Image Understanding Using Sparse Representations por Andreas Spanias

descargar Image Understanding Using Sparse Representations en PDF

Image Understanding Using Sparse Representations Andreas Spanias

AUTOR/AUTORA:

Andreas Spanias

Descripción

Sinopsis

Image understanding has been playing an increasingly crucial role in several inverse problems and computer vision. Sparse models form an important component in image understanding, since they emulate the activity of neural receptors in the primary visual cortex of the human brain. Sparse methods have been utilized in several learning problems because of their ability to provide parsimonious, interpretable, and efficient models. Exploiting the sparsity of natural signals has led to advances in several application areas including image compression, denoising, inpainting, compressed sensing, blind source separation, super-resolution, and classification.The primary goal of this book is to present the theory and algorithmic considerations in using sparse models for image understanding and computer vision applications. To this end, algorithms for obtaining sparse representations and their performance guarantees are discussed in the initial chapters. Furthermore, approaches for designing overcomplete, data-adapted dictionaries to model natural images are described. The development of theory behind dictionary learning involves exploring its connection to unsupervised clustering and analyzing its generalization characteristics using principles from statistical learning theory. An exciting application area that has benefited extensively from the theory of sparse representations is compressed sensing of image and video data. Theory and algorithms pertinent to measurement design, recovery, and model-based compressed sensing are presented. The paradigm of sparse models, when suitably integrated with powerful machine learning frameworks, can lead to advances in computer vision applications such as object recognition, clustering, segmentation, and activity recognition. Frameworks that enhance the performance of sparse models in such applications by imposing constraints based on the prior discriminatory information and the underlying geometrical structure, and kernelizing the sparse coding and dictionary learning methods are presented. In addition to presenting theoretical fundamentals in sparse learning, this book provides a platform for interested readers to explore the vastly growing application domains of sparse representations.

Acerca de Andreas Spanias

Arizona State University

Acerca de Jayaraman J. Thiagarajan

Jayaraman J. Thiagarajan received his M.S. and Ph.D. degrees in Electrical Engineering from Arizona State University. He is currently a postdoctoral researcher in the Center for Applied Scientific Computing at Lawrence Livermore National Laboratory. His research interests are in the areas of machine learning, computer vision, and data analysis and visualization. He has served as a reviewer for several IEEE, Elsevier, and Springer journals and conferences.

Acerca de Karthikeyan Natesan Ramamurthy

Karthikeyan Natesan Ramamurthy is a research staff member in the Business Solutions and Mathematical Sciences department at the IBM Thomas J. Watson Research Center in Yorktown Heights, NY. He received his M.S. and Ph.D. degrees in Electrical Engineering from Arizona State University. His research interests are in the areas of low-dimensional signal models, machine learning, data analytics, and computer vision. He has been a reviewer for a number of IEEE and Elsevier journals and conferences.

Acerca de Pavan Turaga

Arizona State University

Datos del libro
Morgan & Claypool Publishers 2014
ISBN: 9781627053600
Idioma: Español
Formatos: pdf epub kindle mobi

En otros lados…

$2376.00

>>> Aquí GRATIS!!! <<<

Información:

  • Veces descargado: 774
  • Tamaño: 712KB
  • Veces leído: 1396

Aquí tienes más Libros de Informática

Llegaste buscando:
Image Understanding Using Sparse Representations descargar epub, Image Understanding Using Sparse Representations gratis sin registrarse, Image Understanding Using Sparse Representations en pdf en español

¿Cómo descargar este y todos los libros del sitio?

  1. 📕Registrate gratis AQUÍ por 1 mes
  2. 📕Antes que termine el mes, CANCELA la membresia
  3. 📕Disfruta de todos los libros y contenidos que necesites
Registrate aquí