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
Link To Document :
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