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@inproceedings{bb144302,
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@article{bb144303,
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@article{bb144304,
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@article{bb144305,
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@article{bb144316,
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@article{bb144319,
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@inproceedings{bb144321,
        AUTHOR = "Wu, S. and Su, H. and Zheng, S. and Yang, H. and Zhou, Q.",
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@article{bb144322,
        AUTHOR = "Yuan, Y. and Feng, Y.C. and Lu, X.Q.",
        TITLE = "Structured dictionary learning for abnormal event detection in
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@article{bb144323,
        AUTHOR = "Yuan, Y. and Feng, Y.C. and Lu, X.Q.",
        TITLE = "Statistical Hypothesis Detector for Abnormal Event Detection in
Crowded Scenes",
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        MONTH = "November",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT140150"}

@article{bb144324,
        AUTHOR = "Huang, W. and Fan, H.C. and Zipf, A.",
        TITLE = "Towards Detecting the Crowd Involved in Social Events",
        JOURNAL = IJGI,
        VOLUME = "6",
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        NUMBER = "10",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT140151"}

@article{bb144325,
        AUTHOR = "Zhao, W. and Zhang, Z. and Huang, K.Q.",
        TITLE = "Gestalt laws based tracklets analysis for human crowd understanding",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT140152"}

@inproceedings{bb144326,
        AUTHOR = "Zhao, W. and Zhang, Z. and Huang, K.Q.",
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        YEAR = "2016",
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@article{bb144327,
        AUTHOR = "Draghici, A. and Van Steen, M.",
        TITLE = "A Survey of Techniques for Automatically Sensing the Behavior of a
Crowd",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT140154"}

@article{bb144328,
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        TITLE = "On the integration of crowd knowledge in pattern recognition",
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@article{bb144329,
        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",
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        AUTHOR = "Zhang, J. and Zheng, Y. and Qi, D. and Li, R. and Yi, X.W. and Li, T.",
        TITLE = "Predicting citywide crowd flows using deep spatio-temporal residual
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        YEAR = "2018",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT140157"}

@article{bb144331,
        AUTHOR = "Zaki, M.H. and Sayed, T.",
        TITLE = "Automated Analysis of Pedestrian Group Behavior in Urban Settings",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT140158"}

@article{bb144332,
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        PAGES = "1968-1971",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT140159"}

@article{bb144333,
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        TITLE = "Advances in Crowd Analysis for Urban Applications Through Urban Event
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@article{bb144334,
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT140161"}

@article{bb144335,
        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",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT140162"}

@article{bb144336,
        AUTHOR = "Li, Y.",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT140163"}

@article{bb144337,
        AUTHOR = "Zou, Y. and Zhao, X. and Liu, Y.",
        TITLE = "Measuring Crowd Collectiveness by Macroscopic and Microscopic Motion
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT140164"}

@article{bb144338,
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@article{bb144339,
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@article{bb144340,
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@article{bb144341,
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT140168"}

@article{bb144342,
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT140169"}

@article{bb144343,
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@article{bb144344,
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT140171"}

@article{bb144345,
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        TITLE = "Action recognition in poor-quality spectator crowd videos using head
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT140172"}

@article{bb144346,
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@article{bb144347,
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT140174"}

@article{bb144348,
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@article{bb144349,
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@article{bb144350,
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@article{bb144351,
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@inproceedings{bb144352,
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@article{bb144353,
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Objective Effectiveness Versus Expert Opinion",
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@inproceedings{bb144354,
        AUTHOR = "Mei, L. and Lai, J. and Chen, Z. and Xie, X.",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT140181"}

@article{bb144355,
        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#TT140182"}

@article{bb144356,
        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#TT140183"}

@article{bb144357,
        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#TT140184"}

@inproceedings{bb144358,
        AUTHOR = "Liu, N. and Long, Y. and Zou, C.Q. and Niu, Q. and Pan, L. and Wu, H.",
        TITLE = "ADCrowdNet: An Attention-Injective Deformable Convolutional Network for
Crowd Understanding",
        BOOKTITLE = "CVPR19",
        YEAR = "2019",
        PAGES = "3220-3229",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT140185"}

@inproceedings{bb144359,
        AUTHOR = "Ma, X. and Du, S. and Liu, Y.",
        TITLE = "A Lightweight Neural Network For Crowd Analysis Of Images With
Congested Scenes",
        BOOKTITLE = ICIP19,
        YEAR = "2019",
        PAGES = "979-983",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT140186"}

@inproceedings{bb144360,
        AUTHOR = "Cheng, Y. and Yang, H. and Chen, L.",
        TITLE = "An Online Crowd Semantic Segmentation Method Based on Reinforcement
Learning",
        BOOKTITLE = ICIP19,
        YEAR = "2019",
        PAGES = "2429-2433",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT140187"}

@inproceedings{bb144361,
        AUTHOR = "Lin, J. and Li, N.",
        TITLE = "Towards a Framework to Model Intelligent Avatars in Immersive Virtual
Environments for Studying Human Behavior in Building Fire Emergencies",
        BOOKTITLE = VAMR19,
        YEAR = "2019",
        PAGES = "I:349-360",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT140188"}

@inproceedings{bb144362,
        AUTHOR = "Sharma, S. and Bodempudi, S.T. and Scribner, D. and Grynovicki, J. and Grazaitis, P.",
        TITLE = "Emergency Response Using HoloLens for Building Evacuation",
        BOOKTITLE = VAMR19,
        YEAR = "2019",
        PAGES = "I:299-311",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT140189"}

@inproceedings{bb144363,
        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#TT140190"}

@inproceedings{bb144364,
        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#TT140191"}

@inproceedings{bb144365,
        AUTHOR = "Sam, D.B. and Sajjan, N.N. and Babu, R.V. and Srinivasan, M.",
        TITLE = "Divide and Grow: Capturing Huge Diversity in Crowd Images with
Incrementally Growing CNN",
        BOOKTITLE = CVPR18,
        YEAR = "2018",
        PAGES = "3618-3626",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT140192"}

@inproceedings{bb144366,
        AUTHOR = "Yang, M. and Rashidi, L. and Rajasegarar, S. and Leckie, C. and Rao, A.S. and Palaniswami, M.",
        TITLE = "Crowd Activity Change Point Detection in Videos via Graph Stream
Mining",
        BOOKTITLE = Crowd18,
        YEAR = "2018",
        PAGES = "328-3288",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT140193"}

@inproceedings{bb144367,
        AUTHOR = "Mandal, B. and Fajtl, J. and Argyriou, V. and Monekosso, D. and Remagnino, P.",
        TITLE = "Deep Residual Network with Subclass Discriminant Analysis for Crowd
Behavior Recognition",
        BOOKTITLE = ICIP18,
        YEAR = "2018",
        PAGES = "938-942",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT140194"}

@inproceedings{bb144368,
        AUTHOR = "Zheng, J. and Zhang, X.G.",
        TITLE = "Detection of Salient Regions in Crowded Scenes Based on Weighted
Networks Approach",
        BOOKTITLE = "PSIVTWS17",
        YEAR = "2017",
        PAGES = "54-62",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT140195"}

@inproceedings{bb144369,
        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-f745c1.html#TT140196"}

@inproceedings{bb144370,
        AUTHOR = "Boltes, M. and Schumann, J. and Salden, D.",
        TITLE = "Gathering of data under laboratory conditions for the deep analysis
of pedestrian dynamics in crowds",
        BOOKTITLE = AVSS17,
        YEAR = "2017",
        PAGES = "1-6",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT140197"}

@inproceedings{bb144371,
        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-f745c1.html#TT140198"}

@inproceedings{bb144372,
        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-f745c1.html#TT140199"}

@inproceedings{bb144373,
        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-f745c1.html#TT140200"}

@inproceedings{bb144374,
        AUTHOR = "Ghamdi, M.A. 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#TT140201"}

@inproceedings{bb144375,
        AUTHOR = "Moustafa, A.N. and Hussein, M.E. and Gomaa, W.",
        TITLE = "Gate and Common Pathway Detection in Crowd Scenes Using Motion Units
and Meta-Tracking",
        BOOKTITLE = DICTA17,
        YEAR = "2017",
        PAGES = "1-8",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT140202"}

@inproceedings{bb144376,
        AUTHOR = "Wei, M. and Kang, Y. and Song, W. and Cao, Y.",
        TITLE = "Crowd Distribution Estimation with Multi-scale Recursive Convolutional
Neural Network",
        BOOKTITLE = MMMod18,
        YEAR = "2018",
        PAGES = "I:142-153",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT140203"}

@inproceedings{bb144377,
        AUTHOR = "Sindagi, V.A. and Patel, V.M.",
        TITLE = "Generating High-Quality Crowd Density Maps Using Contextual Pyramid
CNNs",
        BOOKTITLE = ICCV17,
        YEAR = "2017",
        PAGES = "1879-1888",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT140204"}

@inproceedings{bb144378,
        AUTHOR = "Dupont, C. and Tobias, L. and Luvison, B.",
        TITLE = "Crowd-11: A Dataset for Fine Grained Crowd Behaviour Analysis",
        BOOKTITLE = DeepLearn-T17,
        YEAR = "2017",
        PAGES = "2184-2191",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT140205"}

@inproceedings{bb144379,
        AUTHOR = "Gowda, S.N.",
        TITLE = "Human Activity Recognition Using Combinatorial Deep Belief Networks",
        BOOKTITLE = Crowd17,
        YEAR = "2017",
        PAGES = "1589-1594",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT140206"}

@inproceedings{bb144380,
        AUTHOR = "Nakamura, K. and Ono, T. and Babaguchi, N.",
        TITLE = "Detection of groups in crowd considering their activity state",
        BOOKTITLE = ICPR16,
        YEAR = "2016",
        PAGES = "277-282",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT140207"}

@inproceedings{bb144381,
        AUTHOR = "Wang, S. 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-f745c1.html#TT140208"}

@inproceedings{bb144382,
        AUTHOR = "Gong, S. and Han, H. and Shan, S.G. and Chen, X.L.",
        TITLE = "Actions Recognition in Crowd Based on Coarse-to-Fine Multi-object
Tracking",
        BOOKTITLE = BEST16,
        YEAR = "2016",
        PAGES = "III: 478-490",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT140209"}

@inproceedings{bb144383,
        AUTHOR = "Shao, J. and Loy, C.C. and Kang, K. and Wang, X.",
        TITLE = "Slicing Convolutional Neural Network for Crowd Video Understanding",
        BOOKTITLE = CVPR16,
        YEAR = "2016",
        PAGES = "5620-5628",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT140210"}

@inproceedings{bb144384,
        AUTHOR = "Claridades, A.R.C. and Villanueva, J.K.S. and Macatulad, E.G.",
        TITLE = "Evacuation Simulation in Kalayaan Residence Hall, UP Diliman Using GAMA
Simulation Software",
        BOOKTITLE = GGT16,
        YEAR = "2016",
        PAGES = "83-87",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT140211"}

@inproceedings{bb144385,
        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-f745c1.html#TT140212"}

@inproceedings{bb144386,
        AUTHOR = "Trojanova, J. and Krehnac, K. and Bremond, F.",
        TITLE = "Data-Driven Motion Pattern Segmentation in a Crowded Environments",
        BOOKTITLE = Crowd16,
        YEAR = "2016",
        PAGES = "II: 760-774",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT140213"}

@inproceedings{bb144387,
        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-f745c1.html#TT140214"}

@inproceedings{bb144388,
        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-f745c1.html#TT140215"}

@inproceedings{bb144389,
        AUTHOR = "Wang, H. and O'Sullivan, C.",
        TITLE = "Globally Continuous and Non-Markovian Crowd Activity Analysis from
Videos",
        BOOKTITLE = ECCV16,
        YEAR = "2016",
        PAGES = "V: 527-544",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT140216"}

@inproceedings{bb144390,
        AUTHOR = "Li, J.J. and Yang, H. and Wu, S.",
        TITLE = "Crowd semantic segmentation based on spatial-temporal dynamics",
        BOOKTITLE = AVSS16,
        YEAR = "2016",
        PAGES = "102-108",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT140217"}

@inproceedings{bb144391,
        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-f745c1.html#TT140218"}

@inproceedings{bb144392,
        AUTHOR = "Wang, L. and Xu, L. and Yang, M.H.",
        TITLE = "Pedestrian detection in crowded scenes via scale and occlusion
analysis",
        BOOKTITLE = ICIP16,
        YEAR = "2016",
        PAGES = "1210-1214",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT140219"}

@inproceedings{bb144393,
        AUTHOR = "Sharma, R. and Guha, T.",
        TITLE = "A trajectory clustering approach to crowd flow segmentation in videos",
        BOOKTITLE = ICIP16,
        YEAR = "2016",
        PAGES = "1200-1204",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT140220"}

@inproceedings{bb144394,
        AUTHOR = "Ullah, H. and Ullah, M. and Conci, N. and de Natale, F.G.B.",
        TITLE = "Crowd behavior identification",
        BOOKTITLE = ICIP16,
        YEAR = "2016",
        PAGES = "1195-1199",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT140221"}

@inproceedings{bb144395,
        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-f745c1.html#TT140222"}

@inproceedings{bb144396,
        AUTHOR = "Brunner, S. and Ricks, B. and Egbert, P.K.",
        TITLE = "Realistic Crowds via Motion Capture and Cell Marking",
        BOOKTITLE = AMDO16,
        YEAR = "2016",
        PAGES = "66-80",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT140223"}

@inproceedings{bb144397,
        AUTHOR = "Wang, Y. and Zhang, Q. and Li, B.",
        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-f745c1.html#TT140224"}

@inproceedings{bb144398,
        AUTHOR = "Shao, J. and Dong, N. and Zhao, Q.",
        TITLE = "An adaptive clustering approach for group detection in the crowd",
        BOOKTITLE = WSSIP15,
        YEAR = "2015",
        PAGES = "77-80",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT140225"}

@inproceedings{bb144399,
        AUTHOR = "Sabeur, Z. and Doulamis, N. and Middleton, L. and Arbab Zavar, B. and Correndo, G. and Amditis, A.",
        TITLE = "Multi-modal Computer Vision for the Detection of Multi-scale Crowd
Physical Motions and Behavior in Confined Spaces",
        BOOKTITLE = ISVC15,
        YEAR = "2015",
        PAGES = "I: 162-173",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f745c1.html#TT140226"}

Last update:Jun 2, 2020 at 15:48:01