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Carte Stochastic Algorithms for Visual Tracking John MacCormick

Stochastic Algorithms for Visual Tracking

Probabilistic Modelling and Stochastic Algorithms for Visual Localisation and Tracking

Autor: John MacCormick
Limbă: engleză
Legare: Carte broșată
Editura: Springer London Ltd
Disponibilitate: În depozitul extern
Expediem în 5-8 zile
553.38 lei
A central problem in computer vision is to track objects as they move and deform in a video sequence...

Informații despre carte

Autor
John MacCormick
Limbă
engleză
Legare
Carte - Carte broșată
Publicat
2011
Pagini
174
EAN
9781447111764
ISBN
1447111761
Enbook ID
06794615
Editura
Springer London Ltd
Greutate
295
Dimensiuni
155 x 235 x 11

Descriere completă

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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