Visual Analysis of Behaviour : From Pixels to Semantics PDF
by Shaogang Gong, Tao Xiang
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 "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.
Information
-
Download - Immediately Available
- Format:PDF
- Publisher:Springer London
- Publication Date:26/05/2011
- Category:
- ISBN:9780857296702
Other Formats
- Hardback from £107.45
- Paperback / softback from £117.65
Information
-
Download - Immediately Available
- Format:PDF
- Publisher:Springer London
- Publication Date:26/05/2011
- Category:
- ISBN:9780857296702
