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Embedded Computer Vision, exemplified by the migration from powerful workstations to embedded processors in computer vision applications, is a new and emerging field that enables an associated shift in application development and implementation. This comprehensive volume brings together a wealth of experiences from leading researchers in the field of embedded computer vision, from both academic and industrial research centers, and covers a broad range of challenges and trade-offs brought about by this paradigm shift. Part I provides an exposition of basic issues and applications in the area necessary for understanding the present and future work. Part II offers chapters based on the most recent research and results. Finally, the last part looks ahead, providing a sense of what major applications could be expected in the near future, describing challenges in mobile environments, video analytics, and automotive safety applications. Features: • Discusses the latest state-of-the-art techniques in embedded computer vision • Presents a thorough introductory section on hardware and architectures, design methodologies, and video analytics to aid the reader’s understanding through the following chapters • Offers emphasis on tackling important problems for society, safety, security, health, mobility, connectivity, and energy efficiency • Discusses evaluation of trade-offs required to design cost-effective systems for successful products • Explores the advantages of various architectures, development of high-level software frameworks and cost-effective algorithmic alternatives • Examines issues of implementation on fixed-point processors, presented through an example of an automotive safety application • Offers insights from leaders in the field on what future applications will be This book is a welcome collection of stand-alone articles, ideal for researchers, practitioners, and graduate students. It provides historical perspective, the latest research results, and a vision for future developments in the emerging field of embedded computer vision. Supplementary material can be found at http://www.embeddedvisioncentral.com.
Computer vision. --- Embedded computer systems. --- Embedded systems (Computer systems) --- Machine vision --- Vision, Computer --- Computer science. --- Computer graphics. --- Image processing. --- Pattern recognition. --- Computer Science. --- Image Processing and Computer Vision. --- Pattern Recognition. --- Computer Imaging, Vision, Pattern Recognition and Graphics. --- Computer systems --- Architecture Analysis and Design Language --- Artificial intelligence --- Image processing --- Pattern recognition systems --- Optical pattern recognition. --- Optical data processing --- Pattern perception --- Perceptrons --- Visual discrimination --- Vision par ordinateur. --- Systèmes embarqués (informatique) --- Optical data processing. --- Design perception --- Pattern recognition --- Form perception --- Perception --- Figure-ground perception --- Optical computing --- Visual data processing --- Bionics --- Electronic data processing --- Integrated optics --- Photonics --- Computers --- Optical equipment --- Systèmes embarqués (informatique)
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Over the last decade, advances in the semiconductor fabrication process have led to the realization of true system-on-a-chip devices. But the theories, methods and tools for designing, integrating and verifying these complex systems have not kept pace with our ability to build them. System level design is a critical component in the search for methods to develop designs more productively. However, there are a number of challenges that must be overcome in order to implement system level modeling. This book directly addresses that need by developing organizing principles for understandin
Embedded computer systems --- Systems on a chip --- Timing circuits --- Multitasking (Computer science) --- Design and construction --- Data processing. --- Computer multitasking --- Geïntegreerde schakelingen --- Computer multitasking. --- Geïntegreerde schakelingen. --- Systèmes enfouis (informatique) --- Systèmes sur puce --- Minuteries --- Conception et construction --- Design and construction. --- Systèmes embarqués (informatique) --- Conception et construction. --- Computer multi-tasking --- Concurrent processing (Computer science) --- Multi-tasking, Computer --- Electronic data processing --- Electronic circuits --- Time measurements --- SOC design --- Systems on chip --- Embedded systems (Computer systems) --- Computer systems --- Architecture Analysis and Design Language --- Systèmes embarqués (informatique) --- Systèmes sur puce
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