{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,1]],"date-time":"2026-06-01T22:07:40Z","timestamp":1780351660144,"version":"3.54.1"},"reference-count":90,"publisher":"Springer Science and Business Media LLC","issue":"11","license":[{"start":{"date-parts":[[2016,7,19]],"date-time":"2016-07-19T00:00:00Z","timestamp":1468886400000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Multimed Tools Appl"],"published-print":{"date-parts":[[2017,6]]},"DOI":"10.1007\/s11042-016-3742-2","type":"journal-article","created":{"date-parts":[[2016,7,19]],"date-time":"2016-07-19T09:21:56Z","timestamp":1468920116000},"page":"13585-13614","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":15,"title":["Human activity recognition using segmented body part and body joint features with hidden Markov models"],"prefix":"10.1007","volume":"76","author":[{"given":"Md. Zia","family":"Uddin","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2016,7,19]]},"reference":[{"issue":"5","key":"3742_CR1","doi-asserted-by":"crossref","first-page":"1800","DOI":"10.1016\/j.patcog.2013.11.032","volume":"47","author":"S Althloothi","year":"2014","unstructured":"Althloothi S, Mahoor MH, Zhang X, Voyles RM (2014) Human activity recognition using multi-features and multiple kernel learning. Pattern Recogn 47(5):1800\u20131812","journal-title":"Pattern Recogn"},{"key":"3742_CR2","doi-asserted-by":"crossref","first-page":"360","DOI":"10.1090\/S0002-9904-1967-11751-8","volume":"73","author":"E Baum","year":"1967","unstructured":"Baum E, Eagon J (1967) An inequality with applications to statistical estimation for probabilistic functions of Markov processes and to a model for ecology. Bull Am Math Soc 73:360\u2013363","journal-title":"Bull Am Math Soc"},{"key":"3742_CR3","doi-asserted-by":"crossref","unstructured":"Bosch A, Zisserman A and Munoz X (2007) Image classification using random forests and ferns. IEEE Int Conf Comput Vis 1\u20138","DOI":"10.1109\/ICCV.2007.4409066"},{"key":"3742_CR4","doi-asserted-by":"crossref","unstructured":"Breitenstein MD, Jensen J, Hoilund C, Moeslund TB and Van Gool L (2009) Head pose estimation from passive stereo images. In: Proceedings of 16th Scandinavian Conference on Image Analysis, p 219\u2013228","DOI":"10.1007\/978-3-642-02230-2_23"},{"key":"3742_CR5","doi-asserted-by":"crossref","unstructured":"Breitenstein MD, Kuettel D, Weise T, Van Gool L and Pfister H (2008) Real-time face pose estimation from single range images. In: Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, p 1\u20138","DOI":"10.1109\/CVPR.2008.4587807"},{"key":"3742_CR6","doi-asserted-by":"crossref","unstructured":"Breuer P, Eckes C and Muller S (2007) Hand gesture recognition with a novel IR time-of-flight range camera: a pilot study. In: Proceedings of the 3rd International Conference on Computer vision\/computer graphics collaboration techniques, p 247\u2013260","DOI":"10.1007\/978-3-540-71457-6_23"},{"key":"3742_CR7","doi-asserted-by":"crossref","unstructured":"Cai Q, Gallup D, Zhang C and Zhang Z (2010) 3D deformable face tracking with a commodity depth camera. In: Proceeding of European Conference on Computer Vision, p 229\u2013242","DOI":"10.1007\/978-3-642-15558-1_17"},{"issue":"10","key":"3742_CR8","doi-asserted-by":"crossref","first-page":"1695","DOI":"10.1109\/TPAMI.2006.210","volume":"28","author":"KI Chang","year":"2006","unstructured":"Chang KI, Bowyer KW, Flynn PJ (2006) Multiple nose region matching for 3d face recognition under varying facial expression. IEEE Trans Pattern Anal Mach Intell 28(10):1695\u20131700","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"key":"3742_CR9","doi-asserted-by":"crossref","unstructured":"Derpanis K, Wildes R, Tsotsos J (2004) Hand gesture recognition within a linguistics-based framework. In: Proceedings of European Conference on Computer Vision, p 282\u2013296","DOI":"10.1007\/978-3-540-24670-1_22"},{"key":"3742_CR10","unstructured":"Dreuw P, Ney H, Martinez G, Crasborn O, Piater J, Moya JM and Wheatley M (2010) The signspeak project - bridging the gap between signers and speakers. In: Proceedings of International Conference on Language Resources and Evaluation, p 476\u2013481"},{"key":"3742_CR11","unstructured":"Dreuw P, Ney H, Martinez G, Crasborn O, Piater J, Moya JM, Wheatley M (2010) The signspeak project - bridging the gap between signers and speakers. In: Proceedings of International Conference on Language Resources and Evaluation, p 476\u2013481"},{"key":"3742_CR12","doi-asserted-by":"crossref","unstructured":"Fanelli G, Gall J and Van Gool L (2011) Real time head pose estimation with random regression forests. In: Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, p 617\u2013624","DOI":"10.1109\/CVPR.2011.5995458"},{"key":"3742_CR13","first-page":"128","volume":"5604","author":"V Ferrari","year":"2009","unstructured":"Ferrari V, Jimenez M-M, Zisserman A (2009) 2D human pose estimation in TV shows, visual motion analysis. LNCS 5604:128\u2013147","journal-title":"LNCS"},{"key":"3742_CR14","doi-asserted-by":"crossref","unstructured":"Hamer H, Gall J, Weise T and Van Gool L (2010) An object-dependent hand pose prior from sparse training data. In: Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, p 671\u2013678","DOI":"10.1109\/CVPR.2010.5540150"},{"key":"3742_CR15","doi-asserted-by":"crossref","unstructured":"Hamer H, Gall J, Weise T, Van Gool L (2010) An object-dependent hand pose prior from sparse training data. In: Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, p 671\u2013678","DOI":"10.1109\/CVPR.2010.5540150"},{"key":"3742_CR16","doi-asserted-by":"crossref","unstructured":"Hamer H, Schindler K, Koller-Meier E, and Van Gool L (2009) Tracking a hand manipulating an object. In: Proceedings of IEEE International Conference on Computer Vision, p 1475\u20131482","DOI":"10.1109\/ICCV.2009.5459282"},{"key":"3742_CR17","doi-asserted-by":"crossref","unstructured":"Hamer H, Schindler K, Koller-Meier E, Van Gool L (2009) Tracking a hand manipulating an object. In: Proceedings of IEEE International Conference on Computer Vision, p 1475\u20131482","DOI":"10.1109\/ICCV.2009.5459282"},{"key":"3742_CR18","doi-asserted-by":"crossref","first-page":"48","DOI":"10.1117\/12.424913","volume":"4298","author":"GJ Iddan","year":"2001","unstructured":"Iddan GJ, Yahav G (2001) 3D imaging in the studio (and elsewhere\u2026). Proc SPIE 4298:48\u201355","journal-title":"Proc. SPIE"},{"issue":"1","key":"3742_CR19","doi-asserted-by":"crossref","first-page":"184","DOI":"10.1177\/1420326X11423163","volume":"21","author":"A Jalal","year":"2011","unstructured":"Jalal A, Uddin MZ, Kim JT, Kim TS (2011) Recognition of human home activities via depth silhouettes and transformation for smart homes. Indoor Built Environ 21(1):184\u2013190","journal-title":"Indoor Built Environ"},{"issue":"1","key":"3742_CR20","doi-asserted-by":"crossref","first-page":"184","DOI":"10.1177\/1420326X11423163","volume":"21","author":"A Jalal","year":"2012","unstructured":"Jalal A, Uddin MZ, Lee JJ, Kim T-S (2012) Recognition of human home activities via depth silhouettes and R transformation for smart home. Indoor Built Environ 21(1):184\u2013190","journal-title":"Indoor Built Environ"},{"key":"3742_CR21","doi-asserted-by":"crossref","unstructured":"Kanungu T, Mount DM, Netanyahu N, Piatko C, Silverman R and Wu AY (2000) The analysis of a simple k-means clustering algorithm. 16th ACM Symposium on Computational Geometry, p 101\u2013109","DOI":"10.1145\/336154.336189"},{"issue":"3","key":"3742_CR22","doi-asserted-by":"crossref","first-page":"247","DOI":"10.1007\/s11263-007-0116-2","volume":"79","author":"D Knossow","year":"2008","unstructured":"Knossow D, Ronfard R, Horaud R (2008) Human motion tracking with a kinematic parameterization of extremal contours. Int J Comput Vis 79(3):247\u2013269","journal-title":"Int J Comput Vis"},{"key":"3742_CR23","first-page":"334","volume":"5","author":"E Kollorz","year":"2008","unstructured":"Kollorz E, Penne J, Hornegger J, Barke A (2008) Gesture recognition with a time-of-flight camera. Int J Intell Syst Technol Appl 5:334\u2013343","journal-title":"Int J Intell Syst Technol Appl"},{"issue":"8","key":"3742_CR24","doi-asserted-by":"crossref","first-page":"951","DOI":"10.1177\/0278364913478446","volume":"32","author":"HS Koppula","year":"2013","unstructured":"Koppula HS, Gupta R, Saxena A (2013) Human activity learning using object affordances from rgb-d videos. Int J Robot Res 32(8):951\u2013970","journal-title":"Int J Robot Res"},{"key":"3742_CR25","unstructured":"Lahamy H, Litchi D (2010) Real-time hand gesture recognition using range cameras. In: Proceedings of Canadian Geomatics Conference"},{"issue":"2","key":"3742_CR26","doi-asserted-by":"crossref","first-page":"257","DOI":"10.1109\/5.18626","volume":"77","author":"R Lawrence","year":"1989","unstructured":"Lawrence R, Rabiner A (1989) Tutorial on hidden Markov models and selected applications in speech recognition. Proc IEEE 77(2):257\u2013286","journal-title":"Proc IEEE"},{"key":"3742_CR27","doi-asserted-by":"crossref","unstructured":"Lei J, Ren X and Fox D (2012) Fine-grained kitchen activity recognition using rgb-d. In: Proceedings of ACM Conference on Ubiquitous Computing, p 208-211","DOI":"10.1145\/2370216.2370248"},{"key":"3742_CR28","doi-asserted-by":"crossref","first-page":"1465","DOI":"10.1109\/TPAMI.2006.188","volume":"28","author":"V Lepetit","year":"2006","unstructured":"Lepetit V, Fua P (2006) Keypoint recognition using randomized trees. IEEE Trans Pattern Anal Mach Intell 28:1465\u20131479","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"key":"3742_CR29","unstructured":"Li Z and Jarvis R (2009) Real time hand gesture recognition using a range camera. In: Proceedings of Australasian Conference on Robotics and Automation"},{"issue":"11","key":"3742_CR30","doi-asserted-by":"crossref","first-page":"1499","DOI":"10.1109\/TCSVT.2008.2005597","volume":"18","author":"W Li","year":"2008","unstructured":"Li W, Zhang Z, Liu Z (2008) Expandable data-driven graphical modeling of human actions based on salient postures. IEEE Trans Circuits Syst Video Technol 18(11):1499\u20131510","journal-title":"IEEE Trans Circuits Syst Video Technol"},{"key":"3742_CR31","doi-asserted-by":"crossref","unstructured":"Li W, Zhang Z and Liu Z (2010) Action recognition based on a bag of 3d points. In: Proceedings of Workshop on Human Activity Understanding from 3D Data, p 9\u201314","DOI":"10.1109\/CVPRW.2010.5543273"},{"issue":"1","key":"3742_CR32","doi-asserted-by":"crossref","first-page":"84","DOI":"10.1109\/TCOM.1980.1094577","volume":"28","author":"Y Linde","year":"1980","unstructured":"Linde Y, Buzo A, Gray R (1980) An algorithm for vector quantizer design. IEEE Trans Commun 28(1):84\u201394","journal-title":"IEEE Trans Commun"},{"key":"3742_CR33","unstructured":"Liu X and Fujimura K (2004) Hand gesture recognition using depth data. In: Proceedings of International Conference on Automatic Face and Gesture Recognition, p 529\u2013534"},{"key":"3742_CR34","unstructured":"Liu L, Shao L (2013) Learning discriminative representations from RGB-D video data. International Joint Conference on Artificial Intelligence (IJCAI), p 1493\u20131500"},{"key":"3742_CR35","doi-asserted-by":"crossref","unstructured":"Lu X and Aggarwal J (2013) Spatio-temporal depth cuboid similarity feature for activity recognition using depth camera. IEEE Computer Society Conf. on Computer Vision and Pattern Recognition, p 2834\u20132841, IEEE, Portland","DOI":"10.1109\/CVPR.2013.365"},{"key":"3742_CR36","unstructured":"Lu X and Jain AK (2006) Automatic feature extraction for multiview 3d face recognition. In: Proceedings of 7th International Conference on Automatic Face and Gesture Recognition, p 585\u2013590"},{"key":"3742_CR37","first-page":"1","volume":"2008","author":"H Lu","year":"2008","unstructured":"Lu H, Plataniotis KN, Venetsanopoulos AN (2008) A full-body layered deformable model for automatic model-based gait recognition. EURASIP J Adv Signal Proc 2008:1\u201313","journal-title":"EURASIP J Adv Signal Proc"},{"key":"3742_CR38","doi-asserted-by":"crossref","unstructured":"Luo J, Wang W and Qi H (2013) Group sparsity and geometry constrained dictionary learning for action recognition from depth maps. In: Proceedings of IEEE International Conference on Computer Vision, p 1809\u20131816","DOI":"10.1109\/ICCV.2013.227"},{"key":"3742_CR39","doi-asserted-by":"crossref","unstructured":"Luong DD, Lee S and Kim T-S (2013) Human computer interface using the recognized finger parts of hand depth silhouette via random forests. In: Proceedings of 13th International Conference on Control, Automation and Systems, p 905\u2013909","DOI":"10.1109\/ICCAS.2013.6704043"},{"key":"3742_CR40","first-page":"454","volume":"45","author":"J Marnik","year":"2007","unstructured":"Marnik J (2007) The polish finger alphabet hand postures recognition using elastic graph matching. Comput Recog Syst 2 45:454\u2013461","journal-title":"Comput Recog Syst 2"},{"key":"3742_CR41","doi-asserted-by":"crossref","unstructured":"Martinez-Camarena M, Oramas MJ and Tuytelaars T (2015) Towards sign language recognition based on body parts relations. In: Proceedings of IEEE International Conference on Image Processing (ICIP), p 2454\u20132458","DOI":"10.1109\/ICIP.2015.7351243"},{"key":"3742_CR42","unstructured":"McCallum A, Freitag D and Pereira FCN (2000) Maximum entropy markov models for information extraction and segmentation. In: Proceedings of International Conference on Machine Learning, p 591\u2013598"},{"key":"3742_CR43","doi-asserted-by":"crossref","unstructured":"Mian A, Bennamoun M and Owens R (2006) Automatic 3d face detection, normalization and recognition. In: Proceedings of Third International Symposium on 3D Data Processing, Visualization, and Transmission, p 735\u2013742","DOI":"10.1109\/3DPVT.2006.32"},{"key":"3742_CR44","unstructured":"Microsoft Corporation, \u201cKinect for Xbox 360-Xbox.com\u201d, [Online]. Available: http:\/\/www.xbox.com\/en-GB\/kinect\/ , [2014, August 28]"},{"key":"3742_CR45","unstructured":"Mo Z and Neumann U (2006) Real-time hand pose recognition using low-resolution depth images. In: Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, p 1499\u20131505"},{"key":"3742_CR46","doi-asserted-by":"crossref","unstructured":"Morency LP, Sundberg P and Darrell T (2003) Pose estimation using 3d view-based eigenspaces. In: Proceedings of IEEE International Workshop on Analysis and Modeling of Faces and Gestures, p 45\u201352","DOI":"10.1109\/AMFG.2003.1240823"},{"issue":"4","key":"3742_CR47","doi-asserted-by":"crossref","first-page":"611","DOI":"10.1109\/TMM.2009.2017629","volume":"11","author":"P Nair","year":"2009","unstructured":"Nair P, Cavallaro A (2009) 3-d face detection, landmark localization, and registration using a point distribution model. IEEE Trans Multimedia 11(4):611\u2013623","journal-title":"IEEE Trans Multimedia"},{"key":"3742_CR48","doi-asserted-by":"crossref","unstructured":"Nishimura H and Tsutsumi M (2001) Off-line hand-written character recognition using integrated 1DHMMs based on feature extraction filters. Sixth International Conference on Document Analysis and Recognition, p 417\u2013421","DOI":"10.1109\/ICDAR.2001.953824"},{"key":"3742_CR49","doi-asserted-by":"crossref","unstructured":"Ohn-Bar E and Trivedi M (2013) Joint angles similarities and hog2 for action recognition. In: Proceedings of IEEE Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), p 465\u2013470","DOI":"10.1109\/CVPRW.2013.76"},{"key":"3742_CR50","doi-asserted-by":"crossref","unstructured":"Oikonomidis I, Kyriazis N and Argyros AA (2012) Tracking the articulated motion of two strongly interacting hands. In: Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, p 1862\u20131869","DOI":"10.1109\/CVPR.2012.6247885"},{"key":"3742_CR51","doi-asserted-by":"crossref","unstructured":"Oikonomidis I, Kyriazis N, Argyros AA (2012) Tracking the articulated motion of two strongly interacting hands. In: Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, p 1\u20138","DOI":"10.1109\/CVPR.2012.6247885"},{"issue":"6","key":"3742_CR52","doi-asserted-by":"crossref","first-page":"873","DOI":"10.1109\/TPAMI.2005.112","volume":"27","author":"S Ong","year":"2005","unstructured":"Ong S, Ranganath S (2005) Automatic sign language analysis: a survey and the future beyond lexical meaning. IEEE Trans Pattern Anal Mach Intell 27(6):873\u2013891","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"key":"3742_CR53","doi-asserted-by":"crossref","unstructured":"Oreifej O and Liu Z (2013) Hon4d: histogram of oriented 4d normals for activity recognition from depth sequences. In: Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, p 716\u2013723","DOI":"10.1109\/CVPR.2013.98"},{"key":"3742_CR54","doi-asserted-by":"crossref","unstructured":"Oreifej O and Liu Z (2013) HON4D: Histogram of oriented 4D normals for activity recognition from depth sequences. IEEE Computer Society Conf. on Computer Vision and Pattern Recognition, p 716\u2013723, Portland","DOI":"10.1109\/CVPR.2013.98"},{"key":"3742_CR55","unstructured":"Pei T, Starner T, Hamilton H, Essa I and Rehg J (2009) Learnung the basic units in american sign language using discriminative segmental feature selection. In: Proceeding of IEEE International Conference on Acoustics, Speech and Signal Processing, p 4757\u20134760"},{"key":"3742_CR56","unstructured":"Pei T, Starner T, Hamilton H, Essa I, Rehg J (2009) Learnung the basic units in american sign language using discriminative segmental feature selection. In: Proceedings of IEEE International Conference on Acoustics, Speech and Signal Processing, p 4757\u20134760"},{"key":"3742_CR57","doi-asserted-by":"crossref","unstructured":"Penne J, Soutsche, Fedorowicz L and Hornegger J (2008) Robust real-time 3d time-of-flight based gesture navigation. In: Proceedings of International Conference on Automatic Face and Gesture Recognition, p 1\u20132","DOI":"10.1109\/AFGR.2008.4813326"},{"key":"3742_CR58","doi-asserted-by":"crossref","unstructured":"Seemann E, Nickel K and Stiefelhagen R (2004) Head pose estimation using stereo vision for human-robot interaction. In: Proceedings of Sixth IEEE International Conference on Automatic Face and Gesture Recognition, p 626\u2013631","DOI":"10.1109\/AFGR.2004.1301603"},{"issue":"5","key":"3742_CR59","doi-asserted-by":"crossref","first-page":"1319","DOI":"10.1109\/TSMCB.2009.2038233","volume":"40","author":"M Segundo","year":"2010","unstructured":"Segundo M, Silva L, Bellon O, Queirolo C (2010) Automatic face segmentation and facial landmark detection in range images. IEEE Trans Syst Man Cybern Part B Cybern 40(5):1319\u20131330","journal-title":"IEEE Trans Syst Man Cybern Part B Cybern"},{"key":"3742_CR60","doi-asserted-by":"crossref","first-page":"119","DOI":"10.1007\/978-3-642-28661-2_5","volume":"411","author":"J Shotton","year":"2013","unstructured":"Shotton J, Fitzgibbon A, Cook M, Sharp T, Finocchio M, Moore R, Kipman A, Blake A (2013) Real-time human pose recognition in parts from single depth images. Mach Learn Comput Vis 411:119\u2013135","journal-title":"Mach Learn Comput Vis"},{"key":"3742_CR61","first-page":"1415","volume":"28","author":"P Simari","year":"2009","unstructured":"Simari P, Nowrouzezahrai D, Kalogerakis E, Singh K (2009) Multi-objective shape segmentation and labeling. Eurographics Symp Geom Process 28:1415\u20131425","journal-title":"Eurographics Symp Geom Process"},{"key":"3742_CR62","doi-asserted-by":"crossref","unstructured":"Song YM, Noh S, Yu J, Park CW, Lee BG (2014) Background subtraction based on Gaussian mixture models using color and depth information. International Conference on Control, Automation and Information Sciences (ICCAIS), p 132\u2013135","DOI":"10.1109\/ICCAIS.2014.7020544"},{"key":"3742_CR63","doi-asserted-by":"crossref","unstructured":"Soutschek S, Penne J, Hornegger J and Kornhuber J (2008) 3-D gesture-based scene navigation in medical imaging applications using time-of-flight cameras. In: Proceedings of Workshop on Time of Flight Camera based Computer Vision, p 1\u20136","DOI":"10.1109\/CVPRW.2008.4563162"},{"issue":"12","key":"3742_CR64","doi-asserted-by":"crossref","first-page":"1371","DOI":"10.1109\/34.735811","volume":"20","author":"T Starner","year":"1998","unstructured":"Starner T, Weaver J, Pentland A (1998) Real-time American Sign Language recognition using desk and wearable computer based video. IEEE Trans Pattern Anal Mach Intell 20(12):1371\u20131375","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"key":"3742_CR65","doi-asserted-by":"crossref","unstructured":"Sun Y and Yin L (2008) Automatic pose estimation of 3d facial models. In: Proceedings of International Conference on Pattern Recognition, p 1\u20134","DOI":"10.1109\/ICPR.2008.4760973"},{"key":"3742_CR66","unstructured":"Sung J, Ponce C, Selman B and Saxena A (2012) Unstructured human activity detection from rgbd images. In: Proceedings of IEEE International Conference on Robotics and Automation, p 842\u2013849"},{"key":"3742_CR67","doi-asserted-by":"crossref","unstructured":"Takimoto H, Yoshimori S, Mitsukura Y and Fukumi M (2010) Classification of hand postures based on 3d vision model for human-robot interaction. In: Proceedings of International Symposium on Robot and Human Interactive Communication, p 292\u2013297","DOI":"10.1109\/ROMAN.2010.5598646"},{"key":"3742_CR68","doi-asserted-by":"crossref","unstructured":"Theodorakis S, Pitsikalis V, Maragos P (2010) Model-level data-driven sub-units for signs in videos of continuous sign language. In: Proceedings of IEEE International Conference on Acoustics, Speech and Signal Processing, p 2262\u20132265","DOI":"10.1109\/ICASSP.2010.5495875"},{"key":"3742_CR69","doi-asserted-by":"publisher","DOI":"10.1007\/s11042-013-1793-1","author":"MZ Uddin","year":"2013","unstructured":"Uddin MZ, Hassan MM (2013) A depth video-based facial expression recognition system using radon transform, generalized discriminant analysis, and hidden Markov model. Multimed Tools Appl. doi: 10.1007\/s11042-013-1793-1","journal-title":"Multimed Tools Appl"},{"key":"3742_CR70","doi-asserted-by":"publisher","DOI":"10.1007\/s11042-014-2225-6","author":"MZ Uddin","year":"2014","unstructured":"Uddin MZ, Kim T-S (2014) A 3-D body joint-specific HMM-based approach for human activity recognition from stereo posture image sequence. Multimed Tools Appl. doi: 10.1007\/s11042-014-2225-6","journal-title":"Multimed Tools Appl"},{"key":"3742_CR71","doi-asserted-by":"crossref","first-page":"289","DOI":"10.1177\/1420326X12469734","volume":"22","author":"MZ Uddin","year":"2013","unstructured":"Uddin MZ, Kim DH, Kim JT, Kim T-S (2013) An indoor human activity recognition system for smart home using local binary pattern features with hidden Markov models. Indoor Built Environ 22:289\u2013298","journal-title":"Indoor Built Environ"},{"key":"3742_CR72","doi-asserted-by":"publisher","DOI":"10.5772\/57054","author":"MZ Uddin","year":"2013","unstructured":"Uddin MZ, Kim T-S, Kim J-T (2013) A spatiotemporal robust approach for human activity recognition. Int J Adv Robot Syst. doi: 10.5772\/57054","journal-title":"Int J Adv Robot Syst"},{"key":"3742_CR73","doi-asserted-by":"crossref","first-page":"193","DOI":"10.1007\/s10489-008-0159-2","volume":"33","author":"MZ Uddin","year":"2010","unstructured":"Uddin MZ, Lee JJ, Kim T-S (2010) Independent shape component-based human activity recognition via hidden Markov model. J Appl Intell 33:193\u2013206","journal-title":"J Appl Intell"},{"key":"3742_CR74","doi-asserted-by":"crossref","unstructured":"Van den Bergh M and Van Gool L (2011) Combining rgb and tof cameras for real-time 3d hand gesture interaction. In: Proceedings of IEEE Workshop on Applications of Computer Vision, p 66\u201372","DOI":"10.1109\/WACV.2011.5711485"},{"key":"3742_CR75","doi-asserted-by":"crossref","unstructured":"Vieira A, Nascimento E, Oliveira G, Liu Z and Campos M (2012) Stop: space-time occupancy patterns for 3d action recognition from depth map sequences. In: Proceedings of Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications, p 252\u2013259","DOI":"10.1007\/978-3-642-33275-3_31"},{"key":"3742_CR76","doi-asserted-by":"crossref","first-page":"252","DOI":"10.1007\/978-3-642-33275-3_31","volume":"7441","author":"AW Vieira","year":"2012","unstructured":"Vieira AW, Nascimento ER, Oliveira GL, Liu Z, Campos MFM (2012) STOP: Space-time occupancy patterns for 3D action recognition from depth map sequences. Lect Notes Comput Sci 7441:252\u2013259","journal-title":"Lect Notes Comput Sci"},{"key":"3742_CR77","unstructured":"Vo VH, Ly NQ, Son TT and Hoang PM (2015) Multiple kernel learning and optical flow for action recognition in RGB-D video. In: Proceedings of Seventh International Conference on Knowledge and Systems Engineering (KSE), p 222\u2013227"},{"key":"3742_CR78","doi-asserted-by":"crossref","unstructured":"Wang Y, Huang K and Tan T (2007) Human activity recognition based on r transform. In: Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, p 1\u20138","DOI":"10.1109\/CVPR.2007.383505"},{"key":"3742_CR79","doi-asserted-by":"crossref","unstructured":"Wang J, Liu Z, Chorowski J, Chen Z and Wu Y (2012) Robust 3d action recognition with random occupancy patterns. In: Proceedings of European Conference on Computer Vision, p 872\u2013885","DOI":"10.1007\/978-3-642-33709-3_62"},{"key":"3742_CR80","doi-asserted-by":"crossref","first-page":"872","DOI":"10.1007\/978-3-642-33709-3_62","volume":"7573","author":"J Wang","year":"2012","unstructured":"Wang J, Liu Z, Chorowski J, Chen Z, Wu Y (2012) Robust 3D action recognition with random occupancy patterns. Lect Notes Comput Sci 7573:872\u2013885","journal-title":"Lect Notes Comput Sci"},{"key":"3742_CR81","doi-asserted-by":"crossref","unstructured":"Wang J, Liu Z, Wu Y and Yuan J (2012) Mining actionlet ensemble for action recognition with depth cameras. IEEE Computer Society Conf. on Computer Vision and Pattern Recognition, p 1290\u20131297, IEEE, Providence","DOI":"10.1109\/CVPR.2012.6247813"},{"key":"3742_CR82","doi-asserted-by":"crossref","unstructured":"Wang C, Wang Y, Yuille A (2013) An approach to pose-based action recognition. In: Proceedings of IEEE Conference on Computer Vision and Pattern Recognition (CVPR), p 915\u2013922","DOI":"10.1109\/CVPR.2013.123"},{"issue":"4","key":"3742_CR83","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1145\/2010324.1964972","volume":"30","author":"T Weise","year":"2011","unstructured":"Weise T, Bouaziz S, Li H, Pauly M (2011) Realtime performance-based facial animation. ACM Trans Graph 30(4):1\u201310, article 77","journal-title":"ACM Trans Graph"},{"key":"3742_CR84","doi-asserted-by":"crossref","unstructured":"Weise T, Leibe B and Van Gool L (2007) Fast 3d scanning with automatic motion compensation. In: Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, p 1\u20138","DOI":"10.1109\/CVPR.2007.383291"},{"key":"3742_CR85","doi-asserted-by":"crossref","unstructured":"Wright J and Hua G (2009) Implicit elastic matching with random projections for pose-variant face recognition. IEEE conf Comput Vis Pattern Recognit 1502\u20131509","DOI":"10.1109\/CVPR.2009.5206786"},{"issue":"11","key":"3742_CR86","doi-asserted-by":"crossref","first-page":"3120","DOI":"10.1016\/j.patcog.2007.01.033","volume":"40","author":"HD Yang","year":"2007","unstructured":"Yang HD, Lee SW (2007) Reconstruction of 3D human body pose from stereo image sequences based on top-down learning. J Pattern Recognit 40(11):3120\u20133131","journal-title":"J Pattern Recognit"},{"issue":"7","key":"3742_CR87","doi-asserted-by":"crossref","first-page":"1264","DOI":"10.1109\/TPAMI.2008.172","volume":"31","author":"HD Yang","year":"2009","unstructured":"Yang HD, Sclaroff S, Lee SW (2009) Sign language spotting with a threshold model based on conditional random fields. IEEE Trans Pattern Anal Mach Intell 31(7):1264\u20131277","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"key":"3742_CR88","unstructured":"Yang X and Tian Y (2012) Eigenjoints-based action recognition using naive-bayesnearest-neighbor. In: Proceedings of Workshop on Human Activity Understanding from 3D Data, p 14\u201319"},{"key":"3742_CR89","doi-asserted-by":"crossref","unstructured":"Yang X, Zhang C and Tian Y (2012) Recognizing actions using depth motion mapsbased histograms of oriented gradients. In: Proceedings of ACM International Conference on Multimedia, p 1057\u20131060","DOI":"10.1145\/2393347.2396382"},{"key":"3742_CR90","doi-asserted-by":"crossref","unstructured":"Zafrulla Z, Brashear H, Hamilton H, Starner T (2010) A novel approach to American sign language (asl) phrase verification using reversed signing. In: Proceedings of IEEE Workshop on CVPR for Human Communicative Behavior Analysis, p 48\u201355","DOI":"10.1109\/CVPRW.2010.5543268"}],"container-title":["Multimedia Tools and Applications"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s11042-016-3742-2\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11042-016-3742-2.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11042-016-3742-2","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11042-016-3742-2.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,4]],"date-time":"2025-06-04T02:09:02Z","timestamp":1749002942000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s11042-016-3742-2"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2016,7,19]]},"references-count":90,"journal-issue":{"issue":"11","published-print":{"date-parts":[[2017,6]]}},"alternative-id":["3742"],"URL":"https:\/\/doi.org\/10.1007\/s11042-016-3742-2","relation":{},"ISSN":["1380-7501","1573-7721"],"issn-type":[{"value":"1380-7501","type":"print"},{"value":"1573-7721","type":"electronic"}],"subject":[],"published":{"date-parts":[[2016,7,19]]}}}