Sparse representation, modeling and learning in visual recognition : theory, algorithms and applications

著者

• Cheng, Hong

書誌事項

Sparse representation, modeling and learning in visual recognition : theory, algorithms and applications

Hong Cheng

（Advances in computer vision and pattern recognition / Sameer Singh, Sing Bing Kang, series editors）

Springer, c2015

注記

Includes bibliographical references and index

内容説明・目次

内容説明

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.

目次

Part I: Introduction and Fundamentals Introduction The Fundamentals of Compressed Sensing Part II: Sparse Representation, Modeling and Learning Sparse Recovery Approaches Robust Sparse Representation, Modeling and Learning Efficient Sparse Representation and Modeling Part III: Visual Recognition Applications Feature Representation and Learning Sparsity Induced Similarity Sparse Representation and Learning Based Classifiers Part IV: Advanced Topics Beyond Sparsity Appendix A: Mathematics Appendix B: Computer Programming Resources for Sparse Recovery Approaches Appendix C: The source Code of Sparsity Induced Similarity Appendix D: Derivations

「Nielsen BookData」 より

詳細情報

• NII書誌ID(NCID): BB19368922
• ISBN:
  • 9781447167136
• 出版国コード: uk
• タイトル言語コード: eng
• 本文言語コード: eng
• 出版地: London
• ページ数/冊数: xiv, 257 p.
• 大きさ: 25 cm
• 分類:
  • DC23 : 006.37
• 件名:
  • LCSH : Computer vision
  • LCSH : Artificial intelligence
• 親書誌ID:
  • BB07744302