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Audio-visual Person Tracking: A Practical Approach (Hardcover)
Loot Price: R2,093
Discovery Miles 20 930
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Audio-visual Person Tracking: A Practical Approach (Hardcover)
Series: Communications and Signal Processing, 4
Expected to ship within 12 - 17 working days
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Total price: R2,103
Discovery Miles: 21 030
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This book deals with the creation of the algorithmic backbone that
enables a computer to perceive humans in a monitored space. This is
performed using the same signals that humans process, i.e., audio
and video. Computers reproduce the same type of perception using
sensors and algorithms in order to detect and track multiple
interacting humans, by way of multiple cues, like bodies, faces or
speech. This application domain is challenging, because audio and
visual signals are cluttered by both background and foreground
objects. First, particle filtering is established as the framework
for tracking. Then, audio, visual and also audio-visual tracking
systems are separately explained. Each modality is analyzed,
starting with sensor configuration, detection for tracker
initialization and the trackers themselves. Techniques to fuse the
modalities are then considered. Instead of offering a monolithic
approach to the tracking problem, this book also focuses on
implementation by providing MATLAB code for every presented
component. This way, the reader can connect every concept with
corresponding code. Finally, the applications of the various
tracking systems in different domains are studied.
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