| book details |

Visual Analysis of Behaviour: From Pixels to Semantics

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

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normal price: R 6 680.95

Price: R 6 012.95

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| 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 â€œman-in-the-loopâ€ active learning; examines multi-camera behaviour correlation, person re-identification, and â€œconnecting-the-dotsâ€ for abnormal behaviour detection; discusses Bayesian information criterion, Bayesian networks, â€œbag-of-wordsâ€ 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.