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Sparse Coding and Its Applications in Computer Vision by Zhaowen Wang, Jianchao Yang, Haichao Zhang

Sparse Coding and Its Applications in Computer Vision

by Zhaowen Wang , Jianchao Yang , Haichao Zhang
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Book cover type: Hardcover
  • ISBN13: 9789814725040
  • Binding: Hardcover
  • Subject: N/A
  • Publisher: World Scientific Publishing Company
  • Publisher Imprint: World Scientific Publishing Company
  • Publication Date:
  • Pages: 240
  • Original Price: USD 103.0
  • Language: English
  • Edition: N/A
  • Item Weight: 499 grams
  • BISAC Subject(s): Artificial Intelligence / Computer Vision & Pattern Recognition

This book provides a broader introduction to the theories and applications of sparse coding techniques in computer vision research. It introduces sparse coding in the context of representation learning, illustrates the fundamental concepts, and summarizes the most active research directions. A variety of applications of sparse coding are discussed, ranging from low-level image processing tasks such as super-resolution and de-blurring to high-level semantic understanding tasks such as image recognition, clustering and fusion.The book is suitable to be used as an introductory overview to this field, with its theoretical part being both easy and precious enough for quick understanding. It is also of great value to experienced researchers as it offers new perspective to the underlying mechanism of sparse coding, and points out potential future directions for different applications.

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