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Books > Computing & IT > Applications of computing > Image processing
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Visual Object Tracking from Correlation Filter to Deep Learning (Paperback, 1st ed. 2021)
Loot Price: R3,963
Discovery Miles 39 630
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Visual Object Tracking from Correlation Filter to Deep Learning (Paperback, 1st ed. 2021)
Expected to ship within 10 - 15 working days
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Total price: R3,983
Discovery Miles: 39 830
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The book focuses on visual object tracking systems and approaches
based on correlation filter and deep learning. Both foundations and
implementations have been addressed. The algorithm, system design
and performance evaluation have been explored for three kinds of
tracking methods including correlation filter based methods,
correlation filter with deep feature based methods, and deep
learning based methods. Firstly, context aware and multi-scale
strategy are presented in correlation filter based trackers; then,
long-short term correlation filter, context aware correlation
filter and auxiliary relocation in SiamFC framework are proposed
for combining correlation filter and deep learning in visual object
tracking; finally, improvements in deep learning based trackers
including Siamese network, GAN and reinforcement learning are
designed. The goal of this book is to bring, in a timely fashion,
the latest advances and developments in visual object tracking,
especially correlation filter and deep learning based methods,
which is particularly suited for readers who are interested in the
research and technology innovation in visual object tracking and
related fields.
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