@article{bb199800,
        AUTHOR = "Thida, M. and Eng, H.L. and Remagnino, P.",
        TITLE = "Laplacian Eigenmap With Temporal Constraints for Local Abnormality
Detection in Crowded Scenes",
        JOURNAL = Cyber,
        VOLUME = "43",
        YEAR = "2013",
        NUMBER = "6",
        PAGES = "2147-2156",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195179"}

@inproceedings{bb199801,
        AUTHOR = "Thida, M. and Eng, H.L. and Dorothy, M. and Remagnino, P.",
        TITLE = "Learning Video Manifold for Segmenting Crowd Events and Abnormality
Detection",
        BOOKTITLE = ACCV10,
        YEAR = "2010",
        PAGES = "I: 439-449",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195180"}

@article{bb199802,
        AUTHOR = "Li, W.X. and Mahadevan, V. and Vasconcelos, N.M.",
        TITLE = "Anomaly Detection and Localization in Crowded Scenes",
        JOURNAL = PAMI,
        VOLUME = "36",
        YEAR = "2014",
        NUMBER = "1",
        PAGES = "18-32",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195181"}

@inproceedings{bb199803,
        AUTHOR = "Mahadevan, V. and Li, W.X. and Bhalodia, V. and Vasconcelos, N.M.",
        TITLE = "Anomaly detection in crowded scenes",
        BOOKTITLE = CVPR10,
        YEAR = "2010",
        PAGES = "1975-1981",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195182"}

@article{bb199804,
        AUTHOR = "Leach, M.J.V. and Sparks, E.P. and Robertson, N.M.",
        TITLE = "Contextual anomaly detection in crowded surveillance scenes",
        JOURNAL = PRL,
        VOLUME = "44",
        YEAR = "2014",
        NUMBER = "1",
        PAGES = "71-79",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195183"}

@article{bb199805,
        AUTHOR = "Cho, S.H. and Kang, H.B.",
        TITLE = "Abnormal behavior detection using hybrid agents in crowded scenes",
        JOURNAL = PRL,
        VOLUME = "44",
        YEAR = "2014",
        NUMBER = "1",
        PAGES = "64-70",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195184"}

@inproceedings{bb199806,
        AUTHOR = "Cho, S.H. and Kang, H.B.",
        TITLE = "Integrated multiple behavior models for abnormal crowd behavior
detection",
        BOOKTITLE = Southwest12,
        YEAR = "2012",
        PAGES = "113-116",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195185"}

@article{bb199807,
        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",
        JOURNAL = PRL,
        VOLUME = "44",
        YEAR = "2014",
        NUMBER = "1",
        PAGES = "113-125",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195186"}

@inproceedings{bb199808,
        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,
        YEAR = "2014",
        PAGES = "343-348",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195187"}

@article{bb199809,
        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,
        VOLUME = "25",
        YEAR = "2015",
        NUMBER = "7",
        MONTH = "July",
        PAGES = "1231-1245",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195188"}

@inproceedings{bb199810,
        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",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195189"}

@article{bb199811,
        AUTHOR = "Nam, Y.Y. and Hong, S.J.",
        TITLE = "Real-time abnormal situation detection based on particle advection in
crowded scenes",
        JOURNAL = RealTimeIP,
        VOLUME = "10",
        YEAR = "2015",
        NUMBER = "4",
        MONTH = "December",
        PAGES = "771-784",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195190"}

@article{bb199812,
        AUTHOR = "Xu, J. and Denman, S. and Sridharan, S. and Fookes, C.",
        TITLE = "An Efficient and Robust System for Multiperson Event Detection in
Real-World Indoor Surveillance Scenes",
        JOURNAL = CirSysVideo,
        VOLUME = "25",
        YEAR = "2015",
        NUMBER = "6",
        MONTH = "June",
        PAGES = "1063-1076",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195191"}

@inproceedings{bb199813,
        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",
        BOOKTITLE = DICTA16,
        YEAR = "2016",
        PAGES = "1-8",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195192"}

@inproceedings{bb199814,
        AUTHOR = "Abbasnejad, I. and Sridharan, S. and Denman, S. and Fookes, C. and Lucey, S.",
        TITLE = "Learning Temporal Alignment Uncertainty for Efficient Event Detection",
        BOOKTITLE = DICTA15,
        YEAR = "2015",
        PAGES = "1-8",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195193"}

@inproceedings{bb199815,
        AUTHOR = "Umakanthan, S. and Denman, S. and Fookes, C. and Sridharan, S.",
        TITLE = "Supervised Latent Dirichlet Allocation Models for Efficient Activity
Representation",
        BOOKTITLE = DICTA14,
        YEAR = "2014",
        PAGES = "1-6",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195194"}

@inproceedings{bb199816,
        AUTHOR = "Umakanthan, S. and Denman, S. and Fookes, C. and Sridharan, S.",
        TITLE = "Multiple Instance Dictionary Learning for Activity Representation",
        BOOKTITLE = ICPR14,
        YEAR = "2014",
        PAGES = "1377-1382",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195195"}

@inproceedings{bb199817,
        AUTHOR = "Umakanthan, S. and Denman, S. and Fookes, C. and Sridharan, S.",
        TITLE = "Semi-Binary Based Video Features for Activity Representation",
        BOOKTITLE = DICTA13,
        YEAR = "2013",
        PAGES = "1-7",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195196"}

@inproceedings{bb199818,
        AUTHOR = "Xu, J.X. and Denman, S. and Fookes, C. and Sridharan, S.",
        TITLE = "Unusual Scene Detection Using Distributed Behaviour Model and Sparse
Representation",
        BOOKTITLE = AVSS12,
        YEAR = "2012",
        PAGES = "48-53",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195197"}

@inproceedings{bb199819,
        AUTHOR = "Xu, J.X. and Denman, S. and Fookes, C. and Sridharan, S.",
        TITLE = "Unusual Event Detection in Crowded Scenes Using Bag of LBPs in
Spatio-Temporal Patches",
        BOOKTITLE = DICTA11,
        YEAR = "2011",
        PAGES = "549-554",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195198"}

@inproceedings{bb199820,
        AUTHOR = "Ryan, D. and Denman, S. and Fookes, C. and Sridharan, S.",
        TITLE = "Textures of optical flow for real-time anomaly detection in crowds",
        BOOKTITLE = AVSBS11,
        YEAR = "2011",
        PAGES = "230-235",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195199"}

@article{bb199821,
        AUTHOR = "Yuan, Y. and Fang, J. and Wang, Q.",
        TITLE = "Online Anomaly Detection in Crowd Scenes via Structure Analysis",
        JOURNAL = Cyber,
        VOLUME = "45",
        YEAR = "2015",
        NUMBER = "3",
        MONTH = "March",
        PAGES = "562-575",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195200"}

@article{bb199822,
        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,
        VOLUME = "25",
        YEAR = "2015",
        NUMBER = "10",
        MONTH = "October",
        PAGES = "1612-1623",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195201"}

@inproceedings{bb199823,
        AUTHOR = "Lee, D.G. and Suk, H.I. and Lee, S.W.",
        TITLE = "Crowd Behavior Representation Using Motion Influence Matrix for
Anomaly Detection",
        BOOKTITLE = ACPR13,
        YEAR = "2013",
        PAGES = "110-114",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195202"}

@article{bb199824,
        AUTHOR = "Gunduz, A.E. and Ongun, C. and Temizel, T.T. and Temizel, A.",
        TITLE = "Density aware anomaly detection in crowded scenes",
        JOURNAL = IET-CV,
        VOLUME = "10",
        YEAR = "2016",
        NUMBER = "5",
        PAGES = "374-381",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195203"}

@inproceedings{bb199825,
        AUTHOR = "Gunduz, A.E. and Temizel, T.T. and Temizel, A.",
        TITLE = "Pedestrian zone anomaly detection by non-parametric temporal
modelling",
        BOOKTITLE = AVSS14,
        YEAR = "2014",
        PAGES = "131-135",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195204"}

@inproceedings{bb199826,
        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",
        PAGES = "331-336",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195205"}

@article{bb199827,
        AUTHOR = "Wang, J. and Xu, Z.J.",
        TITLE = "Spatio-temporal texture modelling for real-time crowd anomaly
detection",
        JOURNAL = CVIU,
        VOLUME = "144",
        YEAR = "2016",
        NUMBER = "1",
        PAGES = "177-187",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195206"}

@article{bb199828,
        AUTHOR = "Zhou, S.F. and Shen, W. and Zeng, D. and Fang, M. and Wei, Y.W. and Zhang, Z.J.",
        TITLE = "Spatial-temporal convolutional neural networks for anomaly detection
and localization in crowded scenes",
        JOURNAL = SP:IC,
        VOLUME = "47",
        YEAR = "2016",
        NUMBER = "1",
        PAGES = "358-368",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195207"}

@inproceedings{bb199829,
        AUTHOR = "Cheung, E. and Wong, T.K. and Bera, A. and Wang, X.G. and Manocha, D.",
        TITLE = "LCrowdV: Generating Labeled Videos for Simulation-Based Crowd Behavior
Learning",
        BOOKTITLE = Crowd16,
        YEAR = "2016",
        PAGES = "II: 709-727",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195208"}

@inproceedings{bb199830,
        AUTHOR = "Bera, A. and Manocha, D.",
        TITLE = "Realtime Anomaly Detection Using Trajectory-Level Crowd Behavior
Learning",
        BOOKTITLE = PETS16,
        YEAR = "2016",
        PAGES = "1289-1296",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195209"}

@inproceedings{bb199831,
        AUTHOR = "Bera, A. and Manocha, D.",
        TITLE = "Realtime Multilevel Crowd Tracking Using Reciprocal Velocity
Obstacles",
        BOOKTITLE = ICPR14,
        YEAR = "2014",
        PAGES = "4164-4169",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195210"}

@article{bb199832,
        AUTHOR = "Biswas, S. and Gupta, V.",
        TITLE = "Abnormality detection in crowd videos by tracking sparse components",
        JOURNAL = MVA,
        VOLUME = "28",
        YEAR = "2017",
        NUMBER = "1-2",
        MONTH = "February",
        PAGES = "35-48",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195211"}

@article{bb199833,
        AUTHOR = "Yuan, Y. and Feng, Y.C. and Lu, X.Q.",
        TITLE = "Structured dictionary learning for abnormal event detection in
crowded scenes",
        JOURNAL = PR,
        VOLUME = "73",
        YEAR = "2018",
        NUMBER = "1",
        PAGES = "99-110",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195212"}

@article{bb199834,
        AUTHOR = "Yuan, Y. and Feng, Y.C. and Lu, X.Q.",
        TITLE = "Statistical Hypothesis Detector for Abnormal Event Detection in
Crowded Scenes",
        JOURNAL = Cyber,
        VOLUME = "47",
        YEAR = "2017",
        NUMBER = "11",
        MONTH = "November",
        PAGES = "3597-3608",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195213"}

@article{bb199835,
        AUTHOR = "Xu, M. and Li, C. and Lv, P. and Lin, N. and Hou, R. and Zhou, B.",
        TITLE = "An Efficient Method of Crowd Aggregation Computation in Public Areas",
        JOURNAL = CirSysVideo,
        VOLUME = "28",
        YEAR = "2018",
        NUMBER = "10",
        MONTH = "October",
        PAGES = "2814-2825",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195214"}

@article{bb199836,
        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,
        VOLUME = "12",
        YEAR = "2018",
        NUMBER = "1",
        MONTH = "January",
        PAGES = "133-137",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195215"}

@article{bb199837,
        AUTHOR = "Amraee, S. and Vafaei, A. and Jamshidi, K. and Adibi, P.",
        TITLE = "Abnormal event detection in crowded scenes using one-class SVM",
        JOURNAL = SIViP,
        VOLUME = "12",
        YEAR = "2018",
        NUMBER = "6",
        MONTH = "September",
        PAGES = "1115-1123",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195216"}

@article{bb199838,
        AUTHOR = "Patil, N. and Biswas, P.K.",
        TITLE = "Global abnormal events detection in crowded scenes using context
location and motion-rich spatio-temporal volumes",
        JOURNAL = IET-IPR,
        VOLUME = "12",
        YEAR = "2018",
        NUMBER = "4",
        MONTH = "April",
        PAGES = "596-604",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195217"}

@article{bb199839,
        AUTHOR = "Kaltsa, V. and Briassouli, A. and Kompatsiaris, I. and Strintzis, M.G.",
        TITLE = "Multiple Hierarchical Dirichlet Processes for anomaly detection in
traffic",
        JOURNAL = CVIU,
        VOLUME = "169",
        YEAR = "2018",
        PAGES = "28-39",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195218"}

@inproceedings{bb199840,
        AUTHOR = "Kaltsa, V. and Briassouli, A. and Kompatsiaris, I. and Strintzis, M.G.",
        TITLE = "Swarm-based motion features for anomaly detection in crowds",
        BOOKTITLE = ICIP14,
        YEAR = "2014",
        PAGES = "2353-2357",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195219"}

@article{bb199841,
        AUTHOR = "Chen, X.H. and Lai, J.H.",
        TITLE = "Detecting Abnormal Crowd Behaviors Based on the Div-Curl
Characteristics of Flow Fields",
        JOURNAL = PR,
        VOLUME = "88",
        YEAR = "2019",
        PAGES = "342-355",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195220"}

@article{bb199842,
        AUTHOR = "Afiq, A.A. and Zakariya, M.A. and Saad, M.N. and Nurfarzana, A.A. and Khir, M.H.M. and Fadzil, A.F. and Jale, A. and Gunawan, W. and Izuddin, Z.A.A. and Faizari, M.",
        TITLE = "A review on classifying abnormal behavior in crowd scene",
        JOURNAL = JVCIR,
        VOLUME = "58",
        YEAR = "2019",
        PAGES = "285-303",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195221"}

@article{bb199843,
        AUTHOR = "Xu, Y.P. and Lu, L. and Xu, Z.J. and He, J. and Zhou, J.L. and Zhang, C.L.",
        TITLE = "Dual-channel CNN for efficient abnormal behavior identification through
crowd feature engineering",
        JOURNAL = MVA,
        VOLUME = "30",
        YEAR = "2019",
        NUMBER = "5",
        MONTH = "July",
        PAGES = "945-958",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195222"}

@article{bb199844,
        AUTHOR = "Nayan, N. and Sahu, S.S. and Kumar, S.",
        TITLE = "Detecting anomalous crowd behavior using correlation analysis of
optical flow",
        JOURNAL = SIViP,
        VOLUME = "13",
        YEAR = "2019",
        NUMBER = "6",
        MONTH = "September",
        PAGES = "1233-1241",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195223"}

@article{bb199845,
        AUTHOR = "Qasim, T. and Bhatti, N.",
        TITLE = "A hybrid swarm intelligence based approach for abnormal event
detection in crowded environments",
        JOURNAL = PRL,
        VOLUME = "128",
        YEAR = "2019",
        PAGES = "220-225",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195224"}

@article{bb199846,
        AUTHOR = "Bansod, S.D. and Nandedkar, A.V.",
        TITLE = "Crowd anomaly detection and localization using histogram of magnitude
and momentum",
        JOURNAL = VC,
        VOLUME = "36",
        YEAR = "2020",
        NUMBER = "3",
        MONTH = "March",
        PAGES = "609-620",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195225"}

@article{bb199847,
        AUTHOR = "Hassanein, A.S. and Hussein, M.E. and Gomaa, W. and Makihara, Y.S. and Yagi, Y.S.",
        TITLE = "Identifying motion pathways in highly crowded scenes: A
non-parametric tracklet clustering approach",
        JOURNAL = CVIU,
        VOLUME = "191",
        YEAR = "2020",
        PAGES = "102710",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195226"}

@article{bb199848,
        AUTHOR = "Hu, Z.P. and Zhang, L. and Li, S.F. and Sun, D.G.",
        TITLE = "Parallel spatial-temporal convolutional neural networks for anomaly
detection and location in crowded scenes",
        JOURNAL = JVCIR,
        VOLUME = "67",
        YEAR = "2020",
        PAGES = "102765",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195227"}

@article{bb199849,
        AUTHOR = "Li, A. and Miao, Z.J. and Cen, Y.G. and Zhang, X.P. and Zhang, L. and Chen, S.M.",
        TITLE = "Abnormal Event Detection in Surveillance Videos Based on Low-Rank and
Compact Coefficient Dictionary Learning",
        JOURNAL = PR,
        VOLUME = "108",
        YEAR = "2020",
        PAGES = "107355",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195228"}

@article{bb199850,
        AUTHOR = "Nguyen, M.T. and Siritanawan, P. and Kotani, K.",
        TITLE = "Saliency detection in human crowd images of different density levels
using attention mechanism",
        JOURNAL = SP:IC,
        VOLUME = "88",
        YEAR = "2020",
        PAGES = "115976",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195229"}

@article{bb199851,
        AUTHOR = "Li, N. and Chang, F. and Liu, C.",
        TITLE = "Spatial-Temporal Cascade Autoencoder for Video Anomaly Detection in
Crowded Scenes",
        JOURNAL = MultMed,
        VOLUME = "23",
        YEAR = "2021",
        PAGES = "203-215",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195230"}

@article{bb199852,
        AUTHOR = "Liu, S.Y. and Yang, E. and Fang, K.",
        TITLE = "Self-Learning pLSA Model for Abnormal Behavior Detection in Crowded
Scenes",
        JOURNAL = IEICE,
        VOLUME = "E104-D",
        YEAR = "2021",
        NUMBER = "3",
        MONTH = "March",
        PAGES = "473-476",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195231"}

@article{bb199853,
        AUTHOR = "Feng, J.F. and Wang, D. and Zhang, L.",
        TITLE = "Crowd Anomaly Detection via Spatial Constraints and Meaningful
Perturbation",
        JOURNAL = IJGI,
        VOLUME = "11",
        YEAR = "2022",
        NUMBER = "3",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195232"}

@article{bb199854,
        AUTHOR = "Zhao, R.Y. and Dong, D.H. and Wang, Y. and Li, C.L. and Ma, Y.L. and Enriquez, V.F.",
        TITLE = "Image-Based Crowd Stability Analysis Using Improved Multi-Column
Convolutional Neural Network",
        JOURNAL = ITS,
        VOLUME = "23",
        YEAR = "2022",
        NUMBER = "6",
        MONTH = "June",
        PAGES = "5480-5489",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195233"}

@article{bb199855,
        AUTHOR = "Belhadi, A. and Djenouri, Y. and Srivastava, G. and Cano, A. and Lin, J.C.W.",
        TITLE = "Hybrid Group Anomaly Detection for Sequence Data:
Application to Trajectory Data Analytics",
        JOURNAL = ITS,
        VOLUME = "23",
        YEAR = "2022",
        NUMBER = "7",
        MONTH = "July",
        PAGES = "9346-9357",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195234"}

@article{bb199856,
        AUTHOR = "Huang, W.H. and Tsuge, A. and Chen, Y. and Okoshi, T. and Nakazawa, J.",
        TITLE = "A Bus Crowdedness Sensing System Using Deep-Learning Based Object
Detection",
        JOURNAL = IEICE,
        VOLUME = "E105-D",
        YEAR = "2022",
        NUMBER = "10",
        MONTH = "October",
        PAGES = "1712-1720",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195235"}

@article{bb199857,
        AUTHOR = "Zhang, X.F. and Fang, J.P. and Yang, B. and Chen, S.H. and Li, B.",
        TITLE = "Hybrid Attention and Motion Constraint for Anomaly Detection in
Crowded Scenes",
        JOURNAL = CirSysVideo,
        VOLUME = "33",
        YEAR = "2023",
        NUMBER = "5",
        MONTH = "May",
        PAGES = "2259-2274",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195236"}

@article{bb199858,
        AUTHOR = "Alohali, M.A. and Aljebreen, M. and Nemri, N. and Allafi, R. and Duhayyim, M.A. and Alsaid, M.I. and Alneil, A.A. and Osman, A.E.",
        TITLE = "Anomaly Detection in Pedestrian Walkways for Intelligent
Transportation System Using Federated Learning and Harris Hawks
Optimizer on Remote Sensing Images",
        JOURNAL = RS,
        VOLUME = "15",
        YEAR = "2023",
        NUMBER = "12",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195237"}

@article{bb199859,
        AUTHOR = "Hong, Y.Y. and Zhu, H. and Shou, T. and Wang, Z. and Chen, L. and Wang, L. and Wang, C. and Chen, L.B.",
        TITLE = "STORM: A Spatio-Temporal Context-Aware Model for Predicting
Event-Triggered Abnormal Crowd Traffic",
        JOURNAL = ITS,
        VOLUME = "25",
        YEAR = "2024",
        NUMBER = "10",
        MONTH = "October",
        PAGES = "13051-13066",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195238"}

@article{bb199860,
        AUTHOR = "Zhao, R. and Wei, B. and Han, C.F. and Jia, P. and Zhu, W.J. and Li, C.L. and Ma, Y.L.",
        TITLE = "Improved Crowd Dynamics Analysis Considering Physical Contact Force
and Panic Emotional Propagation",
        JOURNAL = ITS,
        VOLUME = "26",
        YEAR = "2025",
        NUMBER = "2",
        MONTH = "February",
        PAGES = "1840-1851",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195239"}

@article{bb199861,
        AUTHOR = "Suresh, D. and Farhaoui, Y. and Karthi Durai, B.S. and Priyadarsini, K.",
        TITLE = "A smart Intersected Visualized Anisotropic Optimized (IntVAO) Tracker
for monitoring crowds and spotting abnormalities in video
surveillance systems",
        JOURNAL = JVCIR,
        VOLUME = "111",
        YEAR = "2025",
        PAGES = "104552",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195240"}

@article{bb199862,
        AUTHOR = "Huang, Y.P. and Kshetrimayum, S. and Basanta, H. and Sandnes, F.E.",
        TITLE = "A Deep Multiobject Detection Model for Passenger Escalator Safety",
        JOURNAL = SMCS,
        VOLUME = "55",
        YEAR = "2025",
        NUMBER = "12",
        MONTH = "December",
        PAGES = "9109-9119",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195241"}

@article{bb199863,
        AUTHOR = "Yu, J.Q. and Zhou, Y. and Pan, R.J. and Li, C. and Yang, H.",
        TITLE = "Psychology-informed safety attributes recognition in dense crowds",
        JOURNAL = PRL,
        VOLUME = "200",
        YEAR = "2026",
        PAGES = "88-94",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195242"}

@inproceedings{bb199864,
        AUTHOR = "Liang, D.K. and Xu, W. and Bai, X.",
        TITLE = "An End-to-End Transformer Model for Crowd Localization",
        BOOKTITLE = ECCV22,
        YEAR = "2022",
        PAGES = "I:38-54",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195243"}

@inproceedings{bb199865,
        AUTHOR = "Ravanbakhsh, M. and Nabi, M. and Sangineto, E. and Marcenaro, L. and Regazzoni, C. and Sebe, N.",
        TITLE = "Abnormal event detection in videos using generative adversarial nets",
        BOOKTITLE = ICIP17,
        YEAR = "2017",
        PAGES = "1577-1581",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195244"}

@inproceedings{bb199866,
        AUTHOR = "Tome, A. and Salgado, L.",
        TITLE = "Anomaly Detection in Crowded Scenarios Using Local and Global Gaussian
Mixture Models",
        BOOKTITLE = ACIVS17,
        YEAR = "2017",
        PAGES = "363-374",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195245"}

@inproceedings{bb199867,
        AUTHOR = "Halbe, M. and Vyas, V. and Vaidya, Y.M.",
        TITLE = "Abnormal Crowd Behavior Detection Based on Combined Approach of Energy
Model and Threshold",
        BOOKTITLE = PReMI17,
        YEAR = "2017",
        PAGES = "187-195",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195246"}

@inproceedings{bb199868,
        AUTHOR = "Sah, M. and Direkoglu, C.",
        TITLE = "Semantic annotation of surveillance videos for abnormal crowd
behaviour search and analysis",
        BOOKTITLE = AVSS17,
        YEAR = "2017",
        PAGES = "1-6",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195247"}

@inproceedings{bb199869,
        AUTHOR = "Direkoglu, C. and Sah, M. and O'Connor, N.E.",
        TITLE = "Abnormal crowd behavior detection using novel optical flow-based
features",
        BOOKTITLE = AVSS17,
        YEAR = "2017",
        PAGES = "1-6",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195248"}

@inproceedings{bb199870,
        AUTHOR = "Ravanbakhsh, M. and Sangineto, E. and Nabi, M. and Sebe, N.",
        TITLE = "Training Adversarial Discriminators for Cross-Channel Abnormal Event
Detection in Crowds",
        BOOKTITLE = WACV19,
        YEAR = "2019",
        PAGES = "1896-1904",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195249"}

@inproceedings{bb199871,
        AUTHOR = "Ravanbakhsh, M. and Nabi, M. and Mousavi, H. and Sangineto, E. and Sebe, N.",
        TITLE = "Plug-and-Play CNN for Crowd Motion Analysis: An Application in
Abnormal Event Detection",
        BOOKTITLE = WACV18,
        YEAR = "2018",
        PAGES = "1689-1698",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195250"}

@inproceedings{bb199872,
        AUTHOR = "Rojas, O.E. and Tozzi, C.L.",
        TITLE = "Abnormal Behavior Detection in Crowded Scenes Based on Optical Flow
Connected Components",
        BOOKTITLE = CIARP16,
        YEAR = "2016",
        PAGES = "266-273",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195251"}

@inproceedings{bb199873,
        AUTHOR = "Rojas, O.E. and Tozzi, C.L.",
        TITLE = "Abnormal Crowd Behavior Detection Based on Gaussian Mixture Model",
        BOOKTITLE = Crowd16,
        YEAR = "2016",
        PAGES = "II: 668-675",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195252"}

@inproceedings{bb199874,
        AUTHOR = "Rabiee, H. and Haddadnia, J. and Mousavi, H. and Kalantarzadeh, M. and Nabi, M. and Murino, V.",
        TITLE = "Novel dataset for fine-grained abnormal behavior understanding in
crowd",
        BOOKTITLE = AVSS16,
        YEAR = "2016",
        PAGES = "95-101",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195253"}

@inproceedings{bb199875,
        AUTHOR = "Wang, Y.L. and Zhang, Q. and Li, B.X.",
        TITLE = "Efficient unsupervised abnormal crowd activity detection based on a
spatiotemporal saliency detector",
        BOOKTITLE = WACV16,
        YEAR = "2016",
        PAGES = "1-9",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195254"}

@inproceedings{bb199876,
        AUTHOR = "Wang, S.Q. and Zhu, E. and Yin, J.P. and Porikli, F.M.",
        TITLE = "Anomaly detection in crowded scenes by SL-HOF descriptor and
foreground classification",
        BOOKTITLE = ICPR16,
        YEAR = "2016",
        PAGES = "3398-3403",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195255"}

@inproceedings{bb199877,
        AUTHOR = "Ergezer, H. and Leblebicioglu, K.",
        TITLE = "Anomaly Detection and Activity Perception Using Covariance Descriptor
for Trajectories",
        BOOKTITLE = Crowd16,
        YEAR = "2016",
        PAGES = "II: 728-742",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195256"}

@inproceedings{bb199878,
        AUTHOR = "Marsden, M. and McGuinness, K. and Little, S. and O'Connor, N.E.",
        TITLE = "Holistic features for real-time crowd behaviour anomaly detection",
        BOOKTITLE = ICIP16,
        YEAR = "2016",
        PAGES = "918-922",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195257"}

@inproceedings{bb199879,
        AUTHOR = "Lin, H. and Deng, J.D. and Woodford, B.J.",
        TITLE = "Anomaly detection in crowd scenes via online adaptive one-class
support vector machines",
        BOOKTITLE = ICIP15,
        YEAR = "2015",
        PAGES = "2434-2438",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195258"}

@inproceedings{bb199880,
        AUTHOR = "Mousavi, H. and Mohammadi, S. and Perina, A. and Chellali, R. and Mur, V.",
        TITLE = "Analyzing Tracklets for the Detection of Abnormal Crowd Behavior",
        BOOKTITLE = WACV15,
        YEAR = "2015",
        PAGES = "148-155",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195259"}

@inproceedings{bb199881,
        AUTHOR = "Lee, D.G. and Suk, H.I. and Lee, S.W.",
        TITLE = "Modeling crowd motions for abnormal activity detection",
        BOOKTITLE = AVSS14,
        YEAR = "2014",
        PAGES = "325-330",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195260"}

@inproceedings{bb199882,
        AUTHOR = "Zhang, T. and Wiliem, A. and Lovell, B.C.",
        TITLE = "Region-Based Anomaly Localisation in Crowded Scenes via Trajectory
Analysis and Path Prediction",
        BOOKTITLE = DICTA13,
        YEAR = "2013",
        PAGES = "1-7",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195261"}

@inproceedings{bb199883,
        AUTHOR = "Hu, Y. and Zhang, Y. and Davis, L.S.",
        TITLE = "Unsupervised Abnormal Crowd Activity Detection Using Semiparametric
Scan Statistic",
        BOOKTITLE = SISM13,
        YEAR = "2013",
        PAGES = "767-774",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195262"}

@inproceedings{bb199884,
        AUTHOR = "Alqaysi, H.H. and Sasi, S.",
        TITLE = "Detection of Abnormal behavior in Dynamic Crowded Gatherings",
        BOOKTITLE = AIPR13,
        YEAR = "2013",
        PAGES = "1-6",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195263"}

@inproceedings{bb199885,
        AUTHOR = "Tang, X. and Zhang, S.P. and Yao, H.X.",
        TITLE = "Sparse coding based motion attention for abnormal event detection",
        BOOKTITLE = ICIP13,
        YEAR = "2013",
        PAGES = "3602-3606",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195264"}

@inproceedings{bb199886,
        AUTHOR = "de la Calle Silos, E. and Gonzalez Diaz, I. and Diaz de Maria, E.",
        TITLE = "Mid-level feature set for specific event and anomaly detection in
crowded scenes",
        BOOKTITLE = ICIP13,
        YEAR = "2013",
        PAGES = "4001-4005",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195265"}

@inproceedings{bb199887,
        AUTHOR = "Wang, L.J. and Dong, M.",
        TITLE = "Real-time detection of abnormal crowd behavior using a matrix
approximation-based approach",
        BOOKTITLE = ICIP12,
        YEAR = "2012",
        PAGES = "2701-2704",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195266"}

@inproceedings{bb199888,
        AUTHOR = "Zhu, X.B. and Liu, J. and Wang, J.Q. and Fu, W. and Lu, H.Q.",
        TITLE = "Weighted Interaction Force Estimation for Abnormality Detection in
Crowd Scenes",
        BOOKTITLE = ACCV12,
        YEAR = "2012",
        PAGES = "III:507-518",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195267"}

@inproceedings{bb199889,
        AUTHOR = "Lu, T. and Wu, L. and Ma, X.L. and Shivakumara, P. and Tan, C.L.",
        TITLE = "Anomaly Detection through Spatio-temporal Context Modeling in Crowded
Scenes",
        BOOKTITLE = ICPR14,
        YEAR = "2014",
        PAGES = "2203-2208",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195268"}

@inproceedings{bb199890,
        AUTHOR = "Ma, X.L. and Lu, T. and Xu, F.M. and Su, F.",
        TITLE = "Anomaly detection with spatio-temporal context using depth images",
        BOOKTITLE = ICPR12,
        YEAR = "2012",
        PAGES = "2590-2593",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195269"}

@inproceedings{bb199891,
        AUTHOR = "Zhu, X.B. and Liu, J. and Wang, J.Q. and Fang, Y.K. and Lu, H.Q.",
        TITLE = "Anomaly detection in crowded scene via appearance and dynamics joint
modeling",
        BOOKTITLE = ICIP12,
        YEAR = "2012",
        PAGES = "2705-2708",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195270"}

@inproceedings{bb199892,
        AUTHOR = "Yu, Y.H. and Lei, Z. and Yi, D. and Li, S.Z.",
        TITLE = "Detecting individual in crowd with moving feature's structure
consistency",
        BOOKTITLE = ARTEMIS11,
        YEAR = "2011",
        PAGES = "934-941",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195271"}

@inproceedings{bb199893,
        AUTHOR = "Raghavendra, R. and del Bue, A. and Cristani, M. and Murino, V.",
        TITLE = "Optimizing interaction force for global anomaly detection in crowded
scenes",
        BOOKTITLE = MSVALC11,
        YEAR = "2011",
        PAGES = "136-143",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195272"}

@inproceedings{bb199894,
        AUTHOR = "Krausz, B. and Bauckhage, C.",
        TITLE = "Analyzing pedestrian behavior in crowds for automatic detection of
congestions",
        BOOKTITLE = MSVALC11,
        YEAR = "2011",
        PAGES = "144-149",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195273"}

@inproceedings{bb199895,
        AUTHOR = "Krausz, B. and Bauckhage, C.",
        TITLE = "Automatic detection of dangerous motion behavior in human crowds",
        BOOKTITLE = AVSBS11,
        YEAR = "2011",
        PAGES = "224-229",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195274"}

@inproceedings{bb199896,
        AUTHOR = "Liao, H.H. and Xiang, J.H. and Sun, W.P. and Feng, Q. and Dai, J.H.",
        TITLE = "An Abnormal Event Recognition in Crowd Scene",
        BOOKTITLE = ICIG11,
        YEAR = "2011",
        PAGES = "731-736",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195275"}

@inproceedings{bb199897,
        AUTHOR = "Reddy, V. and Sanderson, C. and Lovell, B.C.",
        TITLE = "Improved anomaly detection in crowded scenes via cell-based analysis of
foreground speed, size and texture",
        BOOKTITLE = MLVMA11,
        YEAR = "2011",
        PAGES = "55-61",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195276"}

@inproceedings{bb199898,
        AUTHOR = "Wu, S.D. and Moore, B.E. and Shah, M.",
        TITLE = "Chaotic invariants of Lagrangian particle trajectories for anomaly
detection in crowded scenes",
        BOOKTITLE = CVPR10,
        YEAR = "2010",
        PAGES = "2054-2060",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195277"}

@inproceedings{bb199899,
        AUTHOR = "Feng, J. and Zhang, C. and Hao, P.W.",
        TITLE = "Online Learning with Self-Organizing Maps for Anomaly Detection in
Crowd Scenes",
        BOOKTITLE = ICPR10,
        YEAR = "2010",
        PAGES = "3599-3602",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f730abc1.html#TT195278"}

Last update:Feb 26, 2026 at 10:58:24