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@inproceedings{bb213001,
        AUTHOR = "Wang, Y. and Huang, K.Q. and Tan, T.N.",
        TITLE = "Human Activity Recognition Based on R Transform",
        BOOKTITLE = VS07,
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@inproceedings{bb213002,
        AUTHOR = "Kulkarni, K. and Cherla, S. and Kale, A. and Ramasubramanian, V.",
        TITLE = "A framework for indexing human actions in video",
        BOOKTITLE = MLMotion08,
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742v1.html#TT208300"}

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@article{bb213007,
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closed-room people monitoring",
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@inproceedings{bb213008,
        AUTHOR = "Tao, J. and Tan, Y.P.",
        TITLE = "People monitoring using face recognition with observation constraints",
        BOOKTITLE = ICIP04,
        YEAR = "2004",
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@article{bb213009,
        AUTHOR = "Peursum, P. and Bui, H.H. and Venkatesh, S. and West, G.A.W.",
        TITLE = "Robust Recognition and Segmentation of Human Actions Using HMMs with
Missing Observations",
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        PAGES = "2110-2126",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742i1.html#TT208307"}

@inproceedings{bb213010,
        AUTHOR = "Peursum, P. and Bui, H.H. and Venkatesh, S. and West, G.A.W.",
        TITLE = "Human action segmentation via controlled use of missing data in HMMs",
        BOOKTITLE = ICPR04,
        YEAR = "2004",
        PAGES = "IV: 440-445",
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@article{bb213011,
        AUTHOR = "Peursum, P. and Venkatesh, S. and West, G.A.W.",
        TITLE = "A Study on Smoothing for Particle-Filtered 3D Human Body Tracking",
        JOURNAL = IJCV,
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742i1.html#TT208309"}

@inproceedings{bb213012,
        AUTHOR = "Peursum, P. and Venkatesh, S. and West, G.A.W.",
        TITLE = "Tracking-as-Recognition for Articulated Full-Body Human Motion Analysis",
        BOOKTITLE = CVPR07,
        YEAR = "2007",
        PAGES = "1-8",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742i1.html#TT208310"}

@inproceedings{bb213013,
        AUTHOR = "Peursum, P. and Venkatesh, S. and West, G.A.W.",
        TITLE = "Observation-Switching Linear Dynamic Systems for Tracking Humans
Through Unexpected Partial Occlusions by Scene Objects",
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        YEAR = "2006",
        PAGES = "IV: 929-934",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742i1.html#TT208311"}

@inproceedings{bb213014,
        AUTHOR = "Peursum, P. and West, G.A.W. and Venkatesh, S.",
        TITLE = "Combining Image Regions and Human Activity for Indirect Object
Recognition in Indoor Wide-Angle Views",
        BOOKTITLE = ICCV05,
        YEAR = "2005",
        PAGES = "I: 82-89",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742i1.html#TT208312"}

@inproceedings{bb213015,
        AUTHOR = "Lu, Y. and Li, L. and Peursum, P.",
        TITLE = "Background Suppression for Building Accurate Appearance Models in Human
Motion Tracking",
        BOOKTITLE = DICTA12,
        YEAR = "2012",
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@inproceedings{bb213016,
        AUTHOR = "Truyen, T.T. and Phung, D.Q. and Venkatesh, S. and Bui, H.H.",
        TITLE = "AdaBoost.MRF: Boosted Markov Random Forests and Application to
Multilevel Activity Recognition",
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        YEAR = "2006",
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@article{bb213017,
        AUTHOR = "McKenna, S.J. and Nait Charif, H.",
        TITLE = "Tracking human motion using auxiliary particle filters and iterated
likelihood weighting",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742i1.html#TT208315"}

@inproceedings{bb213018,
        AUTHOR = "McKenna, S.J. and Nait Charif, H.",
        TITLE = "Learning spatial context from tracking using penalised likelihoods",
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@article{bb213019,
        AUTHOR = "Ward, J.A. and Lukowicz, P. and Troster, G. and Starner, T.E.",
        TITLE = "Activity Recognition of Assembly Tasks Using Body-Worn Microphones and
Accelerometers",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742i1.html#TT208317"}

@article{bb213020,
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Activity Monitoring",
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        PAGES = "1489-1498",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742i1.html#TT208318"}

@article{bb213021,
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        TITLE = "Vision-based monitoring method using gray relational analysis",
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@article{bb213022,
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742i1.html#TT208320"}

@inproceedings{bb213023,
        AUTHOR = "Guomundsson, S.A. and Larsen, R. and Aanaes, H. and Pardas, M. and Casas, J.R.",
        TITLE = "ToF imaging in Smart room environments towards improved people tracking",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742i1.html#TT208321"}

@article{bb213024,
        AUTHOR = "Kosmopoulos, D.I. and Doulamis, N.D. and Voulodimos, A.S.",
        TITLE = "Bayesian filter based behavior recognition in workflows allowing for
user feedback",
        JOURNAL = CVIU,
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        PAGES = "422-434",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742i1.html#TT208322"}

@inproceedings{bb213025,
        AUTHOR = "Voulodimos, A.S. and Doulamis, A.D. and Kosmopoulos, D.I. and Varvarigou, T.A.",
        TITLE = "Video summarization guiding evaluative rectification for industrial
activity recognition",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742i1.html#TT208323"}

@inproceedings{bb213026,
        AUTHOR = "Doulamis, A.D. and Voulodimos, A.S. and Kosmopoulos, D.I. and Varvarigou, T.A.",
        TITLE = "Enhanced human behavior recognition using HMM and evaluative
rectification",
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        YEAR = "2010",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742i1.html#TT208324"}

@inproceedings{bb213027,
        AUTHOR = "Kosmopoulos, D.I. and Voulodimos, A.S. and Varvarigou, T.A.",
        TITLE = "Robust Human Behavior Modeling from Multiple Cameras",
        BOOKTITLE = ICPR10,
        YEAR = "2010",
        PAGES = "3575-3578",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742i1.html#TT208325"}

@article{bb213028,
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        TITLE = "Learning Setting-Generalized Activity Models for Smart Spaces",
        JOURNAL = IEEE_Int_Sys,
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        YEAR = "2012",
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        PAGES = "32-38",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742i1.html#TT208326"}

@article{bb213029,
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        TITLE = "Design and Realization of a Framework for Human-System Interaction in
Smart Homes",
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@article{bb213030,
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742i1.html#TT208328"}

@article{bb213031,
        AUTHOR = "Voulodimos, A.S. and Kosmopoulos, D.I. and Vasileiou, G. and Sardis, E. and Anagnostopoulos, V. and Lalos, C. and Doulamis, A. and Varvarigou, T.A.",
        TITLE = "A Threefold Dataset for Activity and Workflow Recognition in Complex
Industrial Environments",
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        NUMBER = "3",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742i1.html#TT208329"}

@inproceedings{bb213032,
        AUTHOR = "Voulodimos, A.S. and Kosmopoulos, D.I. and Vasileiou, G. and Sardis, E. and Doulamis, A. and Anagnostopoulos, V. and Lalos, C. and Varvarigou, T.A.",
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@article{bb213033,
        AUTHOR = "Alameda Pineda, X. and Staiano, J. and Subramanian, R. and Batrinca, L. and Ricci, E. and Lepri, B. and Lanz, O. and Sebe, N.",
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@article{bb213034,
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742i1.html#TT208332"}

@inproceedings{bb213035,
        AUTHOR = "Herzog, D.L. and Kruger, V. and Grest, D.",
        TITLE = "Parametric Hidden Markov Models for Recognition and Synthesis of
Movements",
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@inproceedings{bb213036,
        AUTHOR = "Raamana, P.R. and Grest, D. and Krueger, V.",
        TITLE = "Human Action Recognition in Table-Top Scenarios:
An HMM-Based Analysis to Optimize the Performance",
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@article{bb213037,
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        TITLE = "Weakly Supervised Learning of Interactions between Humans and Objects",
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@article{bb213038,
        AUTHOR = "Prest, A. and Ferrari, V. and Schmid, C.",
        TITLE = "Explicit Modeling of Human-Object Interactions in Realistic Videos",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742i1.html#TT208336"}

@article{bb213039,
        AUTHOR = "Scalmato, A. and Sgorbissa, A. and Zaccaria, R.",
        TITLE = "Describing and Recognizing Patterns of Events in Smart Environments
With Description Logic",
        JOURNAL = Cyber,
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742i1.html#TT208337"}

@article{bb213040,
        AUTHOR = "Arbab Zavar, B. and Carter, J.N. and Nixon, M.S.",
        TITLE = "On hierarchical modelling of motion for workflow analysis from overhead
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        JOURNAL = MVA,
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        MONTH = "February",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742i1.html#TT208338"}

@article{bb213041,
        AUTHOR = "Rivet, B. and Wang, W. and Naqvi, S.M.A. and Chambers, J.",
        TITLE = "Audiovisual Speech Source Separation:
An overview of key methodologies",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742i1.html#TT208339"}

@article{bb213042,
        AUTHOR = "Xue, Y. and Hu, Y.Q. and Jin, L.W.",
        TITLE = "Activity Recognition Based on an Accelerometer in a Smartphone Using an
FFT-Based New Feature and Fusion Methods",
        JOURNAL = IEICE,
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        NUMBER = "8",
        MONTH = "August",
        PAGES = "2182-2186",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742i1.html#TT208340"}

@article{bb213043,
        AUTHOR = "Lopes, O. and Reyes, M. and Escalera, S. and Gonzalez, J.",
        TITLE = "Spherical Blurred Shape Model for 3-D Object and Pose Recognition:
Quantitative Analysis and HCI Applications in Smart Environments",
        JOURNAL = Cyber,
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        NUMBER = "12",
        MONTH = "December",
        PAGES = "2379-2390",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742i1.html#TT208341"}

@article{bb213044,
        AUTHOR = "lo Presti, L. and La Cascia, M. and Sclaroff, S. and Camps, O.I.",
        TITLE = "Hankelet-based dynamical systems modeling for 3D action recognition",
        JOURNAL = IVC,
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        YEAR = "2015",
        NUMBER = "1",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742i1.html#TT208342"}

@article{bb213045,
        AUTHOR = "lo Presti, L. and La Cascia, M.",
        TITLE = "3D skeleton-based human action classification: A survey",
        JOURNAL = PR,
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742i1.html#TT208343"}

@article{bb213046,
        AUTHOR = "Benmansour, A. and Bouchachia, A. and Feham, M.",
        TITLE = "Multioccupant Activity Recognition in Pervasive Smart Home Environments",
        JOURNAL = Surveys,
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        PAGES = "Article No 34",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742i1.html#TT208344"}

@article{bb213047,
        AUTHOR = "Woo, D.N. and Aygun, R.S.",
        TITLE = "Unsupervised Speaker Identification for TV News",
        JOURNAL = MultMedMag,
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742i1.html#TT208345"}

@article{bb213048,
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@article{bb213049,
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742i1.html#TT208347"}

@article{bb213050,
        AUTHOR = "Lederman, O. and Mohan, A. and Calacci, D. and Pentland, A.S.",
        TITLE = "Rhythm: A Unified Measurement Platform for Human Organizations",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742i1.html#TT208348"}

@inproceedings{bb213051,
        AUTHOR = "Nida, N. and Yousaf, M.H. and Irtaza, A. and Velastin, S.A.",
        TITLE = "Bag of Deep Features for Instructor Activity Recognition in Lecture
Room",
        BOOKTITLE = "MMMod19",
        YEAR = "2019",
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@article{bb213052,
        AUTHOR = "Kastrati, Z. and Imran, A.S. and Kurti, A.",
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a video classification framework",
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@article{bb213053,
        AUTHOR = "Saini, M.K. and Goel, N.",
        TITLE = "How Smart Are Smart Classrooms? A Review of Smart Classroom
Technologies",
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@article{bb213054,
        AUTHOR = "Hu, H.Y. and Cheng, K.M. and Li, Z.J. and Chen, J. and Hu, H.",
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networks",
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@article{bb213055,
        AUTHOR = "Liu, Y. and Kilic, V. and Guan, J. and Wang, W.W.",
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Tracking",
        JOURNAL = MultMed,
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742i1.html#TT208353"}

@article{bb213056,
        AUTHOR = "Liu, Y. and Xu, Y. and Wu, P.P. and Wang, W.W.",
        TITLE = "Labelled Non-Zero Diffusion Particle Flow SMC-PHD Filtering for
Multi-Speaker Tracking",
        JOURNAL = MultMed,
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        YEAR = "2024",
        PAGES = "2544-2559",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742i1.html#TT208354"}

@article{bb213057,
        AUTHOR = "Nie, Y.",
        TITLE = "On-line classroom visual tracking and quality evaluation by an
advanced feature mining technique",
        JOURNAL = SP:IC,
        VOLUME = "84",
        YEAR = "2020",
        PAGES = "115817",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742i1.html#TT208355"}

@article{bb213058,
        AUTHOR = "Yun, W.H. and Lee, D. and Park, C. and Kim, J. and Kim, J.",
        TITLE = "Automatic Recognition of Children Engagement from Facial Video Using
Convolutional Neural Networks",
        JOURNAL = AffCom,
        VOLUME = "11",
        YEAR = "2020",
        NUMBER = "4",
        MONTH = "October",
        PAGES = "696-707",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742i1.html#TT208356"}

@article{bb213059,
        AUTHOR = "Beltran, L.V.B. and Caicedo, J.C. and Journet, N. and Coustaty, M. and Lecellier, F. and Doucet, A.",
        TITLE = "Deep multimodal learning for cross-modal retrieval: One model for all
tasks",
        JOURNAL = PRL,
        VOLUME = "146",
        YEAR = "2021",
        PAGES = "38-45",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742i1.html#TT208357"}

@inproceedings{bb213060,
        AUTHOR = "Nguyen, N.V. and Coustaty, M. and Ogier, J.M.",
        TITLE = "Multi-modal and Cross-Modal for Lecture Videos Retrieval",
        BOOKTITLE = ICPR14,
        YEAR = "2014",
        PAGES = "2667-2672",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742i1.html#TT208358"}

@article{bb213061,
        AUTHOR = "Bosch, N. and d'Mello, S.K.",
        TITLE = "Automatic Detection of Mind Wandering from Video in the Lab and in
the Classroom",
        JOURNAL = AffCom,
        VOLUME = "12",
        YEAR = "2021",
        NUMBER = "4",
        MONTH = "October",
        PAGES = "974-988",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742i1.html#TT208359"}

@inproceedings{bb213062,
        AUTHOR = "Chen, L.Y. and Yang, H.R. and Liu, K.H.",
        TITLE = "Classroom Attention Estimation Method Based on Mining Facial Landmarks
of Students",
        BOOKTITLE = MMMod22,
        YEAR = "2022",
        PAGES = "II:255-266",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742i1.html#TT208360"}

@article{bb213063,
        AUTHOR = "Islam, M.R. and Vargo, A.W. and Iwata, M. and Iwamura, M. and Kise, K.",
        TITLE = "Exploring Sensor Modalities to Capture User Behaviors for Reading
Detection",
        JOURNAL = IEICE,
        VOLUME = "E105-D",
        YEAR = "2022",
        NUMBER = "9",
        MONTH = "September",
        PAGES = "1629-1633",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742i1.html#TT208361"}

@article{bb213064,
        AUTHOR = "Zhang, F.",
        TITLE = "A novel restricted Boltzmann machine-based temporal-spatial correlation
method for student behaviour recognition in depth video",
        JOURNAL = IJCVR,
        VOLUME = "12",
        YEAR = "2022",
        NUMBER = "5",
        PAGES = "487-505",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742i1.html#TT208362"}

@article{bb213065,
        AUTHOR = "Ramakrishnan, A. and Zylich, B. and Ottmar, E. and LoCasale Crouch, J. and Whitehill, J.",
        TITLE = "Toward Automated Classroom Observation: Multimodal Machine Learning
to Estimate CLASS Positive Climate and Negative Climate",
        JOURNAL = AffCom,
        VOLUME = "14",
        YEAR = "2023",
        NUMBER = "1",
        MONTH = "January",
        PAGES = "664-679",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742i1.html#TT208363"}

@article{bb213066,
        AUTHOR = "Sumer, O. and Goldberg, P. and d'Mello, S. and Gerjets, P. and Trautwein, U. and Kasneci, E.",
        TITLE = "Multimodal Engagement Analysis From Facial Videos in the Classroom",
        JOURNAL = AffCom,
        VOLUME = "14",
        YEAR = "2023",
        NUMBER = "2",
        MONTH = "April",
        PAGES = "1012-1027",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742i1.html#TT208364"}

@article{bb213067,
        AUTHOR = "Xu, Y.P. and Li, Y.Y. and Chen, Y.S. and Bao, H.G. and Zheng, Y.Q.",
        TITLE = "Spontaneous visual database for detecting learning-centered emotions
during online learning",
        JOURNAL = IVC,
        VOLUME = "136",
        YEAR = "2023",
        PAGES = "104739",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742i1.html#TT208365"}

@article{bb213068,
        AUTHOR = "Li, Y.T. and Qi, X. and Saudagar, A.K.J. and Badshah, A.M. and Muhammad, K. and Liu, S.",
        TITLE = "Student behavior recognition for interaction detection in the
classroom environment",
        JOURNAL = IVC,
        VOLUME = "136",
        YEAR = "2023",
        PAGES = "104726",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742i1.html#TT208366"}

@article{bb213069,
        AUTHOR = "Booth, B.M. and Bosch, N. and d'Mello, S.K.",
        TITLE = "Engagement Detection and Its Applications in Learning:
A Tutorial and Selective Review",
        JOURNAL = PIEEE,
        VOLUME = "111",
        YEAR = "2023",
        NUMBER = "10",
        MONTH = "October",
        PAGES = "1398-1422",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742i1.html#TT208367"}

@article{bb213070,
        AUTHOR = "Tosato, L. and Fortier, V. and Bloch, I. and Pelachaud, C.",
        TITLE = "Exploiting temporal information to detect conversational groups in
videos and predict the next speaker",
        JOURNAL = PRL,
        VOLUME = "177",
        YEAR = "2024",
        PAGES = "164-168",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742i1.html#TT208368"}

@article{bb213071,
        AUTHOR = "Banzon, A.M. and Beever, J. and Taub, M.",
        TITLE = "Facial Expression Recognition in Classrooms: Ethical Considerations
and Proposed Guidelines for Affect Detection in Educational Settings",
        JOURNAL = AffCom,
        VOLUME = "15",
        YEAR = "2024",
        NUMBER = "1",
        MONTH = "January",
        PAGES = "93-104",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742i1.html#TT208369"}

@article{bb213072,
        AUTHOR = "Wu, D. and Wang, J. and Zou, W. and Zou, S.D. and Zhou, J.X. and Gan, J.H.",
        TITLE = "Classroom teacher action recognition based on spatio-temporal
dual-branch feature fusion",
        JOURNAL = CVIU,
        VOLUME = "247",
        YEAR = "2024",
        PAGES = "104068",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742i1.html#TT208370"}

@article{bb213073,
        AUTHOR = "Abdelkawy, A. and Farag, A. and Alkabbany, I. and Ali, A. and Foreman, C. and Tretter, T. and Hindy, N.",
        TITLE = "Measuring student behavioral engagement using histogram of actions",
        JOURNAL = PRL,
        VOLUME = "186",
        YEAR = "2024",
        PAGES = "337-344",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742i1.html#TT208371"}

@article{bb213074,
        AUTHOR = "Zhang, W.L. and Jia, R.S. and Wang, H. and Che, C.Y. and Sun, H.M.",
        TITLE = "A Self-Supervised Learning Network for Student Engagement Recognition
From Facial Expressions",
        JOURNAL = CirSysVideo,
        VOLUME = "34",
        YEAR = "2024",
        NUMBER = "12",
        MONTH = "December",
        PAGES = "12399-12410",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742i1.html#TT208372"}

@article{bb213075,
        AUTHOR = "Bei, Y.J. and Guo, S.Y. and Gao, K.W. and Feng, Z.",
        TITLE = "Behavior capture guided engagement recognition",
        JOURNAL = PR,
        VOLUME = "164",
        YEAR = "2025",
        PAGES = "111534",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742i1.html#TT208373"}

@article{bb213076,
        AUTHOR = "Tao, R.J. and Qian, X.Y. and Das, R.K. and Gao, X.X. and Wang, J. and Li, H.Z.",
        TITLE = "Enhancing Real-World Active Speaker Detection With Multi-Modal
Extraction Pre-Training",
        JOURNAL = MultMed,
        VOLUME = "27",
        YEAR = "2025",
        PAGES = "2362-2373",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742i1.html#TT208374"}

@article{bb213077,
        AUTHOR = "Cai, T. and Xiong, Y. and He, C.Y. and Wu, C. and Cai, L.Q.",
        TITLE = "Classroom teacher behavior analysis: The TBU dataset and performance
evaluation",
        JOURNAL = CVIU,
        VOLUME = "257",
        YEAR = "2025",
        PAGES = "104376",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742i1.html#TT208375"}

@article{bb213078,
        AUTHOR = "Xu, L. and Gan, Y.L. and Jin, Y.",
        TITLE = "Class Activation Regularization-Based Facial Emotion Recognition
Network and its Application in Students' Emotional Engagement
Assessment",
        JOURNAL = AffCom,
        VOLUME = "16",
        YEAR = "2025",
        NUMBER = "2",
        MONTH = "April",
        PAGES = "1044-1055",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742i1.html#TT208376"}

@article{bb213079,
        AUTHOR = "Wang, L. and Xu, X.L.",
        TITLE = "DB-SBR: A dual-backbone model for student behavior recognition",
        JOURNAL = PR,
        VOLUME = "169",
        YEAR = "2026",
        PAGES = "111996",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742i1.html#TT208377"}

@article{bb213080,
        AUTHOR = "Tan, Z.L. and Gao, C.Q. and Qin, A. and Chen, R.X. and Song, T.C. and Yang, F. and Meng, D.Y.",
        TITLE = "Towards Student Actions in Classroom Scenes: New Dataset and Baseline",
        JOURNAL = MultMed,
        VOLUME = "27",
        YEAR = "2025",
        PAGES = "6831-6844",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742i1.html#TT208378"}

@article{bb213081,
        AUTHOR = "Zhang, X.L. and Miao, H.N. and Zhao, P.Z. and Sun, Y.Q. and Nan, F. and Morteza, S. and Wu, Y.Q. and Tian, F.",
        TITLE = "Student gaze target estimation based on depth transformation on
dual-view classroom images",
        JOURNAL = CVIU,
        VOLUME = "262",
        YEAR = "2025",
        PAGES = "104533",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742i1.html#TT208379"}

@article{bb213082,
        AUTHOR = "Li, G. and Yi, J.Y. and Wen, Z.Q. and Fu, R. and Wang, Y.W. and Tao, J.H.",
        TITLE = "MSSG: Multi-Scale Speaker Graph Network for Active Speaker Detection",
        JOURNAL = MultMed,
        VOLUME = "28",
        YEAR = "2026",
        PAGES = "140-151",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742i1.html#TT208380"}

@article{bb213083,
        AUTHOR = "Li, W.S. and Zhang, J. and Zhuo, L. and Tian, Q.",
        TITLE = "HMS^2Net: Heterogeneous Multimodal State Space Network via CLIP for
Dynamic Scene Classification in Livestreaming",
        JOURNAL = MultMed,
        VOLUME = "28",
        YEAR = "2026",
        PAGES = "772-785",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742i1.html#TT208381"}

@article{bb213084,
        AUTHOR = "Kim, H. and Shin, J.W.",
        TITLE = "Target Speaker Extraction Using Multi-Stage Cross-Attention and
Frequency-Wise State Initialization",
        JOURNAL = SPLetters,
        VOLUME = "33",
        YEAR = "2026",
        PAGES = "773-777",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742i1.html#TT208382"}

@article{bb213085,
        AUTHOR = "Liang, Y. and Cui, J. and Gao, R.X. and Chen, C. and Chen, F. and Mo, L. and Pan, J.H.",
        TITLE = "MSDM: A Lightweight Multi-Scale Dynamic Mamba for Dynamic Facial
Expression Recognition in Smart Classrooms",
        JOURNAL = AffCom,
        VOLUME = "17",
        YEAR = "2026",
        NUMBER = "1",
        MONTH = "January",
        PAGES = "1074-1090",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742i1.html#TT208383"}

@article{bb213086,
        AUTHOR = "Singh, R. and Elangovan, R. and Muppalaneni, N.B.",
        TITLE = "ExamVision: A Dual-Task System for Academic Misconduct and Stress
Detection in Online Exams",
        JOURNAL = MultMedMag,
        VOLUME = "33",
        YEAR = "2026",
        NUMBER = "1",
        MONTH = "January",
        PAGES = "60-71",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742i1.html#TT208384"}

@inproceedings{bb213087,
        AUTHOR = "Ghosh, T. and Hossain, M.B. and Holiday, S. and Cribbet, M. and White, S. and Gan, Y. and Sazonov, E.",
        TITLE = "Detection of Screen Usage During Eating Events Among Preschool-Aged
Children",
        BOOKTITLE = ICIP25,
        YEAR = "2025",
        PAGES = "647-652",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742i1.html#TT208385"}

@inproceedings{bb213088,
        AUTHOR = "Amor, R. and Eir, D. and Rudd, G. and Meyer, F. and Smith, J.",
        TITLE = "Measuring Teacher Empathy in a Virtual Reality Scenario Simulating
Racial Bias",
        BOOKTITLE = IVCNZ25,
        YEAR = "2025",
        PAGES = "01-06",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742i1.html#TT208386"}

@inproceedings{bb213089,
        AUTHOR = "Yeh, F. and Hosen, M.I. and Hafizoglu, F.M.",
        TITLE = "Evaluating Students' Attention: A Deep Learning Approach",
        BOOKTITLE = IPTA25,
        YEAR = "2025",
        PAGES = "1-6",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742i1.html#TT208387"}

@inproceedings{bb213090,
        AUTHOR = "Wang, Z. and Jiang, J. and Li, Y.D. and Cheng, G. and Yuan, G.H. and Wang, S.K.",
        TITLE = "A Calibration-Free Method for Large-View Classroom People Counting
with Object Detection-Based Structure Matching",
        BOOKTITLE = ICIVC25,
        YEAR = "2025",
        PAGES = "246-257",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742i1.html#TT208388"}

@inproceedings{bb213091,
        AUTHOR = "Korban, M. and Acton, S.T. and Youngs, P. and Foster, J.",
        TITLE = "Instructional Activity Recognition Using A Transformer Network with
Multi-Semantic Attention",
        BOOKTITLE = Southwest24,
        YEAR = "2024",
        PAGES = "113-116",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742i1.html#TT208389"}

@inproceedings{bb213092,
        AUTHOR = "Huh, J. and Zisserman, A.",
        TITLE = "Character-Aware Audio-Visual Subtitling in Context",
        BOOKTITLE = ACCV24,
        YEAR = "2024",
        PAGES = "III: 365-383",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742i1.html#TT208390"}

@inproceedings{bb213093,
        AUTHOR = "Vedernikov, A. and Kumar, P. and Chen, H.Y. and Seppanen, T. and Li, X.B.",
        TITLE = "TCCT-Net: Two-Stream Network Architecture for Fast and Efficient
Engagement Estimation via Behavioral Feature Signals",
        BOOKTITLE = ABAW24,
        YEAR = "2024",
        PAGES = "4723-4732",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742i1.html#TT208391"}

@inproceedings{bb213094,
        AUTHOR = "Wu, C.H. and Liu, S.Y. and Huang, X.J. and Wang, X. and Zhang, R. and Minciullo, L. and Yiu, W.K. and Kwan, K. and Cheng, K.T.",
        TITLE = "CMOSE: Comprehensive Multi-Modality Online Student Engagement Dataset
with High-Quality Labels",
        BOOKTITLE = ABAW24,
        YEAR = "2024",
        PAGES = "4636-4645",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742i1.html#TT208392"}

@inproceedings{bb213095,
        AUTHOR = "Mathew, A.M. and Khan, A.A. and Khalid, T. and Souissi, R.",
        TITLE = "GESCAM: A Dataset and Method on Gaze Estimation for Classroom
Attention Measurement",
        BOOKTITLE = Gaze24,
        YEAR = "2024",
        PAGES = "636-645",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742i1.html#TT208393"}

@inproceedings{bb213096,
        AUTHOR = "Abdellaoui, B. and Remaida, A. and Sabri, Z. and Abdellaoui, M. and El Bouzekri El Idrissi, Y. and Moumen, A.",
        TITLE = "Analyzing Recorded Video to Evaluate How Engaged and Emotional
Students Are in Remote Learning Environments",
        BOOKTITLE = ISCV24,
        YEAR = "2024",
        PAGES = "1-7",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742i1.html#TT208394"}

@inproceedings{bb213097,
        AUTHOR = "Liang, Q. and Chen, B.Z. and Gao, Z.X.",
        TITLE = "Classroom head-up rate detection based on RNN-CNN image recognition
algorithm",
        BOOKTITLE = CVIDL23,
        YEAR = "2023",
        PAGES = "70-74",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742i1.html#TT208395"}

@inproceedings{bb213098,
        AUTHOR = "Rana, R. and Dongshik, K. and Yosiaki, S.",
        TITLE = "Estimation of Student's Interest Reaction Levels in Class Video",
        BOOKTITLE = ICCVMI23,
        YEAR = "2023",
        PAGES = "1-6",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742i1.html#TT208396"}

@inproceedings{bb213099,
        AUTHOR = "Lee, D.W. and Ahuja, C. and Liang, P.P. and Natu, S. and Morency, L.P.",
        TITLE = "Lecture Presentations Multimodal Dataset: Towards Understanding
Multimodality in Educational Videos",
        BOOKTITLE = ICCV23,
        YEAR = "2023",
        PAGES = "20030-20041",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f742i1.html#TT208397"}

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