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Visual Analysis of Behaviour: From Pixels to Semantics

By (author) Shaogang Gong, By (author) Tao Xiang

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normal price: R 7 008.95

Price: R 6 657.95


| book description |

This book presents a comprehensive treatment of visual analysis of behaviour from computational-modelling and algorithm-design perspectives. Topics: covers learning-group activity models, unsupervised behaviour profiling, hierarchical behaviour discovery, learning behavioural context, modelling rare behaviours, and “man-in-the-loop” active learning; examines multi-camera behaviour correlation, person re-identification, and “connecting-the-dots” for abnormal behaviour detection; discusses Bayesian information criterion, Bayesian networks, “bag-of-words” representation, canonical correlation analysis, dynamic Bayesian networks, Gaussian mixtures, and Gibbs sampling; investigates hidden conditional random fields, hidden Markov models, human silhouette shapes, latent Dirichlet allocation, local binary patterns, locality preserving projection, and Markov processes; explores probabilistic graphical models, probabilistic topic models, space-time interest points, spectral clustering, and support vector machines.

| product details |



Normally shipped | Available from overseas. Usually dispatched in 14 days
Publisher | Springer London Ltd
Published date | 31 Aug 2014
Language |
Format | Paperback / softback
Pages | 356
Dimensions | 235 x 155 x 0mm (L x W x H)
Weight | 0g
ISBN | 978-1-4471-6124-0
Readership Age |
BISAC | computers / computer vision


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