Visual Analysis of Behaviour : From Pixels to Semantics Paperback / softback
by Shaogang Gong, Tao Xiang
Paperback / softback
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
-
Item not Available
- Format:Paperback / softback
- Pages:356 pages, XIX, 356 p.
- Publisher:Springer London Ltd
- Publication Date:31/08/2014
- Category:
- ISBN:9781447161240
Other Formats
- Hardback from £107.45
- PDF from £110.08
Information
-
Item not Available
- Format:Paperback / softback
- Pages:356 pages, XIX, 356 p.
- Publisher:Springer London Ltd
- Publication Date:31/08/2014
- Category:
- ISBN:9781447161240