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Through-the-Wall Human Motion Indication Using Sparsity-Driven Change Detection

delete2013-02-01
delete94
PRE
AI
F
Fauzia Ahmad *
M
Moeness G. Amin
DOI:10.1109/TGRS.2012.2203310delete
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摘要

摘要

En 中文
We consider sparsity-driven change detection (CD) for human motion indication in through-the-wall radar imaging and urban sensing applications. Stationary targets and clutter are removed via CD, which converts a populated scene into a sparse scene of a few human targets moving inside enclosed structures and behind walls. We establish appropriate CD models for various possible human motions, ranging from translational motions to sudden short movements of the limbs, head, and/or torso. These models permit scene reconstruction within the compressive sensing framework. Results based on laboratory experiments show that a sizable reduction in the data volume is achieved using the proposed approach without a degradation in system performance.
Keyword:
Change detection (CD)
compressive sensing (CS)
sparse reconstruction
through-the-wall radar

期刊

IEEE Transactions on Geoscience and Remote Sensing 封面图
IEEE Transactions on Geoscience and Remote Sensing
IF:
8.6
论文数:
2.1W
被引数:
10.7W

机构

V
Villanova University
学者数:
2.4K
论文数: 2.6K
被引数: 3.9K
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