A Method of Image Matching Used in Image-Based Modeling System

被引:1
|
作者
Yi, Chengtao [1 ]
Wang, Xiaotong [1 ]
Xu, Xiaogang [1 ]
机构
[1] Dalian Naval Acad, Dalian, Peoples R China
来源
2009 INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE AND COMPUTATIONAL INTELLIGENCE, VOL III, PROCEEDINGS | 2009年
关键词
image matching; SIFT; RANSAC; Epipolar constraints;
D O I
10.1109/AICI.2009.32
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In order to restrain the high sensitivity to image noise and non-linearity transform as for the traditional automatic matching algorithm in the system of image-based modeling, a new simplified algorithm based on SIFT(Scale Invariant Feature Transform) was provided. Firstly, for avoiding the problem of losing of information, position excursion and the fake keypoints, the features were detected and captured in multi-scale space. Secondly, the reversible image matching algorithm was adopted based on simplifying SIFT local feature descriptor for accurate matching. Lastly, the matching algorithm was optimized by using RANSAC and the approximate nearest neighbor algorithm in the light of epipolar constraints. The experimental results demonstrated the robustness and efficiency of the algorithm.
引用
收藏
页码:449 / 451
页数:3
相关论文
共 50 条
  • [31] Fast matching method between infrared image and optical image
    Liu, Jing
    Sun, Jiyin
    Zhu, Junlin
    Luo, Xiaochun
    MIPPR 2007: AUTOMATIC TARGET RECOGNITION AND IMAGE ANALYSIS; AND MULTISPECTRAL IMAGE ACQUISITION, PTS 1 AND 2, 2007, 6786
  • [32] Geometric structure based image clustering and image matching
    Zhang, Sulan
    Shi, Chunqi
    Zhang, Zhiyong
    Shi, Zhongzhi
    PROCEEDINGS OF THE FIFTH IEEE INTERNATIONAL CONFERENCE ON COGNITIVE INFORMATICS, VOLS 1 AND 2, 2006, : 380 - 385
  • [33] Block-based image matching for image retrieval
    Wang, Yanhong
    Zhao, Ruizhen
    Liang, Liequan
    Zheng, Xinwei
    Cen, Yigang
    Kan, Shichao
    JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION, 2021, 74
  • [34] Image Matching Based on LBP and SIFT Descriptor
    Kabbai, Leila
    Azaza, Aymen
    Abdellaoui, Mehrez
    Douik, Ali
    2015 IEEE 12TH INTERNATIONAL MULTI-CONFERENCE ON SYSTEMS, SIGNALS & DEVICES (SSD), 2015,
  • [35] Hierarchical Image Matching Algorithm Based On SIFT
    Dou, Jianfang
    Qin, Qin
    Tu, Zimei
    PROCEEDINGS OF THE 30TH CHINESE CONTROL AND DECISION CONFERENCE (2018 CCDC), 2018, : 5819 - 5822
  • [36] Robust image matching based on the information of SIFT
    Dou, Jianfang
    Qin, Qin
    Tu, Zimei
    OPTIK, 2018, 171 : 850 - 861
  • [37] Image matching with an improved descriptor based on SIFT
    Hu, Xuemei
    Ding, Yan
    SEVENTH INTERNATIONAL CONFERENCE ON ELECTRONICS AND INFORMATION ENGINEERING, 2017, 10322
  • [38] A New Robust Image Matching Method Based on Distance Reciprocal
    赵春江
    施文康
    邓勇
    JournalofShanghaiJiaotongUniversity, 2004, (04) : 7 - 10
  • [39] An Indoor Localization Method of Image Matching Based on Deep Learning
    Yang, Guihua
    Liang, Yu
    PROCEEDINGS OF THE 2018 INTERNATIONAL CONFERENCE ON MECHANICAL, ELECTRONIC, CONTROL AND AUTOMATION ENGINEERING (MECAE 2018), 2018, 149 : 88 - 93
  • [40] Structure displacement extraction method based on image feature matching
    Chen, Xiaoting
    Wang, Youming
    Tan, Jiyong
    2024 IEEE INTERNATIONAL CONFERENCE ON MECHATRONICS AND AUTOMATION, ICMA 2024, 2024, : 20 - 25