Visual Analysis of Behaviour
From Pixels to Semantics
(Sprache: Englisch)
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,...
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Produktinformationen zu „Visual Analysis of Behaviour “
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.
Inhaltsverzeichnis zu „Visual Analysis of Behaviour “
Part I: IntroductionAbout BehaviourBehaviour in ContextTowards Modelling BehaviourPart II: Single-Object BehaviourUnderstanding Facial ExpressionModelling GestureAction RecognitionPart III: Group BehaviourSupervised Learning of Group ActivityUnsupervised Behaviour ProfilingHierarchical Behaviour DiscoveryLearning Behavioural ContextModelling Rare and Subtle BehavioursMan in the LoopPart IV: Distributed BehaviourMulti-Camera Behaviour CorrelationPerson Re-IdentificationConnecting the DotsEpilogue
Bibliographische Angaben
- Autoren: Shaogang Gong , Tao Xiang
- 2011, XIX, 356 Seiten, Maße: 16,4 x 24,3 cm, Gebunden, Englisch
- Verlag: Springer, Berlin
- ISBN-10: 0857296698
- ISBN-13: 9780857296696
Sprache:
Englisch
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