Visual Analysis of Behaviour - 9780857296696
Un libro in lingua di Shaogang Gong Tao Xiang edito da Springer-Verlag New York Inc, 2011
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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.
Informazioni bibliografiche
- Titolo del Libro in lingua: Visual Analysis of Behaviour
- Sottotitolo: From Pixels to Semantics
- Lingua: English
- Autori : Shaogang Gong Tao Xiang
- Editore: Springer-Verlag New York Inc
- Collana: Springer-Verlag New York Inc (Hardcover)
- Data di Pubblicazione: 09 Giugno '11
- Genere: COMPUTERS
- Pagine: 356
- ISBN-10: 0857296698
- EAN-13: 9780857296696