It takes the average reader 1 hour and 42 minutes to read Reconstruction-Free Compressive Vision for Surveillance Applications by Henry Braun
Assuming a reading speed of 250 words per minute. Learn more
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.
Reconstruction-Free Compressive Vision for Surveillance Applications by Henry Braun is 102 pages long, and a total of 25,704 words.
This makes it 34% the length of the average book. It also has 31% more words than the average book.
The average oral reading speed is 183 words per minute. This means it takes 2 hours and 20 minutes to read Reconstruction-Free Compressive Vision for Surveillance Applications aloud.
Reconstruction-Free Compressive Vision for Surveillance Applications is suitable for students ages 10 and up.
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