Statistical Image Processing and Multidimensional Modeling

Images are all around us! The proliferation of low-cost, high-quality imaging devices has led to an explosion in acquired images. When these images are acquired from a microscope, telescope, satellite, or medical imaging device, there is a statistical image processing task: the inference of somethin...

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Detalles Bibliográficos
Clasificación:Libro Electrónico
Autor principal: Fieguth, Paul (Autor)
Autor Corporativo: SpringerLink (Online service)
Formato: Electrónico eBook
Idioma:Inglés
Publicado: New York, NY : Springer New York : Imprint: Springer, 2011.
Edición:1st ed. 2011.
Colección:Information Science and Statistics,
Temas:
Statistics .
Computer science-Mathematics.
Mathematical statistics.
Probabilities.
Computer vision.
Signal processing.
Statistics in Engineering, Physics, Computer Science, Chemistry and Earth Sciences.
Probability and Statistics in Computer Science.
Probability Theory.
Computer Vision.
Signal, Speech and Image Processing .
Acceso en línea:Texto Completo
Tabla de Contenidos:
  • Introduction
  • Inverse problems
  • Static estimation and sampling
  • Dynamic estimation and sampling
  • multidimensional modelling
  • Markov random fields
  • Hidden markov models
  • Changes of basis
  • Linear systems estimation
  • Kalman filtering and domain decomposition
  • Sampling and monte carlo methods.

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