Visual Analysis of Behaviour

From Pixels to Semantics

Häftad, Engelska, 2014

Av Shaogang Gong, Tao Xiang

2 099 kr

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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.

Produktinformation

  • Utgivningsdatum2014-08-31
  • Mått155 x 235 x 21 mm
  • Vikt569 g
  • FormatHäftad
  • SpråkEngelska
  • Antal sidor356
  • Upplaga2011
  • FörlagSpringer London Ltd
  • ISBN9781447161240