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, Brand New, Free shipping in the US 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
Number of Pages: 230 Pages
Language: English
Publication Name: Sparse Coding and Its Applications in Computer Vision
Publisher: World Industries Scientific Publishing Co Pte LTD
Subject: Programming / Algorithms, Intelligence (Ai) & Semantics, Image Processing, Computer Vision & Pattern Recognition
Publication Year: 2015
Type: Textbook
Author: Zhaowen Wang, Thomas S. Huang, Jianchao Yang
Subject Area: Computers
Format: Hardcover
