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Reconstruction-Free Compressive Vision for Surveillance Applications free ebook download

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Author(s):	Reconstruction-Free Compressive Vision for Surveillance Applications

Date:	2019	Format:	PDF	Language:	English	ISBN/ASIN:	1681735563
Pages:	1	OCR:		Quality:		ISBN13:
Uploader:	topron	Upload Date:	6/20/2019 3:17:21 PM

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by Henry Braun (Author), Pavan Turaga (Author), Andreas Spanias (Author)

Compressed sensing (CS) allows signals and images to be reliably inferred from undersampled measurements.

Exploiting CS allows the creation of new types of high-performance sensors including infrared cameras and magnetic resonance imaging systems. Advances in computer vision and deep learning have enabled new applications of automated systems. In this book, we introduce reconstruction-free compressive vision, where image processing and computer vision algorithms are embedded directly in the compressive domain, without the need for first reconstructing the measurements into images or video. Reconstruction of CS images is computationally expensive and adds to system complexity. Therefore, reconstruction-free compressive vision is an appealing alternative particularly for power-aware systems and bandwidth-limited applications that do not have on-board post-processing computational capabilities. Engineers must balance maintaining algorithm performance while minimizing both the number of measurements needed and the computational requirements of the algorithms. Our study explores the intersection of compressed sensing and computer vision, with the focus on applications in surveillance and autonomous navigation. Other applications are also discussed at the end and a comprehensive list of references including survey papers are given for further reading

About the Author
Henry Braun is a researcher at Magnetic Resonance Research center at University of Minnesota. He received his Ph.D. in electrical engineering from Arizona State University in 2016. His research interests include computer vision, signal processing, and compressive sensing

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2520733	Book	http://k2s.cc/file/41a4e3e2b101e...		9.79	topron

Tags: Applications Compressive Surveillance Vision

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Reconstruction-Free Compressive Vision for Surveillance Applications free ebook download

Category: Physics

Description: Click to see full description

Category:
Physics