 8759
  • [2] Improved SIFT descriptor applied to stereo image matching
    Zeng, Luan
    Zhai, You
    Xiong, Wei
    [J]. NINTH INTERNATIONAL SYMPOSIUM ON PRECISION ENGINEERING MEASUREMENTS AND INSTRUMENTATION, 2015, 9446
  • [3] Image Matching Based on LBP and SIFT Descriptor
    Kabbai, Leila
    Azaza, Aymen
    Abdellaoui, Mehrez
    Douik, Ali
    [J]. 2015 IEEE 12TH INTERNATIONAL MULTI-CONFERENCE ON SYSTEMS, SIGNALS & DEVICES (SSD), 2015,
  • [4] Research on Image Matching of Improved SIFT Algorithm Based on Stability Factor and Feature Descriptor Simplification
    Tang, Liang
    Ma, Shuhua
    Ma, Xianchun
    You, Hairong
    [J]. APPLIED SCIENCES-BASEL, 2022, 12 (17):
  • [5] An improvement to the SIFT descriptor for image representation and matching
    Liao, Kaiyang
    Liu, Guizhong
    Hui, Youshi
    [J]. PATTERN RECOGNITION LETTERS, 2013, 34 (11) : 1211 - 1220
  • [6] Remote Sensing Image Matching Based on Adaptive Binning SIFT Descriptor
    Sedaghat, Amin
    Ebadi, Hamid
    [J]. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2015, 53 (10): : 5283 - 5293
  • [7] Heterogeneous Image Matching Based on Improved SIFT Algorithm
    Yu Ziwen
    Zhang Ning
    Pan Yue
    Zhang Yue
    Wang Yuxuan
    [J]. LASER & OPTOELECTRONICS PROGRESS, 2022, 59 (12)
  • [8] An Image matching algorithm based on SIFT and Improved LTP
    Liu, Yi-ming
    Chen, Li-fang
    Liu, Yuan
    Wu, Hao-tian
    [J]. 2013 9TH INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND SECURITY (CIS), 2013, : 432 - 436
  • [9] Modified SIFT descriptor for image matching under interference
    Tang, Cheng-Yuan
    Wu, Yi-Leh
    Hor, Maw-Kae
    Wang, Wen-Hung
    [J]. PROCEEDINGS OF 2008 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-7, 2008, : 3294 - +
  • [10] Feature Matching of Fuzzy Multimedia Image Based on Improved SIFT Matching
    Liu, Jianfang
    [J]. RECENT ADVANCES IN ELECTRICAL & ELECTRONIC ENGINEERING, 2016, 9 (01) : 34 - 38