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        TITLE = "Predicting citywide crowd flows using deep spatio-temporal residual
networks",
        JOURNAL = AI,
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        YEAR = "2018",
        PAGES = "147-166",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT214372"}

@article{bb219101,
        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#TT214373"}

@article{bb219102,
        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#TT214374"}

@article{bb219103,
        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#TT214375"}

@article{bb219104,
        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#TT214376"}

@article{bb219105,
        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#TT214377"}

@article{bb219106,
        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#TT214378"}

@article{bb219107,
        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#TT214379"}

@article{bb219108,
        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#TT214380"}

@article{bb219109,
        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#TT214381"}

@article{bb219110,
        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#TT214382"}

@article{bb219111,
        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#TT214383"}

@article{bb219112,
        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#TT214384"}

@article{bb219113,
        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#TT214385"}

@article{bb219114,
        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",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT214386"}

@article{bb219115,
        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#TT214387"}

@article{bb219116,
        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,
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        YEAR = "2019",
        NUMBER = "12",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT214388"}

@article{bb219117,
        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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        MONTH = "December",
        PAGES = "1725-1739",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT214389"}

@article{bb219118,
        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#TT214390"}

@inproceedings{bb219119,
        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#TT214391"}

@article{bb219120,
        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#TT214392"}

@inproceedings{bb219121,
        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#TT214393"}

@article{bb219122,
        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#TT214394"}

@article{bb219123,
        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#TT214395"}

@article{bb219124,
        AUTHOR = "Lamba, S. and Nain, N.",
        TITLE = "Segmentation of crowd flow by trajectory clustering in active contours",
        JOURNAL = VC,
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        YEAR = "2020",
        NUMBER = "5",
        MONTH = "May",
        PAGES = "989-1000",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT214396"}

@article{bb219125,
        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#TT214397"}

@inproceedings{bb219126,
        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#TT214398"}

@article{bb219127,
        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#TT214399"}

@article{bb219128,
        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#TT214400"}

@inproceedings{bb219129,
        AUTHOR = "Sohn, S.S. and Zhou, H.L. 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#TT214401"}

@article{bb219130,
        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",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT214402"}

@inproceedings{bb219131,
        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#TT214403"}

@inproceedings{bb219132,
        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#TT214404"}

@article{bb219133,
        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.",
        TITLE = "Crowd Behavior Simulation With Emotional Contagion in Unexpected
Multihazard Situations",
        JOURNAL = SMCS,
        VOLUME = "51",
        YEAR = "2021",
        NUMBER = "3",
        MONTH = "March",
        PAGES = "1567-1581",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT214405"}

@article{bb219134,
        AUTHOR = "Li, C.C. and Lv, P. and Manocha, D. and Wang, H. and Li, Y.F. 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#TT214406"}

@article{bb219135,
        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#TT214407"}

@article{bb219136,
        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,
        VOLUME = "292",
        YEAR = "2021",
        PAGES = "103430",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT214408"}

@article{bb219137,
        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#TT214409"}

@article{bb219138,
        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#TT214410"}

@article{bb219139,
        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#TT214411"}

@article{bb219140,
        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#TT214412"}

@article{bb219141,
        AUTHOR = "Wang, Q. and Liu, B. and Lin, J.Z.",
        TITLE = "Crowd understanding and analysis",
        JOURNAL = IET-IPR,
        VOLUME = "15",
        YEAR = "2021",
        NUMBER = "14",
        PAGES = "3411-3413",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT214413"}

@article{bb219142,
        AUTHOR = "Wang, S.Z. and Miao, H. and Li, J. and Cao, J.N.",
        TITLE = "Spatio-Temporal Knowledge Transfer for Urban Crowd Flow Prediction
via Deep Attentive Adaptation Networks",
        JOURNAL = ITS,
        VOLUME = "23",
        YEAR = "2022",
        NUMBER = "5",
        MONTH = "May",
        PAGES = "4695-4705",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT214414"}

@article{bb219143,
        AUTHOR = "Quach, K.G. and Le, N. and Duong, C.N. and Jalata, I. and Roy, K. and Luu, K.",
        TITLE = "Non-volume preserving-based fusion to group-level emotion recognition
on crowd videos",
        JOURNAL = PR,
        VOLUME = "128",
        YEAR = "2022",
        PAGES = "108646",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT214415"}

@article{bb219144,
        AUTHOR = "Varghese, E.B. and Thampi, S.M. and Berretti, S.",
        TITLE = "A Psychologically Inspired Fuzzy Cognitive Deep Learning Framework to
Predict Crowd Behavior",
        JOURNAL = AffCom,
        VOLUME = "13",
        YEAR = "2022",
        NUMBER = "2",
        MONTH = "April",
        PAGES = "1005-1022",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT214416"}

@article{bb219145,
        AUTHOR = "Huang, X.H. and Dhall, A. and Goecke, R. and Pietikainen, M. and Zhao, G.Y.",
        TITLE = "Analyzing Group-Level Emotion with Global Alignment Kernel based
Approach",
        JOURNAL = AffCom,
        VOLUME = "13",
        YEAR = "2022",
        NUMBER = "2",
        MONTH = "April",
        PAGES = "713-728",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT214417"}

@article{bb219146,
        AUTHOR = "Rezaee, K. and Mousavirad, S.J. and Khosravi, M.R. and Moghimi, M.K. and Heidari, M.",
        TITLE = "An Autonomous UAV-Assisted Distance-Aware Crowd Sensing Platform
Using Deep ShuffleNet Transfer Learning",
        JOURNAL = ITS,
        VOLUME = "23",
        YEAR = "2022",
        NUMBER = "7",
        MONTH = "July",
        PAGES = "9404-9413",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT214418"}

@article{bb219147,
        AUTHOR = "Wu, W.H. and Chen, M.Y. and Li, J.H. and Liu, B.L. and Zheng, X.P.",
        TITLE = "An Extended Social Force Model via Pedestrian Heterogeneity Affecting
the Self-Driven Force",
        JOURNAL = ITS,
        VOLUME = "23",
        YEAR = "2022",
        NUMBER = "7",
        MONTH = "July",
        PAGES = "7974-7986",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT214419"}

@article{bb219148,
        AUTHOR = "Wu, W.H. and Li, J.H. and Yi, W.F. and Zheng, X.P.",
        TITLE = "Modeling Crowd Evacuation via Behavioral Heterogeneity-Based Social
Force Model",
        JOURNAL = ITS,
        VOLUME = "23",
        YEAR = "2022",
        NUMBER = "9",
        MONTH = "September",
        PAGES = "15476-15486",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT214420"}

@inproceedings{bb219149,
        AUTHOR = "Bruno, A. and Ferjani, M. and Sabeur, Z. and Arbab Zavar, B. and Cetinkaya, D. and Johnstone, L. and Sallal, M. and Benaouda, D.",
        TITLE = "High-Level Feature Extraction for Crowd Behaviour Analysis:
A Computer Vision Approach",
        BOOKTITLE = HBAxSCES22,
        YEAR = "2022",
        PAGES = "59-70",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT214421"}

@article{bb219150,
        AUTHOR = "Yuan, Y.F. and Son, Y.J. and Liu, J.",
        TITLE = "Bayesian Modeling of Crowd Dynamics by Aggregating Multiresolution
Observations From UAVs and UGVs",
        JOURNAL = SMCS,
        VOLUME = "52",
        YEAR = "2022",
        NUMBER = "10",
        MONTH = "October",
        PAGES = "6406-6417",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT214422"}

@article{bb219151,
        AUTHOR = "Li, H.P. and Liu, L.B. and Yang, K.L. and Liu, S.N. and Gao, J.Y. and Zhao, B. and Zhang, R. and Hou, J.",
        TITLE = "Video Crowd Localization With Multifocus Gaussian Neighborhood
Attention and a Large-Scale Benchmark",
        JOURNAL = IP,
        VOLUME = "31",
        YEAR = "2022",
        PAGES = "6032-6047",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT214423"}

@article{bb219152,
        AUTHOR = "Zhao, R.Y. and Liu, Q. and Wang, Y. and Jia, P. and Li, C.L. and Ma, Y.L. and Zhu, W.J.",
        TITLE = "Dynamic Crowd Accident-Risk Assessment Based on Internal Energy and
Information Entropy for Large-Scale Crowd Flow Considering COVID-19
Epidemic",
        JOURNAL = ITS,
        VOLUME = "23",
        YEAR = "2022",
        NUMBER = "10",
        MONTH = "October",
        PAGES = "17466-17478",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT214424"}

@article{bb219153,
        AUTHOR = "Yu, B.",
        TITLE = "Parallel Simulation of Crowd Multi-Cell Occupancy and Velocity
Variety",
        JOURNAL = ITS,
        VOLUME = "23",
        YEAR = "2022",
        NUMBER = "10",
        MONTH = "October",
        PAGES = "17506-17515",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT214425"}

@article{bb219154,
        AUTHOR = "Xie, Y. and Niu, J.J. and Zhang, Y. and Ren, F.",
        TITLE = "Multisize Patched Spatial-Temporal Transformer Network for Short- and
Long-Term Crowd Flow Prediction",
        JOURNAL = ITS,
        VOLUME = "23",
        YEAR = "2022",
        NUMBER = "11",
        MONTH = "November",
        PAGES = "21548-21568",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT214426"}

@article{bb219155,
        AUTHOR = "Giraldo, J.J. and Zhang, J. and Alvarez, M.A.",
        TITLE = "Correlated Chained Gaussian Processes for Modelling Citizens Mobility
Using a Zero-Inflated Poisson Likelihood",
        JOURNAL = ITS,
        VOLUME = "23",
        YEAR = "2022",
        NUMBER = "11",
        MONTH = "November",
        PAGES = "20337-20351",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT214427"}

@article{bb219156,
        AUTHOR = "Peng, J.X. and Wei, Z.H. and Yang, Y. and Wang, W.J. and Qiu, S. and Wang, S.",
        TITLE = "What Size of Aisle Is Necessary? a System Dynamics Model for
Mitigating Bottleneck Congestion in Entrance Halls of Metro Stations",
        JOURNAL = ITS,
        VOLUME = "23",
        YEAR = "2022",
        NUMBER = "12",
        MONTH = "December",
        PAGES = "22923-22936",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT214428"}

@article{bb219157,
        AUTHOR = "Becattini, F. and Ferracani, A. and Becchi, G. and del Bimbo, A.",
        TITLE = "Events in crowded places: A smart service management",
        JOURNAL = PRL,
        VOLUME = "164",
        YEAR = "2022",
        PAGES = "153-160",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT214429"}

@article{bb219158,
        AUTHOR = "Wang, J.C. and Gao, J.Y. and Yuan, Y. and Wang, Q.",
        TITLE = "Crowd Localization From Gaussian Mixture Scoped Knowledge and Scoped
Teacher",
        JOURNAL = IP,
        VOLUME = "32",
        YEAR = "2023",
        PAGES = "1802-1814",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT214430"}

@article{bb219159,
        AUTHOR = "Behera, S. and Dogra, D.P. and Bandyopadhyay, M.K. and Roy, P.P.",
        TITLE = "Crowd Characterization in Surveillance Videos Using Deep-Graph
Convolutional Neural Network",
        JOURNAL = Cyber,
        VOLUME = "53",
        YEAR = "2023",
        NUMBER = "6",
        MONTH = "June",
        PAGES = "3428-3439",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT214431"}

@article{bb219160,
        AUTHOR = "Li, Y. and Wang, P. and Chan, C.Y.",
        TITLE = "RESTEP Into the Future: Relational Spatio-Temporal Learning for
Multi-Person Action Forecasting",
        JOURNAL = MultMed,
        VOLUME = "25",
        YEAR = "2023",
        PAGES = "1954-1963",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT214432"}

@article{bb219161,
        AUTHOR = "Liao, X.C. and Chen, W.N. and Guo, X.Q. and Zhong, J.H. and Hu, X.M.",
        TITLE = "Crowd Management Through Optimal Layout of Fences: An Ant Colony
Approach Based on Crowd Simulation",
        JOURNAL = ITS,
        VOLUME = "24",
        YEAR = "2023",
        NUMBER = "9",
        MONTH = "September",
        PAGES = "9137-9149",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT214433"}

@article{bb219162,
        AUTHOR = "Yi, W.F. and Wu, W.H. and Wang, X.L. and Zheng, X.P.",
        TITLE = "Modeling the Mutual Anticipation in Human Crowds With Attention
Distractions",
        JOURNAL = ITS,
        VOLUME = "24",
        YEAR = "2023",
        NUMBER = "9",
        MONTH = "September",
        PAGES = "10108-10117",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT214434"}

@article{bb219163,
        AUTHOR = "Wang, L.X. and Li, H.L. and Hu, W.Z. and Zhang, X.L. and Qiu, H.Q. and Meng, F.M. and Wu, Q.B.",
        TITLE = "What Happens in Crowd Scenes: A New Dataset About Crowd Scenes for
Image Captioning",
        JOURNAL = MultMed,
        VOLUME = "25",
        YEAR = "2023",
        PAGES = "5400-5412",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT214435"}

@article{bb219164,
        AUTHOR = "Liang, D.K. and Xu, W. and Zhu, Y.Y. and Zhou, Y.",
        TITLE = "Focal Inverse Distance Transform Maps for Crowd Localization",
        JOURNAL = MultMed,
        VOLUME = "25",
        YEAR = "2023",
        PAGES = "6040-6052",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT214436"}

@article{bb219165,
        AUTHOR = "Zhao, H.T. and Guo, T. and Tong, W.P. and Yin, H.D. and Liu, Z.Y.",
        TITLE = "PaCS: A Parallel Computation Framework for Field-Based Crowd
Simulation",
        JOURNAL = ITS,
        VOLUME = "24",
        YEAR = "2023",
        NUMBER = "11",
        MONTH = "November",
        PAGES = "12659-12670",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT214437"}

@article{bb219166,
        AUTHOR = "Khosravi, M.R. and Rezaee, K. and Moghimi, M.K. and Wan, S.H. and Menon, V.G.",
        TITLE = "Crowd Emotion Prediction for Human-Vehicle Interaction Through
Modified Transfer Learning and Fuzzy Logic Ranking",
        JOURNAL = ITS,
        VOLUME = "24",
        YEAR = "2023",
        NUMBER = "12",
        MONTH = "December",
        PAGES = "15752-15761",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT214438"}

@article{bb219167,
        AUTHOR = "Wang, L.X. and Li, H.L. and Zhang, M.J. and Qiu, H.Q. and Meng, F.M. and Wu, Q.B. and Xu, L.F.",
        TITLE = "CrowdCaption++: Collective-Guided Crowd Scenes Captioning",
        JOURNAL = MultMed,
        VOLUME = "26",
        YEAR = "2024",
        PAGES = "4974-4986",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT214439"}

@article{bb219168,
        AUTHOR = "Zhou, Y.X. and Liu, C.G. and Ding, Y.L. and Yuan, D. and Yin, J. and Yang, S.H.",
        TITLE = "Crowd Descriptors and Interpretable Gathering Understanding",
        JOURNAL = MultMed,
        VOLUME = "26",
        YEAR = "2024",
        PAGES = "8651-8664",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT214440"}

@article{bb219169,
        AUTHOR = "Liang, X.W. and Lee, E.W.M.",
        TITLE = "Visual-Information-Driven Model for Crowd Simulation Using Temporal
Convolutional Network",
        JOURNAL = ITS,
        VOLUME = "25",
        YEAR = "2024",
        NUMBER = "9",
        MONTH = "September",
        PAGES = "12297-12314",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT214441"}

@article{bb219170,
        AUTHOR = "Yu, B. and Ye, J.H. and Ou, D.X.",
        TITLE = "Consideration of Human Vision in Crowd Simulations",
        JOURNAL = ITS,
        VOLUME = "25",
        YEAR = "2024",
        NUMBER = "10",
        MONTH = "October",
        PAGES = "13364-13374",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT214442"}

@article{bb219171,
        AUTHOR = "Honzak, K. and Schmidt, S. and Resch, B. and Ruthensteiner, P.",
        TITLE = "Contextual Enrichment of Crowds from Mobile Phone Data through
Multimodal Geo-Social Media Analysis",
        JOURNAL = IJGI,
        VOLUME = "13",
        YEAR = "2024",
        NUMBER = "10",
        PAGES = "350",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT214443"}

@inproceedings{bb219172,
        AUTHOR = "Zhang, Q. and Zhang, K.Y. and Chan, A.B. and Huang, H.",
        TITLE = "Mahalanobis Distance-based Multi-view Optimal Transport for Multi-view
Crowd Localization",
        BOOKTITLE = ECCV24,
        YEAR = "2024",
        PAGES = "IV: 19-36",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT214444"}

@article{bb219173,
        AUTHOR = "Zhang, Q. and Li, Y. and Liu, Y.R. and Zhou, Y.Z. and Jiao, J.B.",
        TITLE = "DiffusionLoc: A diffusion model-based framework for crowd
localization",
        JOURNAL = IVC,
        VOLUME = "155",
        YEAR = "2025",
        PAGES = "105439",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT214445"}

@article{bb219174,
        AUTHOR = "Li, Y.L. and Wu, W.W. and Zhao, H.T. and Shi, Y. and Lyu, Y.",
        TITLE = "Recovering Crowd Trajectories in Invisible Area of Camera Networks",
        JOURNAL = ITS,
        VOLUME = "26",
        YEAR = "2025",
        NUMBER = "3",
        MONTH = "March",
        PAGES = "3350-3368",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT214446"}

@article{bb219175,
        AUTHOR = "Liao, X.C. and Chen, W.N. and Guo, X.Q. and Zhong, J.H. and Wang, D.J.",
        TITLE = "DRIFT: A Dynamic Crowd Inflow Control System Using LSTM-Based Deep
Reinforcement Learning",
        JOURNAL = SMCS,
        VOLUME = "55",
        YEAR = "2025",
        NUMBER = "6",
        MONTH = "June",
        PAGES = "4202-4215",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT214447"}

@article{bb219176,
        AUTHOR = "Chen, X. and Liu, Z. and Liu, T.T. and Xiao, J.J.",
        TITLE = "Create a Crowd Emotion Detection Framework With Ecological Validity",
        JOURNAL = AffCom,
        VOLUME = "16",
        YEAR = "2025",
        NUMBER = "2",
        MONTH = "April",
        PAGES = "1087-1103",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT214448"}

@article{bb219177,
        AUTHOR = "Mai, W.M. and Duives, D. and Krishnakumari, P. and Hoogendoorn, S.",
        TITLE = "Evaluating Crowd Flow Forecasting Algorithms for Indoor Pedestrian
Spaces: A Benchmark Using a Synthetic Dataset",
        JOURNAL = ITS,
        VOLUME = "26",
        YEAR = "2025",
        NUMBER = "6",
        MONTH = "June",
        PAGES = "7953-7968",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT214449"}

@inproceedings{bb219178,
        AUTHOR = "He, F.X. and Yue, J. and Zhu, J.L. and Seyfried, A. and Casas, D. and Pettre, J. and Wang, H.",
        TITLE = "Learning Extremely High Density Crowds as Active Matters",
        BOOKTITLE = CVPR25,
        YEAR = "2025",
        PAGES = "540-550",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT214450"}

@article{bb219179,
        AUTHOR = "Tripathy, S.K. and Shanmugam, P.",
        TITLE = "Real-Time Spatial-Temporal Depth Separable CNN for Multi-Functional
Crowd Analysis in Videos",
        JOURNAL = IJIG,
        VOLUME = "25",
        YEAR = "2025",
        NUMBER = "5",
        MONTH = "September",
        PAGES = "2550047",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT214451"}

@article{bb219180,
        AUTHOR = "Yu, J.Q. and Zhou, Y. and Pan, R.J. and Lai, P.R. and Yang, H.",
        TITLE = "Physics-Environment Interaction Network for dense crowd behavior
recognition",
        JOURNAL = PR,
        VOLUME = "170",
        YEAR = "2026",
        PAGES = "112123",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT214452"}

@article{bb219181,
        AUTHOR = "Li, J.X. and Liu, H. and Wu, X. and Song, Y.P. and Zeng, Z.H. and Satoh, S.",
        TITLE = "Rethinking Crowd Localization Evaluation via Optimal Transportation
Cost",
        JOURNAL = CirSysVideo,
        VOLUME = "36",
        YEAR = "2026",
        NUMBER = "1",
        MONTH = "January",
        PAGES = "702-716",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT214453"}

@article{bb219182,
        AUTHOR = "Felemban, E. and Hammad, M. and Rehman, F.U.",
        TITLE = "Crowd Simulation: A Multi-Dimensional Systematic Mapping Study and
Taxonomy",
        JOURNAL = IJGI,
        VOLUME = "15",
        YEAR = "2026",
        NUMBER = "5",
        PAGES = "223",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT214454"}

@inproceedings{bb219183,
        AUTHOR = "Bae, I. and Lee, J. and Jeon, H.G.",
        TITLE = "Continuous Locomotive Crowd Behavior Generation",
        BOOKTITLE = CVPR25,
        YEAR = "2025",
        PAGES = "22416-22431",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT214455"}

@inproceedings{bb219184,
        AUTHOR = "Basunduwah, E. and Mohzary, M. and Song, S. and Choi, B.Y.",
        TITLE = "AIM-CP: AI-Based Multi-Visual Components Analysis for Crowd Dynamics
Prediction",
        BOOKTITLE = IVCNZ24,
        YEAR = "2024",
        PAGES = "1-6",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT214456"}

@inproceedings{bb219185,
        AUTHOR = "Bisagno, N. and Stefani, A.L. and Garau, N. and de Natale, F. and Conci, N.",
        TITLE = "Unicrowd Simulator: Visual and Behavioral Fidelity For The Generation
of Crowd Datasets",
        BOOKTITLE = ICIP24,
        YEAR = "2024",
        PAGES = "193-199",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT214457"}

@inproceedings{bb219186,
        AUTHOR = "Qiu, H.Q. and Wang, L.X. and Zhao, T.J. and Meng, F.M. and Li, H.L.",
        TITLE = "HumanFormer: Human-centric Prompting Multi-modal Perception
Transformer for Referring Crowd Detection",
        BOOKTITLE = Crowded24,
        YEAR = "2024",
        PAGES = "5530-5540",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT214458"}

@inproceedings{bb219187,
        AUTHOR = "Ranasinghe, Y. and Patel, V.M.",
        TITLE = "Crowd Detection via Point Localization with Diffusion Models",
        BOOKTITLE = FG24,
        YEAR = "2024",
        PAGES = "1-10",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT214459"}

@inproceedings{bb219188,
        AUTHOR = "Wu, S. and Yang, F.Y.",
        TITLE = "Boosting Detection in Crowd Analysis via Underutilized Output
Features",
        BOOKTITLE = CVPR23,
        YEAR = "2023",
        PAGES = "15609-15618",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT214460"}

@inproceedings{bb219189,
        AUTHOR = "Tran, T.M. and Tran, N.H. and Duong, S.T.M. and Ta, H.D. and Nguyen, C.D.T. and Bui, T.H. and Truong, S.Q.H.",
        TITLE = "ReSORT: an ID-recovery multi-face tracking method for surveillance
cameras",
        BOOKTITLE = FG21,
        YEAR = "2021",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT214461"}

@inproceedings{bb219190,
        AUTHOR = "Zheng, A. and Zhang, Y. and Zhang, X.Y. and Qi, X.J. and Sun, J.",
        TITLE = "Progressive End-to-End Object Detection in Crowded Scenes",
        BOOKTITLE = CVPR22,
        YEAR = "2022",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT214462"}

@inproceedings{bb219191,
        AUTHOR = "Wu, S.K. and Liu, Z.G. and Pei, W.C. and Hong, J.B. and Li, Z.S.",
        TITLE = "Faster, Lighter, Robuster: A Weakly-Supervised Crowd Analysis
Enhancement Network and A Generic Feature Extraction Framework",
        BOOKTITLE = L3D-IVU22,
        YEAR = "2022",
        PAGES = "4049-4058",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT214463"}

@inproceedings{bb219192,
        AUTHOR = "Kothari, P. and Sifringer, B. and Alahi, A.",
        TITLE = "Interpretable Social Anchors for Human Trajectory Forecasting in
Crowds",
        BOOKTITLE = CVPR21,
        YEAR = "2021",
        PAGES = "15551-15561",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT214464"}

@inproceedings{bb219193,
        AUTHOR = "Sundararaman, R. and de Almeida Braga, C. and Marchand, E. and Pettre, J.",
        TITLE = "Tracking Pedestrian Heads in Dense Crowd",
        BOOKTITLE = CVPR21,
        YEAR = "2021",
        PAGES = "3864-3874",
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@inproceedings{bb219194,
        AUTHOR = "Nelson, M.G. and Mazumdar, A. and Jamal, S. and Chen, Y.J. and Mousas, C.",
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Character Appearance on Human Movement Behavior",
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@inproceedings{bb219195,
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@inproceedings{bb219196,
        AUTHOR = "Sam, D.B. and Peri, S.V. and Mukuntha, N.S. and Babu, R.V.",
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Dense Crowds",
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@inproceedings{bb219197,
        AUTHOR = "Liu, N. and Long, Y.C. and Zou, C.Q. and Niu, Q. and Pan, L. and Wu, H.F.",
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@inproceedings{bb219198,
        AUTHOR = "Ma, X. and Du, S. and Liu, Y.",
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Congested Scenes",
        BOOKTITLE = ICIP19,
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@inproceedings{bb219199,
        AUTHOR = "Cheng, Y. and Yang, H. and Chen, L.",
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        YEAR = "2019",
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Last update:Aug 19, 2026 at 13:26:35