Sparse Coding And Its Applications In Computer Vision

Zhaowen Wang author Jianchao Yang author Haichao Zhang author Zhangyang Wang author Thomas S Huang author Ding Liu author Yingzhen Yang author

Format:Hardback

Publisher:World Scientific Publishing Co Pte Ltd

Published:14th Dec '15

Currently unavailable, and unfortunately no date known when it will be back

Sparse Coding And Its Applications In Computer Vision cover

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.

ISBN: 9789814725040

Dimensions: unknown

Weight: unknown

240 pages