A REMOTE SENSING IMAGERY AUTOMATIC FEATURE REGISTRATION METHOD BASED ON MEAN-SHIFT

被引:3
|
作者
Yang, Jian [1 ]
Huang, Qingqing [1 ]
Wu, Bin [1 ]
Chen, Jiansheng [1 ]
机构
[1] Chinese Acad Sci, Inst Remote Sensing Applicat, Beijing 100101, Peoples R China
关键词
Automatic Registration; Invariance Feature; Feature Match; SIFT; Mean-Shift;
D O I
10.1109/IGARSS.2012.6351019
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
Remote sensing image feature matching is a research hotspot in the remote sensing imagery processing. The existing algorithms maybe extract more feature points than need in fact, and should be improved in feature extraction and distribution control. In this Paper, we proposed a new method which reference object-oriented processing theory. After extract the local-Invariant feature points by SIFT, We split the two images into multi-scale objects by mean-shift segmentation. With removing the non-feature point of the surface features objects, we establish the affine transformation relations between all the useful objects using the constraints such as the angle constraints. Final we got the matching feature points set and find the affine transformation modal by the RANSAC method. UAV imaging experiments show that this method can guarantee the accuracy and effective.
引用
收藏
页码:2364 / 2367
页数:4
相关论文
共 50 条
  • [11] Automatic Extraction Tracking and Control of Robotic Based on Mean-shift
    Zhang, Yang
    Wang, Xiukun
    2019 IEEE INTERNATIONAL CONFERENCE ON MECHATRONICS AND AUTOMATION (ICMA), 2019, : 91 - 96
  • [12] A multiresolution feature based method for automatic registration of satellite imagery based on digital maps
    Samadzadegan, Farhad
    Saeedi, Sara
    Hosseini, Mohammad
    VISAPP 2006: PROCEEDINGS OF THE FIRST INTERNATIONAL CONFERENCE ON COMPUTER VISION THEORY AND APPLICATIONS, VOL 1, 2006, : 523 - +
  • [13] Mean-Shift Algorithm Fusing Multi Feature
    Zhong, Xian
    Tu, Kun
    Xia, Hongxia
    2017 IEEE 2ND ADVANCED INFORMATION TECHNOLOGY, ELECTRONIC AND AUTOMATION CONTROL CONFERENCE (IAEAC), 2017, : 1245 - 1249
  • [14] Adaptive mean-shift registration of white matter tractographies
    Zvitia, Orly
    Mayer, Arnaldo
    Greenspan, Hayit
    2008 IEEE INTERNATIONAL SYMPOSIUM ON BIOMEDICAL IMAGING: FROM NANO TO MACRO, VOLS 1-4, 2008, : 692 - 695
  • [15] Semivariogram-Based Spatial Bandwidth Selection for Remote Sensing Image Segmentation With Mean-Shift Algorithm
    Ming, Dongping
    Ci, Tianyu
    Cai, Hongyue
    Li, Longxiang
    Qiao, Cheng
    Du, Jinyang
    IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2012, 9 (05) : 813 - 817
  • [16] Automatic ground control points refinement for remote sensing imagery registration
    Jia, XP
    PROCEEDINGS OF THE 2005 INTELLIGENT SENSORS, SENSOR NETWORKS & INFORMATION PROCESSING CONFERENCE, 2005, : 145 - 149
  • [17] An automatic precision registration method based on SIFT and Harris feature for multi-source remote sensing images
    Ye, Yuanxin
    Liu, Liangming
    Lin, Liwen
    Fan, Qian
    SIXTH INTERNATIONAL SYMPOSIUM ON DIGITAL EARTH: MODELS, ALGORITHMS, AND VIRTUAL REALITY, 2010, 7840
  • [18] Adaptive homochromous disturbance elimination and feature selection based mean-shift vehicle tracking method
    Ding, Jie
    Lei, Bo
    Hong, Pu
    Wang, Chensheng
    2011 INTERNATIONAL CONFERENCE ON OPTICAL INSTRUMENTS AND TECHNOLOGY: OPTOELECTRONIC IMAGING AND PROCESSING TECHNOLOGY, 2011, 8200
  • [19] A Discriminative Feature-Based Mean-shift Algorithm for Object Tracking
    Xue, Chen
    Zhu, Ming
    Chen, Ai-hua
    2008 IEEE INTERNATIONAL SYMPOSIUM ON KNOWLEDGE ACQUISITION AND MODELING WORKSHOP PROCEEDINGS, VOLS 1 AND 2, 2008, : 217 - 220
  • [20] Robust registration of 3-D ultrasound images based on gabor filter and mean-shift method
    Cen, F
    Jiang, YF
    Zhang, ZJ
    Tsui, HT
    Lau, TK
    Xie, HN
    COMPUTER VISION AND MATHEMATICAL METHODS IN MEDICAL AND BIOMEDICAL IMAGE ANALYSIS, 2004, 3117 : 304 - 316