Descargar EBOOK Image understanding using sparse representations autor JAYARAMAN J. THIAGARAJAN gratis online


Descargar EBOOK Image understanding using sparse representations autor JAYARAMAN J. THIAGARAJAN gratis online Título Del Libro: Image understanding using sparse representations
El autor del libro: JAYARAMAN J. THIAGARAJAN
Idioma del libro: ES
El formato de libro: PDF, Epub, Doc, Txt
El editor: No data
ISBN 13: 9781627053594
El tamaño del archivo: 336 Kb

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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 sp


El autor es JAYARAMAN J. THIAGARAJAN escribió un interesante libro titulado Image understanding using sparse representations. El libro de la publicó la editorial No data, y en este momento por el libro de Image understanding using sparse representations PDF ISBN (9781627053594) es necesario pagar 44.04 euros por copia. Sin embargo, en nuestro sitio, Le ofrecemos descargar el libro Image understanding using sparse representations EPUB y otros formatos totalmente gratis para leer en el ordenador u otros dispositivos electrónicos. Con nosotros usted puede encontrar otros libros del autor JAYARAMAN J. THIAGARAJAN, que te pueden gustar, igual que el libro de Image understanding using sparse representations EPUB. Únete a nuestra comunidad y recibe gratis el libro de Image understanding using sparse representations EPUB y otros, no menos interesantes de la edición.




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Reseñas de libro Image understanding using sparse representations


Samuel

La raya penetrante libro.

Iker

no, en absoluto no me gustó este libro

Natalia

Tengo este libro en las manos y me siento tan feliz )

Alejandro

El libro merece el título de best-seller!

Nerea

El libro ha decepcionado, un poco de nuevo, un montón de "agua"!




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Descargar EBOOK Image understanding using sparse representations autor JAYARAMAN J. THIAGARAJAN gratis online

PDF: image-understanding-using-sparse-representations.pdf Image understanding using sparse representations PDF
EPUB: image-understanding-using-sparse-representations.epub Image understanding using sparse representations EPUB
DOC: image-understanding-using-sparse-representations.doc Image understanding using sparse representations DOC
TXT: image-understanding-using-sparse-representations.txt Image understanding using sparse representations TXT