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        BOOKTITLE = ICIP08,
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT182559"}

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        TITLE = "Abnormal behavior detection and behavior matching for networked cameras",
        BOOKTITLE = ICDSC08,
        YEAR = "2008",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT182560"}

@article{bb187102,
        AUTHOR = "Liu, C. and Wang, G.J. and Ning, W.X. and Lin, X.G.",
        TITLE = "Drastic Anomaly Detection in Video Using Motion Direction Statistics",
        JOURNAL = IEICE,
        VOLUME = "E94-D",
        YEAR = "2011",
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        MONTH = "August",
        PAGES = "1700-1707",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT182561"}

@inproceedings{bb187103,
        AUTHOR = "Liu, C. and Wang, G.J. and Ning, W.X. and Lin, X.G. and Li, L. and Liu, Z.",
        TITLE = "Anomaly detection in surveillance video using motion direction
statistics",
        BOOKTITLE = ICIP10,
        YEAR = "2010",
        PAGES = "717-720",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT182562"}

@article{bb187104,
        AUTHOR = "Ntalampiras, S. and Potamitis, I. and Fakotakis, N.",
        TITLE = "Probabilistic Novelty Detection for Acoustic Surveillance Under
Real-World Conditions",
        JOURNAL = MultMed,
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        NUMBER = "4",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT182563"}

@article{bb187105,
        AUTHOR = "Popoola, O.P. and Wang, K.",
        TITLE = "Video-Based Abnormal Human Behavior Recognition: A Review",
        JOURNAL = SMC-C,
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        PAGES = "865-878",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT182564"}

@article{bb187106,
        AUTHOR = "Varadarajan, J. and Emonet, R. and Odobez, J.M.",
        TITLE = "A Sequential Topic Model for Mining Recurrent Activities from Long Term
Video Logs",
        JOURNAL = IJCV,
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        YEAR = "2013",
        NUMBER = "1",
        MONTH = "May",
        PAGES = "100-126",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT182565"}

@article{bb187107,
        AUTHOR = "Emonet, R. and Varadarajan, J. and Odobez, J.M.",
        TITLE = "Temporal Analysis of Motif Mixtures Using Dirichlet Processes",
        JOURNAL = PAMI,
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        YEAR = "2014",
        NUMBER = "1",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT182566"}

@inproceedings{bb187108,
        AUTHOR = "Emonet, R. and Varadarajan, J. and Odobez, J.M.",
        TITLE = "Extracting and locating temporal motifs in video scenes using a
hierarchical non parametric Bayesian model",
        BOOKTITLE = CVPR11,
        YEAR = "2011",
        PAGES = "3233-3240",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT182567"}

@inproceedings{bb187109,
        AUTHOR = "Varadarajan, J. and Emonet, R. and Odobez, J.M.",
        TITLE = "Probabilistic Latent Sequential Motifs:
Discovering temporal activity patterns in video scenes",
        BOOKTITLE = BMVC10,
        YEAR = "2010",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT182568"}

@inproceedings{bb187110,
        AUTHOR = "Varadarajan, J. and Odobez, J.M.",
        TITLE = "Topic models for scene analysis and abnormality detection",
        BOOKTITLE = VS09,
        YEAR = "2009",
        PAGES = "1338-1345",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT182569"}

@article{bb187111,
        AUTHOR = "Lee, S.C. and Nevatia, R.",
        TITLE = "Hierarchical abnormal event detection by real time and semi-real time
multi-tasking video surveillance system",
        JOURNAL = MVA,
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        MONTH = "January",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT182570"}

@article{bb187112,
        AUTHOR = "Kim, J. and Kim, D.J.",
        TITLE = "Accurate Static Region Classification Using Multiple Cues for ARO
Detection",
        JOURNAL = SPLetters,
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        YEAR = "2014",
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        MONTH = "August",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT182571"}

@inproceedings{bb187113,
        AUTHOR = "Kim, J. and Kang, B.N. and Wang, H. and Kim, D.J.",
        TITLE = "Abnormal Object Detection Using Feedforward Model and Sequential
Filters",
        BOOKTITLE = AVSS12,
        YEAR = "2012",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT182572"}

@article{bb187114,
        AUTHOR = "Song, L. and Jiang, F. and Shi, Z. and Molina, R. and Katsaggelos, A.K.",
        TITLE = "Toward Dynamic Scene Understanding by Hierarchical Motion Pattern
Mining",
        JOURNAL = ITS,
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        YEAR = "2014",
        NUMBER = "3",
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        PAGES = "1273-1285",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT182573"}

@article{bb187115,
        AUTHOR = "Alvar, M. and Torsello, A. and Sanchez Miralles, A. and Armingol, J.M.",
        TITLE = "Abnormal behavior detection using dominant sets",
        JOURNAL = MVA,
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        MONTH = "July",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT182574"}

@article{bb187116,
        AUTHOR = "Susan, S. and Hanmandlu, M.",
        TITLE = "Unsupervised detection of nonlinearity in motion using weighted average
of non-extensive entropies",
        JOURNAL = SIViP,
        VOLUME = "9",
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        NUMBER = "3",
        MONTH = "March",
        PAGES = "511-525",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT182575"}

@article{bb187117,
        AUTHOR = "Kwon, J. and Lee, K.M.",
        TITLE = "A Unified Framework for Event Summarization and Rare Event Detection
from Multiple Views",
        JOURNAL = PAMI,
        VOLUME = "37",
        YEAR = "2015",
        NUMBER = "9",
        MONTH = "September",
        PAGES = "1737-1750",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT182576"}

@inproceedings{bb187118,
        AUTHOR = "Kwon, J. and Lee, K.M.",
        TITLE = "A unified framework for event summarization and rare event detection",
        BOOKTITLE = CVPR12,
        YEAR = "2012",
        PAGES = "1266-1273",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT182577"}

@article{bb187119,
        AUTHOR = "Zhang, Z. and Liu, S. and Zhang, Z.W.",
        TITLE = "Consistent Sparse Representation for Abnormal Event Detection",
        JOURNAL = IEICE,
        VOLUME = "E98-D",
        YEAR = "2015",
        NUMBER = "10",
        MONTH = "October",
        PAGES = "1866-1870",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT182578"}

@article{bb187120,
        AUTHOR = "Jiang, M. and Cui, P. and Faloutsos, C.",
        TITLE = "Suspicious Behavior Detection: Current Trends and Future Directions",
        JOURNAL = IEEE_Int_Sys,
        VOLUME = "31",
        YEAR = "2016",
        NUMBER = "1",
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        PAGES = "31-39",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT182579"}

@article{bb187121,
        AUTHOR = "Epaillard, E. and Bouguila, N.",
        TITLE = "Proportional data modeling with hidden Markov models based on
generalized Dirichlet and Beta-Liouville mixtures applied to anomaly
detection in public areas",
        JOURNAL = PR,
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        YEAR = "2016",
        NUMBER = "1",
        PAGES = "125-136",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT182580"}

@article{bb187122,
        AUTHOR = "Epaillard, E. and Bouguila, N.",
        TITLE = "Data-free metrics for Dirichlet and generalized Dirichlet
mixture-based HMMs: A practical study",
        JOURNAL = PR,
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        YEAR = "2019",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT182581"}

@article{bb187123,
        AUTHOR = "Fortunati, S. and Gini, F. and Greco, M.S. and Farina, A. and Graziano, A. and Giompapa, S.",
        TITLE = "An improvement of the state-of-the-art covariance-based methods for
statistical anomaly detection algorithms",
        JOURNAL = SIViP,
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        YEAR = "2016",
        NUMBER = "4",
        MONTH = "April",
        PAGES = "687-694",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT182582"}

@article{bb187124,
        AUTHOR = "Ben Abdallah, A.C. and Gouiffes, M. and Lacassagne, L.",
        TITLE = "A modular system for global and local abnormal event detection and
categorization in videos",
        JOURNAL = MVA,
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        YEAR = "2016",
        NUMBER = "4",
        MONTH = "May",
        PAGES = "463-481",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT182583"}

@article{bb187125,
        AUTHOR = "Choudhary, A. and Chaudhury, S.",
        TITLE = "Video analytics revisited",
        JOURNAL = IET-CV,
        VOLUME = "10",
        YEAR = "2016",
        NUMBER = "4",
        PAGES = "237-247",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT182584"}

@inproceedings{bb187126,
        AUTHOR = "Choudhary, A. and Pal, M. and Banerjee, S. and Chaudhury, S.",
        TITLE = "Unusual Activity Analysis Using Video Epitomes and pLSA",
        BOOKTITLE = ICCVGIP08,
        YEAR = "2008",
        PAGES = "390-397",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT182585"}

@article{bb187127,
        AUTHOR = "Singh, D. and Mohan, C.K.",
        TITLE = "Graph formulation of video activities for abnormal activity
recognition",
        JOURNAL = PR,
        VOLUME = "65",
        YEAR = "2017",
        NUMBER = "1",
        PAGES = "265-272",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT182586"}

@article{bb187128,
        AUTHOR = "Colque, R.V.H.M. and Caetano, C. and de Andrade, M.T.L. and Schwartz, W.R.",
        TITLE = "Histograms of Optical Flow Orientation and Magnitude and Entropy to
Detect Anomalous Events in Videos",
        JOURNAL = CirSysVideo,
        VOLUME = "27",
        YEAR = "2017",
        NUMBER = "3",
        MONTH = "March",
        PAGES = "673-682",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT182587"}

@article{bb187129,
        AUTHOR = "Yu, B. and Liu, Y. and Sun, Q.",
        TITLE = "A Content-Adaptively Sparse Reconstruction Method for Abnormal Events
Detection With Low-Rank Property",
        JOURNAL = SMCS,
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        YEAR = "2017",
        NUMBER = "4",
        MONTH = "April",
        PAGES = "704-716",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT182588"}

@article{bb187130,
        AUTHOR = "Bensch, R. and Scherf, N. and Huisken, J. and Brox, T. and Ronneberger, O.",
        TITLE = "Spatiotemporal Deformable Prototypes for Motion Anomaly Detection",
        JOURNAL = IJCV,
        VOLUME = "122",
        YEAR = "2017",
        NUMBER = "3",
        MONTH = "May",
        PAGES = "502-523",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT182589"}

@inproceedings{bb187131,
        AUTHOR = "Bensch, R. and Brox, T. and Ronneberger, O.",
        TITLE = "Spatiotemporal Deformable Prototypes for Motion Anomaly Detection",
        BOOKTITLE = BMVC15,
        YEAR = "2015",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT182589"}

@article{bb187132,
        AUTHOR = "Martin, R.A. and Blackburn, L. and Pulsipher, J. and Franke, K. and Hedengren, J.D.",
        TITLE = "Potential Benefits of Combining Anomaly Detection with View Planning
for UAV Infrastructure Modeling",
        JOURNAL = RS,
        VOLUME = "9",
        YEAR = "2017",
        NUMBER = "5",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT182590"}

@inproceedings{bb187133,
        AUTHOR = "Chebi, H. and Acheli, D. and Kesraoui, M.",
        TITLE = "Strategy of detecting abnormal behaviors by fuzzy logic",
        BOOKTITLE = ISCV17,
        YEAR = "2017",
        PAGES = "1-5",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT182591"}

@article{bb187134,
        AUTHOR = "Fuse, T. and Kamiya, K.",
        TITLE = "Statistical Anomaly Detection in Human Dynamics Monitoring Using a
Hierarchical Dirichlet Process Hidden Markov Model",
        JOURNAL = ITS,
        VOLUME = "18",
        YEAR = "2017",
        NUMBER = "11",
        MONTH = "November",
        PAGES = "3083-3092",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT182592"}

@inproceedings{bb187135,
        AUTHOR = "Kamiya, K. and Fuse, T.",
        TITLE = "Statistical Anomaly Detection for Monitoring of Human Dynamics",
        BOOKTITLE = Seamless15,
        YEAR = "2015",
        PAGES = "93-98",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT182593"}

@article{bb187136,
        AUTHOR = "Li, S.F. and Yang, Y.Q. and Liu, C.X.",
        TITLE = "Anomaly detection based on two global grid motion templates",
        JOURNAL = SP:IC,
        VOLUME = "60",
        YEAR = "2018",
        NUMBER = "1",
        PAGES = "6-12",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT182594"}

@article{bb187137,
        AUTHOR = "Li, S.F. and Liu, C.X. and Yang, Y.Q.",
        TITLE = "Anomaly detection based on maximum a posteriori",
        JOURNAL = PRL,
        VOLUME = "107",
        YEAR = "2018",
        PAGES = "91-97",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT182595"}

@article{bb187138,
        AUTHOR = "Torres, B.S. and Pedrini, H.",
        TITLE = "Detection of complex video events through visual rhythm",
        JOURNAL = VC,
        VOLUME = "34",
        YEAR = "2018",
        NUMBER = "2",
        MONTH = "February",
        PAGES = "145-165",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT182596"}

@article{bb187139,
        AUTHOR = "Xu, K. and Jiang, X.H. and Sun, T.F.",
        TITLE = "Anomaly Detection Based on Stacked Sparse Coding With Intraframe
Classification Strategy",
        JOURNAL = MultMed,
        VOLUME = "20",
        YEAR = "2018",
        NUMBER = "5",
        MONTH = "May",
        PAGES = "1062-1074",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT182597"}

@article{bb187140,
        AUTHOR = "Li, S.F. and Liu, C.X. and Yang, Y.Q.",
        TITLE = "Anomaly detection based on sparse coding with two kinds of dictionaries",
        JOURNAL = SIViP,
        VOLUME = "12",
        YEAR = "2018",
        NUMBER = "5",
        MONTH = "July",
        PAGES = "983-989",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT182598"}

@article{bb187141,
        AUTHOR = "Hunt, X.J. and Willett, R.",
        TITLE = "Online Data Thinning via Multi-Subspace Tracking",
        JOURNAL = PAMI,
        VOLUME = "41",
        YEAR = "2019",
        NUMBER = "5",
        MONTH = "May",
        PAGES = "1173-1187",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT182599"}

@article{bb187142,
        AUTHOR = "Yang, C. and Yue, Y.F. and Zhang, J. and Wen, M.X. and Wang, D.W.",
        TITLE = "Probabilistic Reasoning for Unique Role Recognition Based on the
Fusion of Semantic-Interaction and Spatio-Temporal Features",
        JOURNAL = MultMed,
        VOLUME = "21",
        YEAR = "2019",
        NUMBER = "5",
        MONTH = "May",
        PAGES = "1195-1208",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT182600"}

@article{bb187143,
        AUTHOR = "Lin, C. and Lin, X.X. and Xie, Y.L. and Liang, Y.Y.",
        TITLE = "Abnormal gesture recognition based on multi-model fusion strategy",
        JOURNAL = MVA,
        VOLUME = "30",
        YEAR = "2019",
        NUMBER = "5",
        MONTH = "July",
        PAGES = "889-900",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT182601"}

@article{bb187144,
        AUTHOR = "Zhang, J. and Wu, C. and Wang, Y.M. and Wang, P.Y.",
        TITLE = "Detection of abnormal behavior in narrow scene with perspective
distortion",
        JOURNAL = MVA,
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        YEAR = "2019",
        NUMBER = "5",
        MONTH = "July",
        PAGES = "987-998",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT182602"}

@article{bb187145,
        AUTHOR = "Lu, C.W. and Shi, J.P. and Wang, W.M. and Jia, J.Y.",
        TITLE = "Fast Abnormal Event Detection",
        JOURNAL = IJCV,
        VOLUME = "127",
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        NUMBER = "8",
        MONTH = "August",
        PAGES = "993-1011",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT182603"}

@inproceedings{bb187146,
        AUTHOR = "Lu, C.W. and Shi, J.P. and Jia, J.Y.",
        TITLE = "Abnormal Event Detection at 150 FPS in MATLAB",
        BOOKTITLE = ICCV13,
        YEAR = "2013",
        PAGES = "2720-2727",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT182604"}

@article{bb187147,
        AUTHOR = "Xu, X.G. and Wang, Y. and Wang, L.W. and Yu, B. and Jia, J.Y.",
        TITLE = "Conditional Temporal Variational AutoEncoder for Action Video
Prediction",
        JOURNAL = IJCV,
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        NUMBER = "10",
        MONTH = "October",
        PAGES = "2699-2722",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT182605"}

@article{bb187148,
        AUTHOR = "Bappy, J.H. and Paul, S. and Tuncel, E. and Roy Chowdhury, A.K.",
        TITLE = "Exploiting Typicality for Selecting Informative and Anomalous Samples
in Videos",
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        YEAR = "2019",
        NUMBER = "10",
        MONTH = "October",
        PAGES = "5214-5226",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT182606"}

@article{bb187149,
        AUTHOR = "Cong, Y. and Fan, B.J. and Hou, D.D. and Fan, H.J. and Liu, K.Z. and Luo, J.B.",
        TITLE = "Novel event analysis for human-machine collaborative underwater
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        YEAR = "2019",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT182607"}

@article{bb187150,
        AUTHOR = "Jardim, E. and Thomaz, L.A. and da Silva, E.A.B. and Netto, S.L.",
        TITLE = "Domain-Transformable Sparse Representation for Anomaly Detection in
Moving-Camera Videos",
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        YEAR = "2020",
        PAGES = "1329-1343",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT182608"}

@article{bb187151,
        AUTHOR = "Phiboonbanakit, T. and Huynh, V.N. and Horanont, T. and Supnithi, T.",
        TITLE = "Unsupervised hybrid anomaly detection model for logistics fleet
management systems",
        JOURNAL = IET-ITS,
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        NUMBER = "11",
        MONTH = "November",
        PAGES = "1636-1648",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT182609"}

@article{bb187152,
        AUTHOR = "Kwon, J.",
        TITLE = "Rare-Event Detection by Quasi-Wang-Landau Monte Carlo Sampling with
Approximate Bayesian Computation",
        JOURNAL = JMIV,
        VOLUME = "61",
        YEAR = "2019",
        NUMBER = "9",
        MONTH = "November",
        PAGES = "1258-1275",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT182610"}

@article{bb187153,
        AUTHOR = "Shi, Y. and Xu, M. and Zhao, R. and Fu, H. and Wu, T. and Cao, N.",
        TITLE = "Interactive Context-Aware Anomaly Detection Guided by User Feedback",
        JOURNAL = HMS,
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        YEAR = "2019",
        NUMBER = "6",
        MONTH = "December",
        PAGES = "550-559",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT182611"}

@article{bb187154,
        AUTHOR = "Tang, Y. and Zhao, L. and Zhang, S.S. and Gong, C. and Li, G.Y. and Yang, J.",
        TITLE = "Integrating prediction and reconstruction for anomaly detection",
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@article{bb187155,
        AUTHOR = "Lin, Y.G.",
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based on Internet of things",
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        YEAR = "2020",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT182613"}

@article{bb187156,
        AUTHOR = "Liu, Y.Q. and Yu, H.H. and Gong, C.Y. and Chen, Y.Y.",
        TITLE = "A real time expert system for anomaly detection of aerators based on
computer vision and surveillance cameras",
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@article{bb187157,
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@inproceedings{bb187164,
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Intelligent Transportation Systems",
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@article{bb187173,
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        JOURNAL = Surveys,
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT182637"}

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@article{bb187181,
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@article{bb187186,
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        NUMBER = "2",
        MONTH = "March",
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@article{bb187189,
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@article{bb187191,
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@article{bb187193,
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@article{bb187194,
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@article{bb187197,
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@article{bb187199,
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