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        AUTHOR = "Kang, K. and Liu, W.B. and Xing, W.W.",
        TITLE = "Motion Pattern Study and Analysis from Video Monitoring Trajectory",
        JOURNAL = IEICE,
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        PAGES = "1574-1582",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abt2.html#TT194079"}

@article{bb198701,
        AUTHOR = "Wan, Y.W. and Yang, T.I. and Keathly, D. and Buckles, B.",
        TITLE = "Dynamic scene modelling and anomaly detection based on trajectory
analysis",
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        MONTH = "September",
        PAGES = "526-533",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abt2.html#TT194080"}

@article{bb198702,
        AUTHOR = "Kumar, D. and Bezdek, J.C. and Rajasegarar, S. and Leckie, C. and Palaniswami, M.",
        TITLE = "A visual-numeric approach to clustering and anomaly detection for
trajectory data",
        JOURNAL = VC,
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        NUMBER = "3",
        MONTH = "March",
        PAGES = "265-281",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abt2.html#TT194081"}

@article{bb198703,
        AUTHOR = "Cosar, S. and Donatiello, G. and Bogorny, V. and Garate, C. and Alvares, L.O. and Bremond, F.",
        TITLE = "Toward Abnormal Trajectory and Event Detection in Video Surveillance",
        JOURNAL = CirSysVideo,
        VOLUME = "27",
        YEAR = "2017",
        NUMBER = "3",
        MONTH = "March",
        PAGES = "683-695",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abt2.html#TT194082"}

@article{bb198704,
        AUTHOR = "Shin, H. and Turchi, D. and He, S. and Tsourdos, A.",
        TITLE = "Behavior Monitoring Using Learning Techniques and
Regular-Expressions-Based Pattern Matching",
        JOURNAL = ITS,
        VOLUME = "20",
        YEAR = "2019",
        NUMBER = "4",
        MONTH = "April",
        PAGES = "1289-1302",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abt2.html#TT194083"}

@article{bb198705,
        AUTHOR = "Doshi, K. and Yilmaz, Y.",
        TITLE = "Online anomaly detection in surveillance videos with asymptotic bound
on false alarm rate",
        JOURNAL = PR,
        VOLUME = "114",
        YEAR = "2021",
        PAGES = "107865",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abt2.html#TT194084"}

@article{bb198706,
        AUTHOR = "Nguyen, D. and Vadaine, R. and Hajduch, G. and Garello, R. and Fablet, R.",
        TITLE = "GeoTrackNet: A Maritime Anomaly Detector Using Probabilistic Neural
Network Representation of AIS Tracks and 'A Contrario' Detection",
        JOURNAL = ITS,
        VOLUME = "23",
        YEAR = "2022",
        NUMBER = "6",
        MONTH = "June",
        PAGES = "5655-5667",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abt2.html#TT194085"}

@article{bb198707,
        AUTHOR = "Yang, J.W. and Tan, X. and Rahardja, S.",
        TITLE = "MiPo: How to Detect Trajectory Outliers with Tabular Outlier
Detectors",
        JOURNAL = RS,
        VOLUME = "14",
        YEAR = "2022",
        NUMBER = "21",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abt2.html#TT194086"}

@article{bb198708,
        AUTHOR = "Watts, J. and van Wyk, F. and Rezaei, S. and Wang, Y.Y. and Masoud, N. and Khojandi, A.",
        TITLE = "A Dynamic Deep Reinforcement Learning-Bayesian Framework for Anomaly
Detection",
        JOURNAL = ITS,
        VOLUME = "23",
        YEAR = "2022",
        NUMBER = "12",
        MONTH = "December",
        PAGES = "22884-22894",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abt2.html#TT194087"}

@article{bb198709,
        AUTHOR = "Singh, S.K. and Fowdur, J.S. and Gawlikowski, J. and Medina, D.",
        TITLE = "Leveraging Graph and Deep Learning Uncertainties to Detect Anomalous
Maritime Trajectories",
        JOURNAL = ITS,
        VOLUME = "23",
        YEAR = "2022",
        NUMBER = "12",
        MONTH = "December",
        PAGES = "23488-23502",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abt2.html#TT194088"}

@article{bb198710,
        AUTHOR = "Zeng, X.L. and Jiang, Y.L. and Ding, W.R. and Li, H.G. and Hao, Y.F. and Qiu, Z.F.",
        TITLE = "A Hierarchical Spatio-Temporal Graph Convolutional Neural Network for
Anomaly Detection in Videos",
        JOURNAL = CirSysVideo,
        VOLUME = "33",
        YEAR = "2023",
        NUMBER = "1",
        MONTH = "January",
        PAGES = "200-212",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abt2.html#TT194089"}

@article{bb198711,
        AUTHOR = "Lei, C. and Zhao, C. and Ji, Y.X. and Shen, Y. and Du, Y.C.",
        TITLE = "Identifying and correcting the errors of vehicle trajectories from
roadside millimetre-wave radars",
        JOURNAL = IET-ITS,
        VOLUME = "17",
        YEAR = "2023",
        NUMBER = "2",
        PAGES = "418-434",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abt2.html#TT194090"}

@article{bb198712,
        AUTHOR = "Chen, C.M. and Xu, D.S. and Yu, Q.Y. and Gong, S. and Shi, G. and Liu, H.M. and Chen, W.",
        TITLE = "Abnormal-Trajectory Detection Method Based on Variable Grid
Partitioning",
        JOURNAL = IJGI,
        VOLUME = "12",
        YEAR = "2023",
        NUMBER = "2",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abt2.html#TT194091"}

@article{bb198713,
        AUTHOR = "Jezequel, L. and Vu, N.S. and Beaudet, J. and Histace, A.",
        TITLE = "Efficient Anomaly Detection Using Self-Supervised Multi-Cue Tasks",
        JOURNAL = IP,
        VOLUME = "32",
        YEAR = "2023",
        PAGES = "807-821",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abt2.html#TT194092"}

@article{bb198714,
        AUTHOR = "Wang, Z.Y. and Chen, Y.",
        TITLE = "Anomaly detection with dual-stream memory network",
        JOURNAL = JVCIR,
        VOLUME = "90",
        YEAR = "2023",
        PAGES = "103739",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abt2.html#TT194093"}

@article{bb198715,
        AUTHOR = "Hu, J. and Kaur, K. and Lin, H. and Wang, X.D. and Hassan, M.M. and Razzak, I. and Hammoudeh, M.",
        TITLE = "Intelligent Anomaly Detection of Trajectories for IoT Empowered
Maritime Transportation Systems",
        JOURNAL = ITS,
        VOLUME = "24",
        YEAR = "2023",
        NUMBER = "2",
        MONTH = "February",
        PAGES = "2382-2391",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abt2.html#TT194094"}

@article{bb198716,
        AUTHOR = "Lu, Y. and Cao, C.Q. and Zhang, Y.F. and Zhang, Y.N.",
        TITLE = "Learnable Locality-Sensitive Hashing for Video Anomaly Detection",
        JOURNAL = CirSysVideo,
        VOLUME = "33",
        YEAR = "2023",
        NUMBER = "2",
        MONTH = "February",
        PAGES = "963-976",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abt2.html#TT194095"}

@article{bb198717,
        AUTHOR = "Wang, X.D. and Liu, W.X. and Lin, H. and Hu, J. and Kaur, K. and Hossain, M.S.",
        TITLE = "AI-Empowered Trajectory Anomaly Detection for Intelligent
Transportation Systems: A Hierarchical Federated Learning Approach",
        JOURNAL = ITS,
        VOLUME = "24",
        YEAR = "2023",
        NUMBER = "4",
        MONTH = "April",
        PAGES = "4631-4640",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abt2.html#TT194096"}

@article{bb198718,
        AUTHOR = "Raja, G. and Begum, M. and Gurumoorthy, S. and Rajendran, D.S. and Srividya, P. and Dev, K. and Qureshi, N.M.F.",
        TITLE = "AI-Empowered Trajectory Anomaly Detection and Classification in
6G-V2X",
        JOURNAL = ITS,
        VOLUME = "24",
        YEAR = "2023",
        NUMBER = "4",
        MONTH = "April",
        PAGES = "4599-4607",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abt2.html#TT194097"}

@article{bb198719,
        AUTHOR = "Wang, C.N. and Liang, C. and Chen, X. and Wang, H.Z.",
        TITLE = "Identifying effective trajectory predictions under the guidance of
trajectory anomaly detection model",
        JOURNAL = PR,
        VOLUME = "140",
        YEAR = "2023",
        PAGES = "109559",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abt2.html#TT194098"}

@article{bb198720,
        AUTHOR = "Gao, J. and Zhong, B. and Chen, Y.",
        TITLE = "Robust Tracking via Learning Model Update With Unsupervised Anomaly
Detection Philosophy",
        JOURNAL = CirSysVideo,
        VOLUME = "33",
        YEAR = "2023",
        NUMBER = "5",
        MONTH = "May",
        PAGES = "2330-2341",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abt2.html#TT194099"}

@article{bb198721,
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        TITLE = "Treating Noise and Anomalies in Vehicle Trajectories From an
Experiment With a Swarm of Drones",
        JOURNAL = ITS,
        VOLUME = "24",
        YEAR = "2023",
        NUMBER = "9",
        MONTH = "September",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abt2.html#TT194100"}

@inproceedings{bb198722,
        AUTHOR = "Stergiou, A. and de Weerdt, B. and Deligiannis, N.",
        TITLE = "Holistic Representation Learning for Multitask Trajectory Anomaly
Detection",
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        YEAR = "2024",
        PAGES = "6715-6725",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abt2.html#TT194101"}

@inproceedings{bb198723,
        AUTHOR = "Xu, X.Y. and Dunn, E.",
        TITLE = "GTT-Net: Learned Generalized Trajectory Triangulation",
        BOOKTITLE = ICCV21,
        YEAR = "2021",
        PAGES = "5775-5784",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abt2.html#TT194102"}

@inproceedings{bb198724,
        AUTHOR = "Cai, X. and Aydin, B. and Ji, A. and Angryk, R.",
        TITLE = "A Framework for Local Outlier Detection from Spatio-Temporal
Trajectory Datasets",
        BOOKTITLE = ICPR21,
        YEAR = "2021",
        PAGES = "5682-5689",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abt2.html#TT194103"}

@inproceedings{bb198725,
        AUTHOR = "Rodrigues, R. and Bhargava, N. and Velmurugan, R. and Chaudhuri, S.",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abt2.html#TT194104"}

@inproceedings{bb198726,
        AUTHOR = "Morais, R. and Le, V. and Tran, T. and Saha, B. and Mansour, M. and Venkatesh, S.",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abt2.html#TT194105"}

@inproceedings{bb198727,
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        TITLE = "Adversarially Learned Abnormal Trajectory Classifier",
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@inproceedings{bb198728,
        AUTHOR = "Ma, C. and Miao, Z.J. and Li, M. and Song, S.Y. and Yang, M.H.",
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@inproceedings{bb198729,
        AUTHOR = "Varadarajan, J. and Subramanian, R. and Ahuja, N. and Moulin, P. and Odobez, J.M.",
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and Gaussian Process Classification",
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@inproceedings{bb198730,
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@inproceedings{bb198731,
        AUTHOR = "Ghrab, N.B. and Fendri, E. and Hammami, M.",
        TITLE = "Abnormal Events Detection Based on Trajectory Clustering",
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@inproceedings{bb198732,
        AUTHOR = "Ghrab, N.B. and Fendri, E. and Hammami, M.",
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Experimental Comparison for Similarity Measures' Efficiency",
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@inproceedings{bb198733,
        AUTHOR = "Xu, H.T. and Zhou, Y. and Lin, W.Y. and Zha, H.Y.",
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@inproceedings{bb198734,
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@inproceedings{bb198735,
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@article{bb198742,
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@article{bb198752,
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@inproceedings{bb198753,
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@article{bb198754,
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@article{bb198755,
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@article{bb198756,
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        TITLE = "An entropy approach for abnormal activities detection in video streams",
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@inproceedings{bb198760,
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        TITLE = "PedVed: Pseudo Euclidian Distances for Video Events Detection",
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@inproceedings{bb198761,
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        TITLE = "A Simple Method for Eccentric Event Espial Using Mahalanobis Metric",
        BOOKTITLE = CIARP09,
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@inproceedings{bb198762,
        AUTHOR = "Sharif, M.H. and Ihaddadene, N. and Djeraba, C.",
        TITLE = "Covariance Matrices for Crowd Behaviour Monitoring on the Escalator
Exits",
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@article{bb198763,
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        TITLE = "Laplacian Eigenmap With Temporal Constraints for Local Abnormality
Detection in Crowded Scenes",
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@inproceedings{bb198764,
        AUTHOR = "Thida, M. and Eng, H.L. and Dorothy, M. and Remagnino, P.",
        TITLE = "Learning Video Manifold for Segmenting Crowd Events and Abnormality
Detection",
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@article{bb198765,
        AUTHOR = "Li, W.X. and Mahadevan, V. and Vasconcelos, N.M.",
        TITLE = "Anomaly Detection and Localization in Crowded Scenes",
        JOURNAL = PAMI,
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT194145"}

@inproceedings{bb198766,
        AUTHOR = "Mahadevan, V. and Li, W.X. and Bhalodia, V. and Vasconcelos, N.M.",
        TITLE = "Anomaly detection in crowded scenes",
        BOOKTITLE = CVPR10,
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@article{bb198767,
        AUTHOR = "Leach, M.J.V. and Sparks, E.P. and Robertson, N.M.",
        TITLE = "Contextual anomaly detection in crowded surveillance scenes",
        JOURNAL = PRL,
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT194147"}

@article{bb198768,
        AUTHOR = "Cho, S.H. and Kang, H.B.",
        TITLE = "Abnormal behavior detection using hybrid agents in crowded scenes",
        JOURNAL = PRL,
        VOLUME = "44",
        YEAR = "2014",
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@inproceedings{bb198769,
        AUTHOR = "Cho, S.H. and Kang, H.B.",
        TITLE = "Integrated multiple behavior models for abnormal crowd behavior
detection",
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        YEAR = "2012",
        PAGES = "113-116",
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@article{bb198770,
        AUTHOR = "Xu, J.X. and Denman, S. and Reddy, V. and Fookes, C. and Sridharan, S.",
        TITLE = "Real-time video event detection in crowded scenes using MPEG derived
features: A multiple instance learning approach",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT194150"}

@inproceedings{bb198771,
        AUTHOR = "Nallaivarothayan, H. and Fookes, C. and Denman, S. and Sridharan, S.",
        TITLE = "An MRF based abnormal event detection approach using motion and
appearance features",
        BOOKTITLE = AVSS14,
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@article{bb198772,
        AUTHOR = "Zhang, Y.H. and Qin, L. and Ji, R. and Yao, H.X. and Huang, Q.M.",
        TITLE = "Social Attribute-Aware Force Model: Exploiting Richness of
Interaction for Abnormal Crowd Detection",
        JOURNAL = CirSysVideo,
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        NUMBER = "7",
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        PAGES = "1231-1245",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT194152"}

@inproceedings{bb198773,
        AUTHOR = "Zhang, Y.H. and Qin, L. and Yao, H.X. and Huang, Q.M.",
        TITLE = "Abnormal crowd behavior detection based on social attribute-aware force
model",
        BOOKTITLE = ICIP12,
        YEAR = "2012",
        PAGES = "2689-2692",
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@article{bb198774,
        AUTHOR = "Nam, Y.Y. and Hong, S.J.",
        TITLE = "Real-time abnormal situation detection based on particle advection in
crowded scenes",
        JOURNAL = RealTimeIP,
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@article{bb198775,
        AUTHOR = "Xu, J. and Denman, S. and Sridharan, S. and Fookes, C.",
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Real-World Indoor Surveillance Scenes",
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@inproceedings{bb198776,
        AUTHOR = "Abbasnejad, I. and Sridharan, S. and Denman, S. and Fookes, C. and Lucey, S.",
        TITLE = "Complex Event Detection Using Joint Max Margin and Semantic Features",
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        AUTHOR = "Abbasnejad, I. and Sridharan, S. and Denman, S. and Fookes, C. and Lucey, S.",
        TITLE = "Learning Temporal Alignment Uncertainty for Efficient Event Detection",
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@inproceedings{bb198778,
        AUTHOR = "Umakanthan, S. and Denman, S. and Fookes, C. and Sridharan, S.",
        TITLE = "Supervised Latent Dirichlet Allocation Models for Efficient Activity
Representation",
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@inproceedings{bb198779,
        AUTHOR = "Umakanthan, S. and Denman, S. and Fookes, C. and Sridharan, S.",
        TITLE = "Multiple Instance Dictionary Learning for Activity Representation",
        BOOKTITLE = ICPR14,
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@inproceedings{bb198780,
        AUTHOR = "Umakanthan, S. and Denman, S. and Fookes, C. and Sridharan, S.",
        TITLE = "Semi-Binary Based Video Features for Activity Representation",
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        YEAR = "2013",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT194160"}

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        AUTHOR = "Xu, J.X. and Denman, S. and Fookes, C. and Sridharan, S.",
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@inproceedings{bb198782,
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Spatio-Temporal Patches",
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@inproceedings{bb198783,
        AUTHOR = "Ryan, D. and Denman, S. and Fookes, C. and Sridharan, S.",
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@article{bb198784,
        AUTHOR = "Yuan, Y. and Fang, J. and Wang, Q.",
        TITLE = "Online Anomaly Detection in Crowd Scenes via Structure Analysis",
        JOURNAL = Cyber,
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@article{bb198785,
        AUTHOR = "Lee, D.G. and Suk, H.I. and Park, S.K. and Lee, S.W.",
        TITLE = "Motion Influence Map for Unusual Human Activity Detection and
Localization in Crowded Scenes",
        JOURNAL = CirSysVideo,
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        YEAR = "2015",
        NUMBER = "10",
        MONTH = "October",
        PAGES = "1612-1623",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT194165"}

@inproceedings{bb198786,
        AUTHOR = "Lee, D.G. and Suk, H.I. and Lee, S.W.",
        TITLE = "Crowd Behavior Representation Using Motion Influence Matrix for
Anomaly Detection",
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        YEAR = "2013",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT194166"}

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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT194167"}

@inproceedings{bb198788,
        AUTHOR = "Gunduz, A.E. and Temizel, T.T. and Temizel, A.",
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modelling",
        BOOKTITLE = AVSS14,
        YEAR = "2014",
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@inproceedings{bb198789,
        AUTHOR = "Ongun, C. and Temizel, A. and Temizel, T.T.",
        TITLE = "Local anomaly detection in crowded scenes using Finite-Time Lyapunov
Exponent based clustering",
        BOOKTITLE = AVSS14,
        YEAR = "2014",
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@article{bb198790,
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detection",
        JOURNAL = CVIU,
        VOLUME = "144",
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        NUMBER = "1",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT194170"}

@article{bb198791,
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT194171"}

@inproceedings{bb198792,
        AUTHOR = "Cheung, E. and Wong, T.K. and Bera, A. and Wang, X.G. and Manocha, D.",
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        YEAR = "2016",
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@inproceedings{bb198793,
        AUTHOR = "Bera, A. and Manocha, D.",
        TITLE = "Realtime Anomaly Detection Using Trajectory-Level Crowd Behavior
Learning",
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@inproceedings{bb198794,
        AUTHOR = "Bera, A. and Manocha, D.",
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Obstacles",
        BOOKTITLE = ICPR14,
        YEAR = "2014",
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@article{bb198795,
        AUTHOR = "Biswas, S. and Gupta, V.",
        TITLE = "Abnormality detection in crowd videos by tracking sparse components",
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@article{bb198796,
        AUTHOR = "Yuan, Y. and Feng, Y.C. and Lu, X.Q.",
        TITLE = "Structured dictionary learning for abnormal event detection in
crowded scenes",
        JOURNAL = PR,
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@article{bb198797,
        AUTHOR = "Yuan, Y. and Feng, Y.C. and Lu, X.Q.",
        TITLE = "Statistical Hypothesis Detector for Abnormal Event Detection in
Crowded Scenes",
        JOURNAL = Cyber,
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@article{bb198798,
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@article{bb198799,
        AUTHOR = "Ji, Q.G. and Chi, R. and Lu, Z.M.",
        TITLE = "Anomaly detection and localisation in the crowd scenes using a
block-based social force model",
        JOURNAL = IET-IPR,
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