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Room: 1435, Bldg: Golisano Hall (GOL)

May 2017

Machine Learning for Object Recognition from High Volume Radio Frequency Data

May 5, 2017 @ 11:30 am - 1:00 pm

Much research efforts have been devoted to applying machine learning algorithms in video imagery for object recognition. However, very limited open literatures can be found on machine learning in radio frequency data. Hence, this research explores application of deep learning algorithms to the task of Automatic Target Recognition (ATR) in synthetic aperture radar (SAR) imagery. Radar enables imaging ground objects at far greater standoff distances. However, the false-alarm rate of both human and machine-based radar image recognition is unacceptably high.…

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