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/Author (Beck, John M)
/CreationDate (D:20220411143029-05'00')
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/ModDate (D:20220411143029-05'00')
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/Title (Spatial Dynamics and Analysis of Crops Using Super Resolution and Radar Fusion)
/Keywords (supervised machine learning;information science;computer vision;artificial intelligence software;machine learning;dimensionality reduction;information processing;information systems;neural networks;computers;convolutional neural networks;data processing;pattern recognition;synthetic aperture radar;accuracy;data fusion;deep learning)
/Subject (Researchers at the University of Alabama in Huntsville's Information Technology and Information Center \(UAH/ITSC\) conducted research using deep learning technologies with satellite imagery to develop an improved method of pan-sharpening multispectral imagery \(MSI\) and then fusing the resulting fine resolution \(< .5 m/pixel\) MSI product with a fine resolution \(< 10 m/pixel\) synthetic aperture radar \(SAR\) data. Results are used to produce an enriched Geospatial Intelligence \(GEOINT\) product for spatial analysis of crops. Results showed that our PanColorGAN produced the best results followed by the basic GAN \(generative adversarial network\), and then the supervised CNN \(convolution neural networks\). )
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2022-04-11T14:30:29-05:00
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