Visual Analysis of Behaviour (inbunden)
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Format
Previously published in hardcover
Språk
Engelska
Antal sidor
356
Utgivningsdatum
2014-08-31
Förlag
Springer London Ltd
Dimensioner
234 x 156 x 20 mm
Vikt
527 g
ISBN
9781447161240

Visual Analysis of Behaviour

From Pixels to Semantics

av Shaogang Gong, Tao Xiang
Previously published in hardcover,  Engelska, 2014-08-31
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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.
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