CHANGE DETECTION IN MULTITEMPORAL HR SAR IMAGES: A HYPOTHESIS TEST-BASED APPROACH

被引:4
|
作者
Horta, Michelle M. [1 ]
Mascarenhas, Nelson D. A. [1 ]
Sportouche, H. [2 ]
Seichepine, N. [2 ]
Tupin, F. [2 ]
Nicolas, J. -M. [2 ]
机构
[1] Univ Fed Sao Carlos, Dept Comp, BR-13565905 Sao Carlos, SP, Brazil
[2] Inst Telecom, Telecom Paris Tech LTCI, TSI Dept, F-75634 Paris, France
基金
巴西圣保罗研究基金会;
关键词
multi-temporal SAR image; step change pattern; maximum likelihood ratio test; non-local filtering;
D O I
10.1109/IGARSS.2012.6351560
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
Starting with a comparison of state of the art criteria and the influence of filtering, this paper presents an analysis tool for multi-temporal SAR images. It is based on the detection of a step change pattern with a generalized maximum likelihood ratio test. Compared to previous works on similar subject, the proposed approach takes into account a filtering step by a non-local approach and a spatially varying equivalent number of looks. Performance analysis is first done on synthetic data and then results on a real data set are analyzed.
引用
收藏
页码:374 / 377
页数:4
相关论文
共 50 条
  • [1] An approach to unsupervised change detection in multitemporal SAR images based on the generalized Gaussian distribution
    Bazi, Y
    Bruzzone, L
    Melgani, F
    IGARSS 2004: IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM PROCEEDINGS, VOLS 1-7: SCIENCE FOR SOCIETY: EXPLORING AND MANAGING A CHANGING PLANET, 2004, : 1402 - 1405
  • [2] An unsupervised approach based on geometrical structures to automatic change detection in multitemporal SAR images
    Chang, Bao
    Zhang, Gong
    Tien Tzu Hsueh Pao/Acta Electronica Sinica, 2011, 39 (09): : 2125 - 2129
  • [3] An adaptive multiscale approach to unsupervised change detection in multitemporal SAR images
    Bovolo, F
    Bruzzone, L
    2005 INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP), VOLS 1-5, 2005, : 1069 - 1072
  • [4] A Markovian Approach for Urban Change Detection in Multitemporal Complex SAR Images
    Baselice, Fabio
    Ferraioli, Giampaolo
    Pascazio, Vito
    2013 JOINT URBAN REMOTE SENSING EVENT (JURSE), 2013, : 143 - 146
  • [5] An unsupervised approach based on the generalized Gaussian model to automatic change detection in multitemporal SAR images
    Bazi, Y
    Bruzzone, L
    Melgani, F
    IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2005, 43 (04): : 874 - 887
  • [6] Change detection based on region likelihood ratio in multitemporal SAR images
    Shuai, Yong-min
    Xu, Xin
    Sun, Hong
    Xu, Ge
    2006 8TH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING, VOLS 1-4, 2006, : 827 - +
  • [7] Laplacian pyramid-based change detection in multitemporal SAR images
    Geetha, R. Vijaya
    Kalaivani, S.
    EUROPEAN JOURNAL OF REMOTE SENSING, 2019, 52 (01) : 463 - 483
  • [8] Usage of multitemporal filtering of SAR images for change detection
    Romero, Rosana
    Marcos, Jesus Sanz
    Carrasco, Daniel
    Moreno, Victoriano
    Valero, Juan Luis
    Lafitte, Marc
    IGARSS: 2007 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM, VOLS 1-12: SENSING AND UNDERSTANDING OUR PLANET, 2007, : 1955 - +
  • [9] A variational change detection method for multitemporal SAR images
    Chen, Yin
    Cremers, Armin B.
    Cao, Zhiguo
    REMOTE SENSING LETTERS, 2014, 5 (04) : 342 - 351
  • [10] A wavelet-based change-detection technique for multitemporal SAR images
    Bovolo, F
    Bruzzone, L
    2005 INTERNATIONAL WORKSHOP ON THE ANALYSIS ON MULTI-TEMPORAL REMOTE SENSING IMAGES, 2005, : 85 - 89