Abnormal Crowd Event Detection by Fusing Saliency Information and Social Force Model

LI Meng; CHEN Ken; GUO Chunmei; LI Fei; JI Peipei

doi:10.3969/j.issn.1003-501x.2016.12.029

[1] Popoola Oluwatoyin P，WANG Kejun. Video-based Abnormal Human Behavior Recognition—A Review [J]. IEEE Transactions on Systems，Man，and Cybernetics，Part C：Applications and Reviews(S1094-6977)，2012，42(6)：865-878.

[2] Rasheed N，Khan S A，Khalid A. Tracking and Abnormal Behavior Detection in Video Surveillance using Optical Flow and Neural Networks [C]// International Conference on Advanced Information Networking and Applications Workshops， Victoria，BC，Canada，May 13-16，2014：61-66.

[3] Mousavi H，Mohammadi S，Perina A，et al. Analyzing Tracklets for the Detection of Abnormal Crowd Behavior [C]// IEEE Winter Conference on Applications of Computer Vision，Waikoloa，Hawaii，Jan 6-9，2015：148-155.

[4] Thida Myo，Eng Howlung，Remagnino Paolo. Laplacian Eigenmap with Temporal Constraints for Local Abnormality Detection in Crowded Scenes [J]. IEEE Transactions on Cybernetics(S2168-2275)，2013，43(6)：2147-2156.

[5] Benezeth Y，Jodoin P M，Saligrama V，et al. Abnormal Events Detection Based on Spatio-temporal Co-occurences [C]// IEEE Computer Society Conference on Computer Vision and Pattern Recognition，Miami，Florida，USA，June 20-26，2009： 2458-2465.

[6] Mehran R，Oyama A，Shah M. Abnormal Crowd Behavior Detection using Social Force Model [J]. Computer Vision and Pattern Recognition(S1063-6919)，2009，1(4)：935-942.

[7] WANG Tian，Snoussi H. Detection of Abnormal Visual Events via Global Optical Flow Orientation Histogram [J]. IEEE Transactions on Information Forensics and Security(S1556-6013)，2014，9(6)：988-998.

[8] Gopalakrishnan Viswanath，HU Yiqun，Rajan Deepu. Salient Region Detection by Modeling Distributions of Color and Orientation [J]. Multimedia IEEE Transactions on(S1520-9210)，2009，11(5)：892-905.

[9] FANG Yuming，LIN Weisi，Lee Bu Sung，et al. Bottom-Up Saliency Detection Model Based on Human Visual Sensitivity and Amplitude Spectrum [J]. IEEE Transactions on Multimedia(S1520-9210)，2012，14(1)：187-198.

[10] Horn B K P，Schunck B G. Determining Optical Flow[J]. Artificial Intelligence(S0004-3702)，1981，17(81)：185-203.

[11] Lucas B D，Kanade T. An Iterative Image Registration Technique with an Application to Stereo Vision [C]// International Joint Conference on Artificial Intelligence，Vancouver，BC，Canada，Aug 24-28，1981，73(3)：285-289.

[12] Brox T，Bruhn A，Papenberg N，et al. High Accuracy Optical Flow Estimation Based on a Theory for Warping [M]. Berlin： Springer，2004：25-36.

[13] CHANG Chihchung，LIN Chihien. LIBSVM：A Library for Support Vector Machines [J]. ACM Transactions on Intelligent Systems and Technology(S2157-6904)，2011，2(3)：389-396.

[14] Wu Shandong，Moore Brian E，Shah Mubarak. Chaotic Invariants of Lagrangian Particle Trajectories for Anomaly Detection in Crowded Scenes [C]// IEEE Conference on Computer Vision and Pattern Recognition，San Francisco，California，USA， June 13-18，2010：2054-2060.

[15] CONG Yang，YUAN Junsong，LIU Ji. Abnormal Event Detection in Crowded Scenes Using Sparse Representation [J]. Pattern Recognition(S0031-3203)，2013，46(7)：1851-1864.

[16] Raghavendra R，Del Bue A，Cristani M，et al. Optimizing Interaction Force for Global Anomaly Detection in Crowded Scenes [C]// IEEE International Conference on Computer Vision Workshops，Barcelona，Spain，Nov 6-13，2011：136-143.