Description: Visual Analysis of Behaviour : From Pixels to Semantics, Hardcover by Gong, Shaogang; Xiang, Tao, ISBN 0857296698, ISBN-13 9780857296696, Brand New, Free shipping in the US 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.
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Book Title: Visual Analysis of Behaviour : From Pixels to Semantics
Number of Pages: Xix, 356 Pages
Language: English
Publication Name: Visual Analysis of Behaviour : from Pixels to Semantics
Publisher: Springer London, The Limited
Subject: Image Processing, Computer Science, General, Computer Vision & Pattern Recognition
Publication Year: 2011
Item Weight: 25.8 Oz
Type: Textbook
Subject Area: Computers, Psychology
Item Length: 9.3 in
Author: Tao Xiang, Shaogang Gong
Item Width: 6.1 in
Format: Hardcover
