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Stochastic Algorithms for Visual Tracking

Name: Stochastic Algorithms for Visual Tracking
Brand: Springer London Ltd
SKU: 9781447111764
Price: 99.69 EUR
Availability: InStock

Probabilistic Modelling and Stochastic Algorithms for Visual Localisation and Tracking

Autor: John MacCormick

Jazyk:

Väzba: Brožovaná

Vydavateľ: Springer London Ltd

Dostupnosť: Skladom u dodávateľa

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99.69 €

A central problem in computer vision is to track objects as they move and deform in a video sequence...

Informácie o knihe

Autor

John MacCormick

Jazyk

Angličtina

Väzba

Kniha - Brožovaná

Vydalo

2011

Stránok

174

EAN

9781447111764

ISBN

1447111761

Enbook ID

06794615

Vydavateľ

Springer London Ltd

Hmotnosť

295

Rozmery

155 x 235 x 11

Kompletný popis

A central problem in computer vision is to track objects as they move and deform in a video sequence. Stochastic algorithms -- in particular, particle filters and the Condensation algorithm -- have dramatically enhanced the state of the art for such visual tracking problems in recent years. This book presents a unified framework for visual tracking using particle filters, including the new technique of partitioned sampling which can alleviate the "curse of dimensionality" suffered by standard particle filters. The book also introduces the notion of contour likelihood: a collection of models for assessing object shape, colour and motion, which are derived from the statistical properties of image features. Because of their statistical nature, contour likelihoods are ideal for use in stochastic algorithms. A unifying theme of the book is the use of statistics and probability, which enable the final output of the algorithms presented to be interpreted as the computer's "belief" about the state of the world. The book will be of use and interest to students, researchers and practitioners in computer vision, and assumes only an elementary knowledge of probability theory.

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Stochastic Algorithms for Visual Tracking

Probabilistic Modelling and Stochastic Algorithms for Visual Localisation and Tracking

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