Description: Sparse Coding and Its Applications in Computer Vision, Hardcover by Wang, Zhaowen; Yang, Jianchao; Zhang, Haichao; Wang, Zhangyang; Yang, Yingzhen, ISBN 9814725048, ISBN-13 9789814725040, Like New Used, Free P&P in the UK This book explains sparse coding from both theoretical and practical points of view, reviews the applications of sparse coding in both low-level and high-level vision, problems, and suggests future research directions by linking sparse coding to modern machine learning algorithms including deep neural networks. The authors show how sparse coding has achieved great success in many image processing and analysis tasks by exploiting the latent structure of natural images in low-dimensional spaces. They cover theories of sparse coding, image super-resolution, image deblurring, sensor fusion, clustering, object recognition, and hyper-spectral image modeling. Annotation ©2016 Ringgold, Inc., Portland, OR ()
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Book Title: Sparse Coding and Its Applications in Computer Vision
Publisher: World Industries Scientific Publishing Co Pte LTD
Subject: Computer Science
Publication Year: 2015
Number of Pages: 240 Pages
Publication Name: Sparse Coding and Its Applications in Computer Vision
Language: English
Type: Textbook
Author: Zhaowen Wang, Jianchao Yang, Zhangyang Wang, Thomas S Huang, Yingzhen Yang, Ding Liu, Haichao Zhang
Format: Hardcover
