Sparse Coding and Its Applications in Computer Vision - Rilegato

Wang, Zhaowen; Yang, Jianchao; Zhang, Haichao; Wang, Zhangyang; Yang, Yingzhen

 
9789814725040: Sparse Coding and Its Applications in Computer Vision
Rilegato
ISBN 10: 9814725048 ISBN 13: 9789814725040
Casa editrice: World Scientific Pub Co Inc, 2015

Sinossi

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.

Le informazioni nella sezione "Riassunto" possono far riferimento a edizioni diverse di questo titolo.

Editore
World Scientific Pub Co Inc
Data di pubblicazione
2015
Lingua
Inglese
ISBN 10 
9814725048
ISBN 13 
9789814725040
Rilegatura
Copertina rigida
Numero di pagine
228
Contatto del produttore
non disponibile
Persona responsabile
non disponibile