TY - GEN
T1 - An expectation maximisation algorithm for behaviour analysis in video
AU - Isupova, Olga
AU - Mihaylova, Lyudmila
AU - Kuzin, Danil
AU - Markarian, Garik
AU - Septier, Francois
PY - 2015/9/17
Y1 - 2015/9/17
N2 - Surveillance systems require advanced algorithms able to make decisions without a human operator or with minimal assistance from human operators. In this paper we propose a novel approach for dynamic topic modeling to detect abnormal behaviour in video sequences. The topic model describes activities and behaviours in the scene assuming behaviour temporal dynamics. The new inference scheme based on an Expectation-Maximisation algorithm is implemented without an approximation at intermediate stages. The proposed approach for behaviour analysis is compared with a Gibbs sampling inference scheme. The experiments both on synthetic and real data show that the model, based on Expectation-Maximisation approach, outperforms the one, based on Gibbs sampling scheme.
AB - Surveillance systems require advanced algorithms able to make decisions without a human operator or with minimal assistance from human operators. In this paper we propose a novel approach for dynamic topic modeling to detect abnormal behaviour in video sequences. The topic model describes activities and behaviours in the scene assuming behaviour temporal dynamics. The new inference scheme based on an Expectation-Maximisation algorithm is implemented without an approximation at intermediate stages. The proposed approach for behaviour analysis is compared with a Gibbs sampling inference scheme. The experiments both on synthetic and real data show that the model, based on Expectation-Maximisation approach, outperforms the one, based on Gibbs sampling scheme.
UR - http://www.scopus.com/inward/record.url?scp=84960503133&partnerID=8YFLogxK
UR - https://www.researchgate.net/publication/303620627_An_Expectation_Maximisation_Algorithm_for_Behaviour_Analysis_in_Video
M3 - Chapter in a published conference proceeding
AN - SCOPUS:84960503133
T3 - 2015 18th International Conference on Information Fusion, Fusion 2015
SP - 126
EP - 133
BT - 2015 18th International Conference on Information Fusion, Fusion 2015
PB - IEEE
T2 - 18th International Conference on Information Fusion, Fusion 2015
Y2 - 6 July 2015 through 9 July 2015
ER -