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        TITLE = "On the integration of crowd knowledge in pattern recognition",
        JOURNAL = PRL,
        VOLUME = "106",
        YEAR = "2018",
        PAGES = "1-6",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT185489"}

@article{bb190057,
        AUTHOR = "Dhamecha, T.I. and Shah, M. and Verma, P. and Vatsa, M. and Singh, R.",
        TITLE = "CrowdFaceDB: Database and benchmarking for face verification in crowd",
        JOURNAL = PRL,
        VOLUME = "107",
        YEAR = "2018",
        PAGES = "17-24",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT185490"}

@article{bb190058,
        AUTHOR = "Zhang, J. and Zheng, Y. and Qi, D. and Li, R.Y. and Yi, X.W. and Li, T.R.",
        TITLE = "Predicting citywide crowd flows using deep spatio-temporal residual
networks",
        JOURNAL = AI,
        VOLUME = "259",
        YEAR = "2018",
        PAGES = "147-166",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT185491"}

@article{bb190059,
        AUTHOR = "Zaki, M.H. and Sayed, T.",
        TITLE = "Automated Analysis of Pedestrian Group Behavior in Urban Settings",
        JOURNAL = ITS,
        VOLUME = "19",
        YEAR = "2018",
        NUMBER = "6",
        MONTH = "June",
        PAGES = "1880-1889",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT185492"}

@article{bb190060,
        AUTHOR = "Liu, C.Y. and Liao, W.H. and Ruan, S.J.",
        TITLE = "Crowd Gathering Detection Based on the Foreground Stillness Model",
        JOURNAL = IEICE,
        VOLUME = "E101-D",
        YEAR = "2018",
        NUMBER = "7",
        MONTH = "July",
        PAGES = "1968-1971",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT185493"}

@article{bb190061,
        AUTHOR = "Kaiser, M.S. and Lwin, K.T. and Mahmud, M. and Hajializadeh, D. and Chaipimonplin, T. and Sarhan, A. and Hossain, M.A.",
        TITLE = "Advances in Crowd Analysis for Urban Applications Through Urban Event
Detection",
        JOURNAL = ITS,
        VOLUME = "19",
        YEAR = "2018",
        NUMBER = "10",
        MONTH = "October",
        PAGES = "3092-3112",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT185494"}

@article{bb190062,
        AUTHOR = "Wang, Q. and Dong, H. and Ning, B. and Wang, L.Y. and Yin, G.",
        TITLE = "Two-Time-Scale Hybrid Traffic Models for Pedestrian Crowds",
        JOURNAL = ITS,
        VOLUME = "19",
        YEAR = "2018",
        NUMBER = "11",
        MONTH = "November",
        PAGES = "3449-3460",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT185495"}

@article{bb190063,
        AUTHOR = "Li, Y.",
        TITLE = "A Deep Spatiotemporal Perspective for Understanding Crowd Behavior",
        JOURNAL = MultMed,
        VOLUME = "20",
        YEAR = "2018",
        NUMBER = "12",
        MONTH = "December",
        PAGES = "3289-3297",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT185496"}

@article{bb190064,
        AUTHOR = "Zou, Y. and Zhao, X. and Liu, Y.",
        TITLE = "Measuring Crowd Collectiveness by Macroscopic and Microscopic Motion
Consistencies",
        JOURNAL = MultMed,
        VOLUME = "20",
        YEAR = "2018",
        NUMBER = "12",
        MONTH = "December",
        PAGES = "3311-3323",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT185497"}

@article{bb190065,
        AUTHOR = "Zhou, Y.R. and Chen, H. and Li, J. and Wu, Y. and Wu, J.J. and Chen, L.",
        TITLE = "Large-Scale Station-Level Crowd Flow Forecast with ST-Unet",
        JOURNAL = IJGI,
        VOLUME = "8",
        YEAR = "2019",
        NUMBER = "3",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT185498"}

@article{bb190066,
        AUTHOR = "Dogan, Y. and Demirci, S. and Gudukbay, U. and Dibeklioglu, H.",
        TITLE = "Augmentation of virtual agents in real crowd videos",
        JOURNAL = SIViP,
        VOLUME = "13",
        YEAR = "2019",
        NUMBER = "4",
        MONTH = "June",
        PAGES = "643-650",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT185499"}

@article{bb190067,
        AUTHOR = "Tripathi, G. and Singh, K. and Vishwakarma, D.K.",
        TITLE = "Convolutional neural networks for crowd behaviour analysis: a survey",
        JOURNAL = VC,
        VOLUME = "35",
        YEAR = "2019",
        NUMBER = "5",
        MONTH = "May",
        PAGES = "753-776",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT185500"}

@article{bb190068,
        AUTHOR = "Favaretto, R.M. and Knob, P. and Musse, S.R. and Vilanova, F. and Costa, A.B.",
        TITLE = "Detecting personality and emotion traits in crowds from video sequences",
        JOURNAL = MVA,
        VOLUME = "30",
        YEAR = "2019",
        NUMBER = "5",
        MONTH = "July",
        PAGES = "999-101",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT185501"}

@article{bb190069,
        AUTHOR = "Shehab, D. and Ammar, H.",
        TITLE = "Statistical detection of a panic behavior in crowded scenes",
        JOURNAL = MVA,
        VOLUME = "30",
        YEAR = "2019",
        NUMBER = "5",
        MONTH = "July",
        PAGES = "919-931",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT185502"}

@article{bb190070,
        AUTHOR = "Song, X. and Xie, H. and Sun, J. and Han, D. and Cui, Y. and Chen, B.",
        TITLE = "Simulation of Pedestrian Rotation Dynamics Near Crowded Exits",
        JOURNAL = ITS,
        VOLUME = "20",
        YEAR = "2019",
        NUMBER = "8",
        MONTH = "August",
        PAGES = "3142-3155",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT185503"}

@article{bb190071,
        AUTHOR = "Mahmood, A. and Al Maadeed, S.",
        TITLE = "Action recognition in poor-quality spectator crowd videos using head
distribution-based person segmentation",
        JOURNAL = MVA,
        VOLUME = "30",
        YEAR = "2019",
        NUMBER = "6",
        MONTH = "September",
        PAGES = "1083-1096",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT185504"}

@article{bb190072,
        AUTHOR = "Ebrahimpour, Z. and Wan, W.G. and Cervantes, O. and Luo, T.H. and Ullah, H.",
        TITLE = "Comparison of Main Approaches for Extracting Behavior Features from
Crowd Flow Analysis",
        JOURNAL = IJGI,
        VOLUME = "8",
        YEAR = "2019",
        NUMBER = "10",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT185505"}

@article{bb190073,
        AUTHOR = "Wang, Q. and Chen, M.L. and Nie, F.P. and Li, X.L.",
        TITLE = "Detecting Coherent Groups in Crowd Scenes by Multiview Clustering",
        JOURNAL = PAMI,
        VOLUME = "42",
        YEAR = "2020",
        NUMBER = "1",
        MONTH = "January",
        PAGES = "46-58",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT185506"}

@article{bb190074,
        AUTHOR = "Qin, K. and Xu, Y.Q. and Kang, C.G. and Sobolevsky, S. and Kwan, M.P.",
        TITLE = "Modeling Spatio-Temporal Evolution of Urban Crowd Flows",
        JOURNAL = IJGI,
        VOLUME = "8",
        YEAR = "2019",
        NUMBER = "12",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT185507"}

@article{bb190075,
        AUTHOR = "Mao, Y. and Li, Z. and Li, Y.J. and He, W.",
        TITLE = "Emotion-based diversity crowd behavior simulation in public emergency",
        JOURNAL = VC,
        VOLUME = "35",
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        NUMBER = "12",
        MONTH = "December",
        PAGES = "1725-1739",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT185508"}

@article{bb190076,
        AUTHOR = "Petrasova, A. and Hipp, J.A. and Mitasova, H.",
        TITLE = "Visualization of Pedestrian Density Dynamics Using Data Extracted
from Public Webcams",
        JOURNAL = IJGI,
        VOLUME = "8",
        YEAR = "2019",
        NUMBER = "12",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT185509"}

@inproceedings{bb190077,
        AUTHOR = "You, Q.Z. and Jiang, H.",
        TITLE = "Action4D: Online Action Recognition in the Crowd and Clutter",
        BOOKTITLE = CVPR19,
        YEAR = "2019",
        PAGES = "11849-11858",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT185510"}

@article{bb190078,
        AUTHOR = "Medynska Gulij, B. and Wielebski, L. and Halik, L. and Smaczynski, M.",
        TITLE = "Complexity Level of People Gathering Presentation on an Animated Map:
Objective Effectiveness Versus Expert Opinion",
        JOURNAL = IJGI,
        VOLUME = "9",
        YEAR = "2020",
        NUMBER = "2",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT185511"}

@inproceedings{bb190079,
        AUTHOR = "Mei, L. and Lai, J. and Chen, Z. and Xie, X.",
        TITLE = "Measuring Crowd Collectiveness via Global Motion Correlation",
        BOOKTITLE = HBU19,
        YEAR = "2019",
        PAGES = "1222-1231",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT185512"}

@article{bb190080,
        AUTHOR = "Li, X. and Chen, M. and Wang, Q.",
        TITLE = "Quantifying and Detecting Collective Motion in Crowd Scenes",
        JOURNAL = IP,
        VOLUME = "29",
        YEAR = "2020",
        PAGES = "5571-5583",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT185513"}

@article{bb190081,
        AUTHOR = "Yang, B. and Kang, Y. and Li, H. and Zhang, Y. and Yang, Y. and Zhang, L.",
        TITLE = "Spatio-temporal expand-and-squeeze networks for crowd flow prediction
in metropolis",
        JOURNAL = IET-ITS,
        VOLUME = "14",
        YEAR = "2020",
        NUMBER = "5",
        MONTH = "May",
        PAGES = "313-322",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT185514"}

@article{bb190082,
        AUTHOR = "Lamba, S. and Nain, N.",
        TITLE = "Segmentation of crowd flow by trajectory clustering in active contours",
        JOURNAL = VC,
        VOLUME = "36",
        YEAR = "2020",
        NUMBER = "5",
        MONTH = "May",
        PAGES = "989-1000",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT185515"}

@article{bb190083,
        AUTHOR = "Al Ghamdi, M. and Gotoh, Y.",
        TITLE = "Graph-based topic models for trajectory clustering in crowd videos",
        JOURNAL = MVA,
        VOLUME = "31",
        YEAR = "2020",
        NUMBER = "5",
        MONTH = "July",
        PAGES = "Article39",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT185516"}

@inproceedings{bb190084,
        AUTHOR = "Al Ghamdi, M. and Gotoh, Y.",
        TITLE = "Graph-Based Correlated Topic Model for Trajectory Clustering in
Crowded Videos",
        BOOKTITLE = WACV18,
        YEAR = "2018",
        PAGES = "1029-1037",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT185517"}

@article{bb190085,
        AUTHOR = "Li, Q. and Zhao, X. and He, R. and Huang, K.",
        TITLE = "Recurrent Prediction With Spatio-Temporal Attention for Crowd
Attribute Recognition",
        JOURNAL = CirSysVideo,
        VOLUME = "30",
        YEAR = "2020",
        NUMBER = "7",
        MONTH = "July",
        PAGES = "2167-2177",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT185518"}

@article{bb190086,
        AUTHOR = "Zhao, R. and Hu, Q. and Liu, Q. and Li, C. and Dong, D. and Ma, Y.",
        TITLE = "Panic Propagation Dynamics of High-Density Crowd Based on Information
Entropy and Aw-Rascle Model",
        JOURNAL = ITS,
        VOLUME = "21",
        YEAR = "2020",
        NUMBER = "10",
        MONTH = "October",
        PAGES = "4425-4434",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT185519"}

@inproceedings{bb190087,
        AUTHOR = "Sohn, S.S. and Zhou, H. and Moon, S. and Yoon, S. and Pavlovic, V. and Kapadia, M.",
        TITLE = "Laying the Foundations of Deep Long-term Crowd Flow Prediction",
        BOOKTITLE = ECCV20,
        YEAR = "2020",
        PAGES = "XXIX: 711-728",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT185520"}

@article{bb190088,
        AUTHOR = "Bisagno, N. and Saltori, C. and Zhang, B. and de Natale, F.G.B. and Conci, N.",
        TITLE = "Embedding group and obstacle information in LSTM networks for human
trajectory prediction in crowded scenes",
        JOURNAL = CVIU,
        VOLUME = "203",
        YEAR = "2021",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT185521"}

@inproceedings{bb190089,
        AUTHOR = "Bisagno, N. and Zhang, B. and Conci, N.",
        TITLE = "Group LSTM: Group Trajectory Prediction in Crowded Scenarios",
        BOOKTITLE = AnticipateBeh18,
        YEAR = "2018",
        PAGES = "III:213-225",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT185522"}

@inproceedings{bb190090,
        AUTHOR = "Bisagno, N. and Garau, N. and Montagner, A. and Conci, N.",
        TITLE = "Virtual Crowds: An LSTM-Based Framework for Crowd Simulation",
        BOOKTITLE = CIAP19,
        YEAR = "2019",
        PAGES = "I:117-127",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT185523"}

@article{bb190091,
        AUTHOR = "Xu, M.L. and Xie, X.Z. and Lv, P. and Niu, J.W. and Wang, H. and Li, C.C. and Zhu, R.J. and Deng, Z.G. and Zhou, B.",
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Multihazard Situations",
        JOURNAL = SMCS,
        VOLUME = "51",
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        NUMBER = "3",
        MONTH = "March",
        PAGES = "1567-1581",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT185524"}

@article{bb190092,
        AUTHOR = "Li, C.C. and Lv, P. and Manocha, D. and Wang, H. and Li, Y. and Zhou, B. and Xu, M.L.",
        TITLE = "ACSEE: Antagonistic Crowd Simulation Model With Emotional Contagion
and Evolutionary Game Theory",
        JOURNAL = AffCom,
        VOLUME = "13",
        YEAR = "2022",
        NUMBER = "2",
        MONTH = "April",
        PAGES = "729-745",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT185525"}

@article{bb190093,
        AUTHOR = "Lv, P. and Yu, Q.Q. and Xu, B. and Li, C.C. and Zhou, B. and Xu, M.L.",
        TITLE = "Emotional Contagion-Aware Deep Reinforcement Learning for
Antagonistic Crowd Simulation",
        JOURNAL = AffCom,
        VOLUME = "14",
        YEAR = "2023",
        NUMBER = "4",
        MONTH = "October",
        PAGES = "2939-2953",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT185526"}

@article{bb190094,
        AUTHOR = "Tanaka, Y. and Iwata, T. and Kurashima, T. and Toda, H. and Ueda, N. and Tanaka, T.",
        TITLE = "Time-delayed collective flow diffusion models for inferring latent
people flow from aggregated data at limited locations",
        JOURNAL = AI,
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        YEAR = "2021",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT185527"}

@article{bb190095,
        AUTHOR = "Behera, S. and Dogra, D.P. and Bandyopadhyay, M.K. and Roy, P.P.",
        TITLE = "Understanding crowd flow patterns using active-Langevin model",
        JOURNAL = PR,
        VOLUME = "119",
        YEAR = "2021",
        PAGES = "108037",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT185528"}

@article{bb190096,
        AUTHOR = "Kang, J.P. and Zhang, J. and Li, W.S. and Zhuo, L.",
        TITLE = "Crowd activity recognition in live video streaming via 3D-ResNet and
region graph convolution network",
        JOURNAL = IET-IPR,
        VOLUME = "15",
        YEAR = "2021",
        NUMBER = "14",
        PAGES = "3476-3486",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT185529"}

@article{bb190097,
        AUTHOR = "Liu, M.Y. and Meng, F.M. and Wu, Q.B. and Xu, L.F. and Liao, Q.H.",
        TITLE = "Behaviour detection in crowded classroom scenes via enhancing
features robust to scale and perspective variations",
        JOURNAL = IET-IPR,
        VOLUME = "15",
        YEAR = "2021",
        NUMBER = "14",
        PAGES = "3466-3475",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT185530"}

@article{bb190098,
        AUTHOR = "Sun, B.Y. and Yuan, N.Z. and Li, S.Y. and Wu, S.Y. and Wang, N.",
        TITLE = "Human behaviour recognition with mid-level representations for crowd
understanding and analysis",
        JOURNAL = IET-IPR,
        VOLUME = "15",
        YEAR = "2021",
        NUMBER = "14",
        PAGES = "3414-3424",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT185531"}

@article{bb190099,
        AUTHOR = "Wang, Q. and Liu, B. and Lin, J.Z.",
        TITLE = "Crowd understanding and analysis",
        JOURNAL = IET-IPR,
        VOLUME = "15",
        YEAR = "2021",
        NUMBER = "14",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT185532"}

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