Sparse Representation, Modeling and Learning in Visual Recognition | Theory, Algorithms and Applications

Hong Cheng

ISBN 10: 1447172515 / ISBN 13: 9781447172512

Published by Springer, 2016

About this Item

Sparse Representation, Modeling and Learning in Visual Recognition | Theory, Algorithms and Applications | Hong Cheng | Taschenbuch | Advances in Computer Vision and Pattern Recognition | xiv | Englisch | 2016 | Springer | EAN 9781447172512 | Verantwortliche Person für die EU: Springer Verlag GmbH, Tiergartenstr. 17, 69121 Heidelberg, juergen[dot]hartmann[at]springer[dot]com | Anbieter: preigu.

Seller Inventory # 102997910

Bibliographic Details

• Title: Sparse Representation, Modeling and Learning in Visual Recognition | Theory, Algorithms and Applications
• Publisher: Springer
• Publication Date: 2016
• Language: English
• ISBN 10: 1447172515
• ISBN 13: 9781447172512
• Binding: Taschenbuch
• Condition: Neu
• Dimensions: 235W x 155H x 15D millimeters 235 millimeters width by 155 millimeters height by 15 millimeters depth
• Weight: 417 grams
• Seller catalogs:
  • Bücher

About this title

Synopsis

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.

About the Author

Dr. Hong Cheng is Professor in the School of Automation Engineering, and Deputy Executive Director of the Center for Robotics at the University of Electronic Science and Technology of China. His other publications include the Springer book Autonomous Intelligent Vehicles.