• DocumentCode
    62170
  • Title

    Progressive Band Processing of Constrained Energy Minimization for Subpixel Detection

  • Author

    Chein-I Chang ; Schultz, Robert C. ; Hobbs, Marissa C. ; Shih-Yu Chen ; Yulei Wang ; Chunhong Liu

  • Author_Institution
    Dept. of Comput. Sci. & Electr. Eng., Remote Sensing Signal & Image Process. Lab., Univ. of Maryland, Baltimore County, Baltimore, MD, USA
  • Volume
    53
  • Issue
    3
  • fYear
    2015
  • fDate
    Mar-15
  • Firstpage
    1626
  • Lastpage
    1637
  • Abstract
    Constrained energy minimization (CEM) has been widely used for subpixel detection. It takes advantage of inverting the global sample correlation matrix R to suppress background so as to enhance detection of targets of interest. This paper presents a progressive band processing of CEM (PBP-CEM) which can perform CEM for target detection progressively band by band according to band sequential format. In doing so, a new concept, called causal band correlation matrix (CBCM), is introduced to replace the global sample correlation matrix R. It is a global correlation matrix formed by only those bands that were already visited up to the band currently being processed while excluding bands yet to be visited in the future. The proposed PBP-CEM allows CEM to be processed whenever bands are available, without waiting for completing band collection. With such an advantage, CEM has potential in data transmission and communication, specifically in satellite data processing.
  • Keywords
    geophysical image processing; geophysical techniques; image sampling; inverse problems; matrix algebra; minimisation; object detection; remote sensing; CBCM; PBP-CEM; background suppression; band sequential format; causal band correlation matrix; constrained energy minimization; data communication; data transmission; global sample correlation matrix inversion; progressive band processing; satellite data processing; subpixel detection; target of interest detection; Correlation; Data processing; Educational institutions; Materials; Minimization; Spatial resolution; Vectors; Causal band correlation matrix (CBCM); causal CEM (C-CEM); constrained energy minimization (CEM); progressive band processing of CEM (PBP-CEM); real-time CEM (RT-CEM); recursive causal CEM (RC-CEM);
  • fLanguage
    English
  • Journal_Title
    Geoscience and Remote Sensing, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0196-2892
  • Type

    jour

  • DOI
    10.1109/TGRS.2014.2346479
  • Filename
    6894584