Sparse Representation Modeling and Learning in Visual Recognition: Theory Algorithms and Applications

$15.99

Sparse Representation Modeling and Learning in Visual Recognition: Theory Algorithms and Applications
Authors: Hong Cheng
Year: 2015
Publisher: Springer-Verlag London
Language: English
ISBN 13: 9781447167136
ISBN 10: 1447167139
Categories: Computers, Algorithms and Data Structures
Pages: 320 / 319
Edition: 2015

Availability: 5000 in stock

SKU: 9781447167136 Categories: ,

Sparse Representation, Modeling and Learning in Visual Recognition: Theory, Algorithms and Applications Hong Cheng
Describes the latest research trends in compressed sensing, covering sparse representation, modeling and learning
Examines sensing applications in visual recognition, including sparsity induced similarity, and sparse coding-based classifying frameworks
Discusses in detail the theory and algorithms of compressed sensing
This unique text/reference presents a comprehensive review of the state of the art in sparse representations, modeling and learning. The book examines both the theoretical foundations and details of algorithm implementation, highlighting the practical application of compressed sensing research in visual recognition and computer vision. Topics and features: describes sparse recovery approaches, robust and efficient sparse representation, and large-scale visual recognition; covers feature representation and learning, sparsity induced similarity, and sparse representation and learning-based classifiers; discusses low-rank matrix approximation, graphical models in compressed sensing, collaborative representation-based classification, and high-dimensional nonlinear learning; includes appendices outlining additional computer programming resources, and explaining the essential mathematics required to understand the book.
Topics
Pattern Recognition
Image Processing and Computer Vision
Artificial Intelligence (incl. Robotics) Categories:
Computers – Algorithms and Data Structures
Computers – Computer Science
Year:
2015
Edition:
2015
Publisher:
Springer-Verlag London
Language:
english
Pages:
259
ISBN 10:
1447167139
ISBN 13:
9781447167136
Series:
Advances in Computer Vision and Pattern Recognition
File:
03 MB

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Sparse Representation Modeling and Learning in Visual Recognition: Theory Algorithms and Applications
$15.99

Availability: 5000 in stock