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Context-aware and Attentional Visual Tracking (Paperback)
Loot Price: R1,570
Discovery Miles 15 700
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Context-aware and Attentional Visual Tracking (Paperback)
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Visual object tracking, i.e., consistently inferring the motion of
a target from image sequences, is a must-have component to bridge
low-level image processing and high-level video analysis, which
gains great popularity due to its applications in diverse areas,
such as human-computer interaction, security video surveillance,
medical image processing, and robotics. In this book, we focus on
how to enhance the generality and reliability of object-level
tracking given no prior knowledge about targets. We propose two
novel ideas: context-aware and attentional tracking, where the
tracker discovers some auxiliary objects that have short-term
motion correlations with the target as the spatial contexts, or
augments the observation models by selectively attending
discriminative regions inside the target, or adaptively tuning the
feature granularity and model elasticity. These approaches achieve
promising results on challenging real-world videos. The book sheds
some light on recent progress of visual tracking and should be
useful to professionals in computer vision research, or anyone else
who may be considering utilizing visual tracking in intelligent
video analysis systems.
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