WIENER PREDICTION-BASED CHANGE DETECTION FOR LOCATING MINES IN MULTILOOK SAR IMAGERY

被引:0
|
作者
Nasrabadi, Nasser M. [1 ]
机构
[1] USA, Res Lab, Adelphi, MD 20783 USA
关键词
Change detection; mine detection; Wiener prediction; distance measures; SAR Imagery;
D O I
10.1109/IGARSS.2009.5418014
中图分类号
P [天文学、地球科学];
学科分类号
07 ;
摘要
In this paper, we present a Wiener-based change detection method and compare its performance with several other methods for a pair of multi-look synthetic aperture radar (SAR) images of the same scene We implement and compare several techniques which vary in complexity. Among the simple methods that are implemented are differencing. Euclidean distance, and image ratioing. These methods require minimal processing time, with little computational complexity. and incorporate no statistical information We also implemented methods which incorporate second order statistic calculations in making a change decision in efforts to mitigate false alarms arising from the speckle noise, misregistration errors, and nonlinear variations in SAR Images. These methods include a Wiener prediction-based method. Mahalanobis distance measure and subspacc projection method. We compare the performance of these methods using multi-look SAR images containing several targets (mines). We present results in the form of receiver operating characteristics (ROC) curves.
引用
收藏
页码:364 / 367
页数:4
相关论文
共 50 条
  • [1] Signal subspace change detection in averaged multilook SAR imagery
    Ranney, KI
    Soumekh, M
    IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2006, 44 (01): : 201 - 213
  • [2] Wiener filter-based change detection for SAR imagery
    Tates, Maria
    Nasrabadi, Nasser
    Kwon, Heesung
    White, Carl
    ALGORITHMS FOR SYNTHETIC APERTURE RADAR IMAGERY XIII, 2006, 6237
  • [3] Change Detection in Multilook Polarimetric SAR Imagery With Determinant Ratio Test Statistic
    Bouhlel, Nizar
    Akbari, Vahid
    Meric, Stephane
    IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2022, 60
  • [4] Change detection in repeat-pass multilook SAR imagery via coherence analysis
    Alparone, L
    Blanchini, M
    Aiazzi, B
    Baronti, S
    Selva, M
    ANALYSIS OF MULTI-TEMPORAL REMOTE SENSING IMAGES, 2004, 3 : 145 - 153
  • [5] CHANGE DETECTION IN SAR IMAGERY
    WHITE, RG
    INTERNATIONAL JOURNAL OF REMOTE SENSING, 1991, 12 (02) : 339 - 360
  • [6] Target detection by change for SAR imagery
    Willis, Chris J.
    SAR IMAGE ANALYSIS, MODELING, AND TECHNIQUES XI, 2011, 8179
  • [7] Change Detection of Multilook Polarimetric SAR Images Using Heterogeneous Clutter Models
    Liu, Meng
    Zhang, Hong
    Wang, Chao
    Wu, Fan
    IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2014, 52 (12): : 7483 - 7494
  • [8] Variance Ratio for Change Detection in SAR Imagery
    Willis, Chris J.
    SAR IMAGE ANALYSIS, MODELING, AND TECHNIQUES X, 2010, 7829
  • [9] Urban change detection based on coherence and intensity characteristics of SAR imagery
    Liao, Mingsheng
    Jiang, Liming
    Lin, Hui
    Huang, Bo
    Gong, Jianya
    PHOTOGRAMMETRIC ENGINEERING AND REMOTE SENSING, 2008, 74 (08): : 999 - 1006
  • [10] A ship target discrimination method based on change detection in SAR imagery
    Zhang, Xiao-Qiang
    Xiong, Bo-Li
    Kuang, Gang-Yao
    Dianzi Yu Xinxi Xuebao/Journal of Electronics and Information Technology, 2015, 37 (01): : 63 - 70