Dictionary learning in visual computing /

The last few years have witnessed fast development on dictionary learning approaches for a set of visual computing tasks, largely due to their utilization in developing new techniques based on sparse representation. Compared with conventional techniques employing manually defined dictionaries, such...

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Detalles Bibliográficos
Clasificación:Libro Electrónico
Autores principales: Zhang, Qiang (Computer scientist) (Autor), Li, Baoxin (Autor)
Formato: Electrónico eBook
Idioma:Inglés
Publicado: Cham, Switzerland : Springer, [2015]
Colección:Synthesis lectures on image, video, and multimedia processing ; #18.
Temas:
Image processing > Mathematics.
Machine learning.
Computer vision.
Traitement d'images > Mathématiques.
Apprentissage automatique.
Vision par ordinateur.
Computer vision
Image processing > Mathematics
Machine learning
Acceso en línea:Texto completo
Tabla de Contenidos:
  • Introduction
  • Fundamental Computing Tasks in Sparse Representation
  • Dictionary Learning Algorithms
  • Applications of Dictionary Learning in Visual Computing
  • An Instructive Case Study with Face Recognition.

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