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@article{bb199101,
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT194480"}

@article{bb199102,
        AUTHOR = "Alvar, M. and Torsello, A. and Sanchez Miralles, A. and Armingol, J.M.",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT194481"}

@article{bb199103,
        AUTHOR = "Susan, S. and Hanmandlu, M.",
        TITLE = "Unsupervised detection of nonlinearity in motion using weighted average
of non-extensive entropies",
        JOURNAL = SIViP,
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT194482"}

@article{bb199104,
        AUTHOR = "Kwon, J. and Lee, K.M.",
        TITLE = "A Unified Framework for Event Summarization and Rare Event Detection
from Multiple Views",
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        MONTH = "September",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT194483"}

@inproceedings{bb199105,
        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#TT194484"}

@article{bb199106,
        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#TT194485"}

@article{bb199107,
        AUTHOR = "Jiang, M. and Cui, P. and Faloutsos, C.",
        TITLE = "Suspicious Behavior Detection: Current Trends and Future Directions",
        JOURNAL = IEEE_Int_Sys,
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        PAGES = "31-39",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT194486"}

@article{bb199108,
        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",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT194487"}

@article{bb199109,
        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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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT194488"}

@article{bb199110,
        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",
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        NUMBER = "4",
        MONTH = "April",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT194489"}

@article{bb199111,
        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",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT194490"}

@article{bb199112,
        AUTHOR = "Choudhary, A. and Chaudhury, S.",
        TITLE = "Video analytics revisited",
        JOURNAL = IET-CV,
        VOLUME = "10",
        YEAR = "2016",
        NUMBER = "4",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT194491"}

@inproceedings{bb199113,
        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",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT194492"}

@article{bb199114,
        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",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT194493"}

@article{bb199115,
        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",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT194494"}

@article{bb199116,
        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",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT194495"}

@article{bb199117,
        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#TT194496"}

@inproceedings{bb199118,
        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#TT194496"}

@article{bb199119,
        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",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT194497"}

@inproceedings{bb199120,
        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#TT194498"}

@article{bb199121,
        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#TT194499"}

@inproceedings{bb199122,
        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#TT194500"}

@article{bb199123,
        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",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT194501"}

@article{bb199124,
        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#TT194502"}

@article{bb199125,
        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#TT194503"}

@article{bb199126,
        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,
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        YEAR = "2018",
        NUMBER = "5",
        MONTH = "May",
        PAGES = "1062-1074",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT194504"}

@article{bb199127,
        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#TT194505"}

@article{bb199128,
        AUTHOR = "Hunt, X.J. and Willett, R.",
        TITLE = "Online Data Thinning via Multi-Subspace Tracking",
        JOURNAL = PAMI,
        VOLUME = "41",
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        MONTH = "May",
        PAGES = "1173-1187",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT194506"}

@article{bb199129,
        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#TT194507"}

@article{bb199130,
        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#TT194508"}

@article{bb199131,
        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,
        VOLUME = "30",
        YEAR = "2019",
        NUMBER = "5",
        MONTH = "July",
        PAGES = "987-998",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT194509"}

@article{bb199132,
        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#TT194510"}

@inproceedings{bb199133,
        AUTHOR = "Lu, C.W. and Shi, J.P. and Jia, J.Y.",
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        BOOKTITLE = ICCV13,
        YEAR = "2013",
        PAGES = "2720-2727",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT194511"}

@article{bb199134,
        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,
        VOLUME = "131",
        YEAR = "2023",
        NUMBER = "10",
        MONTH = "October",
        PAGES = "2699-2722",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT194512"}

@article{bb199135,
        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",
        JOURNAL = IP,
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        YEAR = "2019",
        NUMBER = "10",
        MONTH = "October",
        PAGES = "5214-5226",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT194513"}

@article{bb199136,
        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
exploration",
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        YEAR = "2019",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT194514"}

@article{bb199137,
        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#TT194515"}

@article{bb199138,
        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,
        VOLUME = "13",
        YEAR = "2019",
        NUMBER = "11",
        MONTH = "November",
        PAGES = "1636-1648",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT194516"}

@article{bb199139,
        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#TT194517"}

@article{bb199140,
        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,
        VOLUME = "49",
        YEAR = "2019",
        NUMBER = "6",
        MONTH = "December",
        PAGES = "550-559",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT194518"}

@article{bb199141,
        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",
        JOURNAL = PRL,
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        YEAR = "2020",
        PAGES = "123-130",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT194519"}

@article{bb199142,
        AUTHOR = "Lin, Y.G.",
        TITLE = "Automatic recognition of image of abnormal situation in scenic spots
based on Internet of things",
        JOURNAL = IVC,
        VOLUME = "96",
        YEAR = "2020",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT194520"}

@article{bb199143,
        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",
        JOURNAL = JVCIR,
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        YEAR = "2020",
        PAGES = "102767",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT194521"}

@article{bb199144,
        AUTHOR = "Chen, D.Y. and Wang, P.T. and Yue, L.Y. and Zhang, Y.X. and Jia, T.",
        TITLE = "Anomaly detection in surveillance video based on bidirectional
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        YEAR = "2020",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT194522"}

@article{bb199145,
        AUTHOR = "Balasundaram, A. and Chellappan, C.",
        TITLE = "An intelligent video analytics model for abnormal event detection in
online surveillance video",
        JOURNAL = RealTimeIP,
        VOLUME = "17",
        YEAR = "2020",
        NUMBER = "4",
        MONTH = "August",
        PAGES = "915-930",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT194523"}

@article{bb199146,
        AUTHOR = "Wu, P. and Liu, J. and Li, M.M. and Sun, Y.J. and Shen, F.",
        TITLE = "Fast sparse coding networks for anomaly detection in videos",
        JOURNAL = PR,
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        YEAR = "2020",
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@article{bb199147,
        AUTHOR = "Asad, M. and Yang, J. and Tu, E. and Chen, L.M. and He, X.J.",
        TITLE = "Anomaly3D: Video anomaly detection based on 3D-normality clusters",
        JOURNAL = JVCIR,
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        YEAR = "2021",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT194525"}

@inproceedings{bb199148,
        AUTHOR = "Ozturk, H.I. and Can, A.B.",
        TITLE = "Adnet: Temporal Anomaly Detection in Surveillance Videos",
        BOOKTITLE = MLCSA20,
        YEAR = "2020",
        PAGES = "88-101",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT194526"}

@article{bb199149,
        AUTHOR = "Zhang, L. and Zhao, J. and Li, W.",
        TITLE = "Online and Unsupervised Anomaly Detection for Streaming Data Using an
Array of Sliding Windows and PDDs",
        JOURNAL = Cyber,
        VOLUME = "51",
        YEAR = "2021",
        NUMBER = "4",
        MONTH = "April",
        PAGES = "2284-2289",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT194527"}

@article{bb199150,
        AUTHOR = "Bergmann, P. and Batzner, K. and Fauser, M. and Sattlegger, D. and Steger, C.",
        TITLE = "The MVTec Anomaly Detection Dataset: A Comprehensive Real-World Dataset
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        JOURNAL = IJCV,
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        YEAR = "2021",
        NUMBER = "4",
        MONTH = "April",
        PAGES = "1038-1059",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT194528"}

@inproceedings{bb199151,
        AUTHOR = "Bergmann, P. and Fauser, M. and Sattlegger, D. and Steger, C.",
        TITLE = "MVTec AD: A Comprehensive Real-World Dataset for Unsupervised Anomaly
Detection",
        BOOKTITLE = CVPR19,
        YEAR = "2019",
        PAGES = "9584-9592",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT194529"}

@article{bb199152,
        AUTHOR = "Zhou, K. and Hui, B. and Wang, J.F. and Wang, C.Y. and Wu, T.T.",
        TITLE = "A study on attention-based LSTM for abnormal behavior recognition
with variable pooling",
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        YEAR = "2021",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT194530"}

@article{bb199153,
        AUTHOR = "Sreenivasan, S.C. and Bhashyam, S.",
        TITLE = "Sequential Nonparametric Detection of Anomalous Data Streams",
        JOURNAL = SPLetters,
        VOLUME = "28",
        YEAR = "2021",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT194531"}

@article{bb199154,
        AUTHOR = "Wan, S.H. and Xu, X.L. and Wang, T. and Gu, Z.H.",
        TITLE = "An Intelligent Video Analysis Method for Abnormal Event Detection in
Intelligent Transportation Systems",
        JOURNAL = ITS,
        VOLUME = "22",
        YEAR = "2021",
        NUMBER = "7",
        MONTH = "July",
        PAGES = "4487-4495",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT194532"}

@article{bb199155,
        AUTHOR = "Wan, B.Y. and Jiang, W.H. and Fang, Y.M. and Luo, Z.Y. and Ding, G.Q.",
        TITLE = "Anomaly detection in video sequences:
A benchmark and computational model",
        JOURNAL = IET-IPR,
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        YEAR = "2021",
        NUMBER = "14",
        PAGES = "3454-3465",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT194533"}

@article{bb199156,
        AUTHOR = "Zhong, Y.H. and Chen, X. and Jiang, J.Y. and Ren, F.",
        TITLE = "A cascade reconstruction model with generalization ability evaluation
for anomaly detection in videos",
        JOURNAL = PR,
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@article{bb199157,
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        TITLE = "Variational Abnormal Behavior Detection With Motion Consistency",
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        YEAR = "2022",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT194535"}

@article{bb199158,
        AUTHOR = "Rathore, P. and Kumar, D. and Bezdek, J.C. and Rajasegarar, S. and Palaniswami, M.",
        TITLE = "Visual Structural Assessment and Anomaly Detection for High-Velocity
Data Streams",
        JOURNAL = Cyber,
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        YEAR = "2021",
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        MONTH = "December",
        PAGES = "5979-5992",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT194536"}

@article{bb199159,
        AUTHOR = "Miller, C. and Corcoran, J.N. and Schneider, M.D.",
        TITLE = "Rare Events via Cross-Entropy Population Monte Carlo",
        JOURNAL = SPLetters,
        VOLUME = "29",
        YEAR = "2022",
        PAGES = "439-443",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT194537"}

@article{bb199160,
        AUTHOR = "Ye, F. and Huang, C.Q. and Cao, J.K. and Li, M.S. and Zhang, Y. and Lu, C.W.",
        TITLE = "Attribute Restoration Framework for Anomaly Detection",
        JOURNAL = MultMed,
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        YEAR = "2022",
        PAGES = "116-127",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT194538"}

@inproceedings{bb199161,
        AUTHOR = "Park, C. and Cho, M. and Lee, M. and Lee, S.Y.",
        TITLE = "FastAno: Fast Anomaly Detection via Spatio-temporal Patch
Transformation",
        BOOKTITLE = WACV22,
        YEAR = "2022",
        PAGES = "1908-1918",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT194539"}

@article{bb199162,
        AUTHOR = "Zhang, S. and Gong, M. and Xie, Y. and Qin, A.K. and Li, H. and Gao, Y. and Ong, Y.S.",
        TITLE = "Influence-Aware Attention Networks for Anomaly Detection in
Surveillance Videos",
        JOURNAL = CirSysVideo,
        VOLUME = "32",
        YEAR = "2022",
        NUMBER = "8",
        MONTH = "August",
        PAGES = "5427-5437",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT194540"}

@article{bb199163,
        AUTHOR = "Aslam, N. and Rai, P.K. and Kolekar, M.H.",
        TITLE = "A3N: Attention-based adversarial autoencoder network for detecting
anomalies in video sequence",
        JOURNAL = JVCIR,
        VOLUME = "87",
        YEAR = "2022",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT194541"}

@article{bb199164,
        AUTHOR = "Slavic, G. and Alemaw, A.S. and Marcenaro, L. and Gomez, D.M. and Regazzoni, C.",
        TITLE = "A Kalman Variational Autoencoder Model Assisted by Odometric
Clustering for Video Frame Prediction and Anomaly Detection",
        JOURNAL = IP,
        VOLUME = "32",
        YEAR = "2023",
        PAGES = "415-429",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT194542"}

@article{bb199165,
        AUTHOR = "Tran, T.M. and Vu, T.N. and Vo, N.D. and Nguyen, T.V. and Nguyen, K.",
        TITLE = "Anomaly Analysis in Images and Videos: A Comprehensive Review",
        JOURNAL = Surveys,
        VOLUME = "55",
        YEAR = "2022",
        NUMBER = "7",
        MONTH = "December",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT194543"}

@article{bb199166,
        AUTHOR = "Chen, X.Y. and Kan, S.C. and Zhang, F.H. and Cen, Y.G. and Zhang, L. and Zhang, D.",
        TITLE = "Multiscale spatial temporal attention graph convolution network for
skeleton-based anomaly behavior detection",
        JOURNAL = JVCIR,
        VOLUME = "90",
        YEAR = "2023",
        PAGES = "103707",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT194544"}

@article{bb199167,
        AUTHOR = "Li, N.J. and Chang, F.L. and Liu, C.S.",
        TITLE = "Human-related anomalous event detection via memory-augmented
Wasserstein generative adversarial network with gradient penalty",
        JOURNAL = PR,
        VOLUME = "138",
        YEAR = "2023",
        PAGES = "109398",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT194545"}

@article{bb199168,
        AUTHOR = "Kim, M. and Kim, J. and Yu, J. and Choi, J.K.",
        TITLE = "Active anomaly detection based on deep one-class classification",
        JOURNAL = PRL,
        VOLUME = "167",
        YEAR = "2023",
        PAGES = "18-24",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT194546"}

@article{bb199169,
        AUTHOR = "Wu, K. and Zhu, L. and Shi, W.H. and Wang, W.W. and Wu, J.",
        TITLE = "Self-Attention Memory-Augmented Wavelet-CNN for Anomaly Detection",
        JOURNAL = CirSysVideo,
        VOLUME = "33",
        YEAR = "2023",
        NUMBER = "3",
        MONTH = "March",
        PAGES = "1374-1385",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT194547"}

@article{bb199170,
        AUTHOR = "Zhang, F.H. and Kan, S.C. and Zhang, D. and Cen, Y.G. and Zhang, L. and Mladenovic, V.",
        TITLE = "A graph model-based multiscale feature fitting method for
unsupervised anomaly detection",
        JOURNAL = PR,
        VOLUME = "138",
        YEAR = "2023",
        PAGES = "109373",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT194548"}

@article{bb199171,
        AUTHOR = "Wen, X.P. and Lai, H.C. and Gao, G. and Zhao, Y.J.",
        TITLE = "Video abnormal behaviour detection based on pseudo-3D encoder and
multi-cascade memory mechanism",
        JOURNAL = IET-IPR,
        VOLUME = "17",
        YEAR = "2023",
        NUMBER = "3",
        PAGES = "709-721",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT194549"}

@article{bb199172,
        AUTHOR = "Ali, M.M.",
        TITLE = "Real-time video anomaly detection for smart surveillance",
        JOURNAL = IET-IPR,
        VOLUME = "17",
        YEAR = "2023",
        NUMBER = "5",
        PAGES = "1375-1388",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT194550"}

@article{bb199173,
        AUTHOR = "Thakare, K.V. and Dogra, D.P. and Choi, H. and Kim, H. and Kim, I.J.",
        TITLE = "RareAnom: A Benchmark Video Dataset for Rare Type Anomalies",
        JOURNAL = PR,
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        YEAR = "2023",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT194551"}

@article{bb199174,
        AUTHOR = "Ma, Y.H. and Islam, M.N.A. and Cleland Huang, J. and Chawla, N.V.",
        TITLE = "Detecting Anomalies in Small Unmanned Aerial Systems via Graphical
Normalizing Flows",
        JOURNAL = IEEE_Int_Sys,
        VOLUME = "38",
        YEAR = "2023",
        NUMBER = "2",
        MONTH = "March",
        PAGES = "46-54",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT194552"}

@article{bb199175,
        AUTHOR = "Sinha, K.P. and Kumar, P.",
        TITLE = "Human activity recognition from UAV videos using a novel DMLC-CNN
model",
        JOURNAL = IVC,
        VOLUME = "134",
        YEAR = "2023",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT194553"}

@article{bb199176,
        AUTHOR = "Huang, X. and Hu, Y.T. and Luo, X.Y. and Han, J.G. and Zhang, B.C. and Cao, X.B.",
        TITLE = "Boosting Variational Inference With Margin Learning for Few-Shot
Scene-Adaptive Anomaly Detection",
        JOURNAL = CirSysVideo,
        VOLUME = "33",
        YEAR = "2023",
        NUMBER = "6",
        MONTH = "June",
        PAGES = "2813-2825",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT194554"}

@article{bb199177,
        AUTHOR = "Kwon, M.S. and Moon, Y.G. and Lee, B. and Noh, J.H.",
        TITLE = "Autoencoders with exponential deviation loss for weakly supervised
anomaly detection",
        JOURNAL = PRL,
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        YEAR = "2023",
        PAGES = "131-137",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT194555"}

@article{bb199178,
        AUTHOR = "Kommanduri, R. and Ghorai, M.",
        TITLE = "Bi-READ: Bi-Residual AutoEncoder based feature enhancement for video
anomaly detection",
        JOURNAL = JVCIR,
        VOLUME = "95",
        YEAR = "2023",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT194556"}

@article{bb199179,
        AUTHOR = "Kshirsagar, A.P. and Azath, H.",
        TITLE = "YOLOv3-based human detection and heuristically modified-LSTM for
abnormal human activities detection in ATM machine",
        JOURNAL = JVCIR,
        VOLUME = "95",
        YEAR = "2023",
        PAGES = "103901",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT194557"}

@article{bb199180,
        AUTHOR = "Duan, X.Y.",
        TITLE = "Abnormal Behavior Recognition for Human Motion Based on Improved Deep
Reinforcement Learning",
        JOURNAL = IJIG,
        VOLUME = "24",
        YEAR = "2024",
        NUMBER = "1",
        MONTH = "January",
        PAGES = "2550029",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT194558"}

@article{bb199181,
        AUTHOR = "Cen, J.Z. and Jiang, Z.K. and Xie, L.X. and Jiang, D.S. and Shen, W. and Tian, Q.",
        TITLE = "Consensus Synergizes With Memory:
A Simple Approach for Anomaly Segmentation in Urban Scenes",
        JOURNAL = CirSysVideo,
        VOLUME = "34",
        YEAR = "2024",
        NUMBER = "2",
        MONTH = "February",
        PAGES = "1086-1097",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT194559"}

@article{bb199182,
        AUTHOR = "Kumari, P. and Choudhary, P. and Kujur, V. and Atrey, P.K. and Saini, M.",
        TITLE = "Concept drift challenge in multimedia anomaly detection:
A case study with facial datasets",
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        YEAR = "2024",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT194560"}

@article{bb199183,
        AUTHOR = "Liao, J.Y. and Xu, X. and Nguyen, M.C. and Goodge, A. and Foo, C.S.",
        TITLE = "COFT-AD: COntrastive Fine-Tuning for Few-Shot Anomaly Detection",
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        VOLUME = "33",
        YEAR = "2024",
        PAGES = "2090-2103",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT194561"}

@article{bb199184,
        AUTHOR = "Sun, Y.F. and Wang, H.T. and Hu, Y.L. and Jiang, H. and Yin, B.C.",
        TITLE = "MBMF: Constructing memory banks of multi-scale features for anomaly
detection",
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        VOLUME = "18",
        YEAR = "2024",
        NUMBER = "3",
        PAGES = "355-369",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT194562"}

@article{bb199185,
        AUTHOR = "Zhu, H.L. and Wei, P.J. and Xu, Z.G.",
        TITLE = "A Spatio-Temporal Enhanced Graph-Transformer AutoEncoder embedded
pose for anomaly detection",
        JOURNAL = IET-CV,
        VOLUME = "18",
        YEAR = "2024",
        NUMBER = "3",
        PAGES = "405-419",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT194563"}

@article{bb199186,
        AUTHOR = "Liu, Y. and Yang, D.K. and Wang, Y. and Liu, J. and Liu, J. and Boukerche, A. and Sun, P. and Song, L.",
        TITLE = "Generalized Video Anomaly Event Detection: Systematic Taxonomy and
Comparison of Deep Models",
        JOURNAL = Surveys,
        VOLUME = "56",
        YEAR = "2024",
        NUMBER = "7",
        MONTH = "April",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT194564"}

@inproceedings{bb199187,
        AUTHOR = "Yang, Z.W. and Liu, J. and Wu, Z.Y. and Wu, P. and Liu, X.T.",
        TITLE = "Video Event Restoration Based on Keyframes for Video Anomaly
Detection",
        BOOKTITLE = CVPR23,
        YEAR = "2023",
        PAGES = "14592-14601",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT194565"}

@article{bb199188,
        AUTHOR = "Qiu, S.M. and Ye, J.F. and Zhao, J.C. and He, L. and Liu, L.Y. and E, B.C. and Huang, X.C.",
        TITLE = "Video anomaly detection guided by clustering learning",
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        YEAR = "2024",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT194566"}

@article{bb199189,
        AUTHOR = "Sun, Z. and Wang, P.P. and Zheng, W. and Zhang, M.",
        TITLE = "Dual GroupGAN: An unsupervised four-competitor (2V2) approach for
video anomaly detection",
        JOURNAL = PR,
        VOLUME = "153",
        YEAR = "2024",
        PAGES = "110500",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT194567"}

@article{bb199190,
        AUTHOR = "Ye, J.A. and Hu, Y.J. and Yang, X. and Wang, Q.F. and Huang, C. and Huang, K.",
        TITLE = "SaliencyCut: Augmenting plausible anomalies for anomaly detection",
        JOURNAL = PR,
        VOLUME = "153",
        YEAR = "2024",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT194568"}

@article{bb199191,
        AUTHOR = "Li, S.F. and Cheng, Y. and Zhang, L. and Luo, X. and Zhang, R.X.",
        TITLE = "Video anomaly detection based on a multi-layer reconstruction
autoencoder with a variance attention strategy",
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        YEAR = "2024",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT194569"}

@article{bb199192,
        AUTHOR = "Tao, Y.R. and Hu, Y. and Chen, Z.Z.",
        TITLE = "Memory-guided representation matching for unsupervised video anomaly
detection",
        JOURNAL = JVCIR,
        VOLUME = "101",
        YEAR = "2024",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT194570"}

@article{bb199193,
        AUTHOR = "Krishnan, S.R. and Amudha, P. and Sivakumari, S.",
        TITLE = "Comprehensive survey on video anomaly detection using deep learning
techniques",
        JOURNAL = IJCVR,
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        YEAR = "2024",
        NUMBER = "4",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT194571"}

@article{bb199194,
        AUTHOR = "Fan, Y. and Yu, Y.X. and Lu, W.H. and Han, Y.",
        TITLE = "Weakly-Supervised Video Anomaly Detection With Snippet Anomalous
Attention",
        JOURNAL = CirSysVideo,
        VOLUME = "34",
        YEAR = "2024",
        NUMBER = "7",
        MONTH = "July",
        PAGES = "5480-5492",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT194572"}

@article{bb199195,
        AUTHOR = "Zeng, X.L. and Jiang, Y. and Wang, Y.F. and Fu, Q. and Ding, W.R.",
        TITLE = "Progressive prediction: Video anomaly detection via multi-grained
prediction",
        JOURNAL = IET-IPR,
        VOLUME = "18",
        YEAR = "2024",
        NUMBER = "10",
        PAGES = "2568-2583",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT194573"}

@article{bb199196,
        AUTHOR = "Paulraj, S. and Vairavasundaram, S.",
        TITLE = "M2VAD: Multiview multimodality transformer-based weakly supervised
video anomaly detection",
        JOURNAL = IVC,
        VOLUME = "149",
        YEAR = "2024",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT194574"}

@article{bb199197,
        AUTHOR = "Su, Y. and Tan, Y. and An, S. and Xing, M. and Feng, Z.Y.",
        TITLE = "Semantic-driven dual consistency learning for weakly supervised video
anomaly detection",
        JOURNAL = PR,
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        YEAR = "2025",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT194575"}

@article{bb199198,
        AUTHOR = "Biradar, K.M. and Mandal, M. and Dube, S. and Vipparthi, S.K. and Tyagi, D.K.",
        TITLE = "Triplet-set feature proximity learning for video anomaly detection",
        JOURNAL = IVC,
        VOLUME = "150",
        YEAR = "2024",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT194576"}

@article{bb199199,
        AUTHOR = "Zeng, X.H. and Zhuo, Y. and Liao, T.X. and Guo, J.",
        TITLE = "Cloud-GAN: Cloud Generation Adversarial Networks for anomaly
detection",
        JOURNAL = PR,
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f729.html#TT194577"}

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