{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,28]],"date-time":"2025-10-28T15:04:48Z","timestamp":1761663888896},"reference-count":54,"publisher":"Springer Science and Business Media LLC","issue":"10","license":[{"start":{"date-parts":[[2019,3,26]],"date-time":"2019-03-26T00:00:00Z","timestamp":1553558400000},"content-version":"tdm","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":[[2019,5]]},"DOI":"10.1007\/s11042-019-7269-1","type":"journal-article","created":{"date-parts":[[2019,3,26]],"date-time":"2019-03-26T15:02:47Z","timestamp":1553612567000},"page":"13361-13386","update-policy":"http:\/\/dx.doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":29,"title":["Hand gesture recognition using topological features"],"prefix":"10.1007","volume":"78","author":[{"given":"Narges","family":"Mirehi","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Maryam","family":"Tahmasbi","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Alireza Tavakoli","family":"Targhi","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2019,3,26]]},"reference":[{"issue":"7","key":"7269_CR1","doi-asserted-by":"publisher","first-page":"1282","DOI":"10.1109\/TPAMI.2007.70769","volume":"30","author":"X Bai","year":"2008","unstructured":"Bai X, Latecki LJ (2008) Path similarity skeleton graph matching. IEEE Trans Pattern Anal Mach Intell 30(7):1282\u20131292","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"issue":"4","key":"7269_CR2","doi-asserted-by":"publisher","first-page":"509","DOI":"10.1109\/34.993558","volume":"24","author":"S Belongie","year":"2002","unstructured":"Belongie S, Malik J, Puzicha J (2002) Shape matching and object recognition using shape contexts. IEEE Trans Pattern Anal Mach Intell 24(4):509\u2013522","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"key":"7269_CR3","doi-asserted-by":"crossref","unstructured":"Bondy J, Murty U (2008) Graph theory, 2nd printing. Springer","DOI":"10.1007\/978-1-84628-970-5"},{"issue":"2","key":"7269_CR4","doi-asserted-by":"publisher","first-page":"194","DOI":"10.1016\/j.gaitpost.2006.09.012","volume":"26","author":"A Bourke","year":"2007","unstructured":"Bourke A, Obrien J, Lyons G (2007) Evaluation of a threshold-based tri-axial accelerometer fall detection algorithm. Gait Posture 26(2):194\u2013199","journal-title":"Gait Posture"},{"key":"7269_CR5","doi-asserted-by":"crossref","unstructured":"Bretzner L, Laptev I, Lindeberg T (2002) Hand gesture recognition using multi-scale colour features, hierarchical models and particle filtering. In: Proceedings. Fifth IEEE international conference on automatic face and gesture recognition. IEEE, pp 423\u2013428","DOI":"10.1109\/AFGR.2002.1004190"},{"key":"7269_CR6","doi-asserted-by":"crossref","unstructured":"Chaudhary A, Raheja J, Das K, Raheja S (2011) A survey on hand gesture recognition in context of soft computing. In: International conference on computer science and information technology. Springer, pp 46\u201355","DOI":"10.1007\/978-3-642-17881-8_5"},{"key":"7269_CR7","doi-asserted-by":"publisher","first-page":"137","DOI":"10.1016\/j.patcog.2016.01.011","volume":"55","author":"H Cheng","year":"2016","unstructured":"Cheng H, Dai Z, Liu Z, Zhao Y (2016) An image-to-class dynamic time warping approach for both 3d static and trajectory hand gesture recognition. Pattern Recognit 55:137\u2013147","journal-title":"Pattern Recognit"},{"key":"7269_CR8","unstructured":"Corera S, Krishnarajah N (2011) Capturing hand gesture movement: a survey on tools techniques and logical considerations. In: Proceedings of chi sparks"},{"key":"7269_CR9","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-662-04245-8","volume-title":"Computational geometry","author":"M Berg De","year":"2000","unstructured":"De Berg M, Van Kreveld M, Overmars M, Schwarzkopf OC (2000) Computational geometry. Springer, Berlin"},{"key":"7269_CR10","unstructured":"Dong C, Leu MC, Yin Z (2015) American sign language alphabet recognition using microsoft kinect. In: Proceedings of the IEEE conference on computer vision and pattern recognition workshops, pp 44\u201352"},{"key":"7269_CR11","doi-asserted-by":"crossref","unstructured":"Fl\u00f3rez F, Garc\u00eda JM, Garc\u00eda J, Hern\u00e1ndez A (2002) Hand gesture recognition following the dynamics of a topology-preserving network. In: Proceedings. Fifth IEEE international conference on automatic face and gesture recognition. IEEE, pp 318\u2013323","DOI":"10.1109\/AFGR.2002.1004173"},{"key":"7269_CR12","unstructured":"Fritzke B et al (1995) A growing neural gas network learns topologies. In: Advances in neural information processing systems, vol 7, pp 625\u2013632"},{"key":"7269_CR13","doi-asserted-by":"publisher","first-page":"427","DOI":"10.1016\/j.ymssp.2014.04.022","volume":"50","author":"O Fink","year":"2015","unstructured":"Fink O, Zio E, Weidmann U (2015) Novelty detection by multivariate kernel density estimation and growing neural gas algorithm. Mech Syst Signal Process 50:427\u2013436","journal-title":"Mech Syst Signal Process"},{"issue":"12","key":"7269_CR14","doi-asserted-by":"publisher","first-page":"1607","DOI":"10.1016\/j.imavis.2008.03.004","volume":"26","author":"SS Ge","year":"2008","unstructured":"Ge SS, Yang Y, Lee TH (2008) Hand gesture recognition and tracking based on distributed locally linear embedding. Image Vis Comput 26(12):1607\u20131620","journal-title":"Image Vis Comput"},{"key":"7269_CR15","unstructured":"Hall ET et al (1959) The silent language, vol 3. Doubleday, New York"},{"issue":"4","key":"7269_CR16","doi-asserted-by":"publisher","first-page":"295","DOI":"10.1007\/s00371-007-0202-z","volume":"24","author":"Y Holdstein","year":"2008","unstructured":"Holdstein Y, Fischer A (2008) Three-dimensional surface reconstruction using meshing growing neural gas (MGNG). Vis Comput 24(4):295\u2013302","journal-title":"Vis Comput"},{"key":"7269_CR17","unstructured":"Karam M (2006) Phd thesis: a framework for research and design of gesture-based humancomputer interactions. PhD thesis, University of Southampton"},{"key":"7269_CR18","doi-asserted-by":"publisher","first-page":"91","DOI":"10.1016\/j.patrec.2013.09.003","volume":"50","author":"F Kirac","year":"2014","unstructured":"Kirac F, Kara YE, Akarun L (2014) Hierarchically constrained 3D hand pose estimation using regression forests from single frame depth data. Pattern Recogn Lett 50:91\u2013100","journal-title":"Pattern Recogn Lett"},{"issue":"8","key":"7269_CR19","doi-asserted-by":"publisher","first-page":"1415","DOI":"10.1109\/TPAMI.2008.167","volume":"31","author":"TK Kim","year":"2009","unstructured":"Kim TK, Cipolla R (2009) Canonical correlation analysis of video volume tensors for action categorization and detection. IEEE Trans Pattern Anal Mach Intell 31(8):1415\u20131428","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"key":"7269_CR20","unstructured":"Klein HA (2012) The science of measurement: a historical survey, Courier Corporation, North Chelmsford"},{"issue":"9","key":"7269_CR21","doi-asserted-by":"publisher","first-page":"1112","DOI":"10.1109\/TPAMI.2004.68","volume":"26","author":"S Li","year":"2004","unstructured":"Li S, Zhang H (2004) Floatboost learning and statistical face detection. IEEE Trans Pattern Anal Mach Intell 26(9):1112\u20131123","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"key":"7269_CR22","doi-asserted-by":"publisher","first-page":"66","DOI":"10.1016\/j.ins.2018.02.024","volume":"441","author":"Y Li","year":"2018","unstructured":"Li Y, Wang X, Liu W, Feng B (2018) Deep attention network for joint hand gesture localization and recognition using static RGB-D images. Inf Sci 441:66\u201378","journal-title":"Inf Sci"},{"issue":"1","key":"7269_CR23","doi-asserted-by":"publisher","first-page":"201","DOI":"10.1007\/s11554-013-0333-6","volume":"11","author":"K Liu","year":"2016","unstructured":"Liu K, Kehtarnavaz N (2016) Real-time robust vision-based hand gesture recognition using stereo images. J Real-Time Image Proc 11(1):201\u2013209","journal-title":"J Real-Time Image Proc"},{"key":"7269_CR24","doi-asserted-by":"crossref","unstructured":"Marcel S, Bernier O, Viallet JE, Collobert D (2000) Hand gesture recognition using input-output hidden markov models. In: Automatic face and gesture recognition. IEEE, pp 456\u2013461","DOI":"10.1109\/AFGR.2000.840674"},{"key":"7269_CR25","doi-asserted-by":"publisher","first-page":"126","DOI":"10.1016\/j.cviu.2015.07.009","volume":"141","author":"AI Maqueda","year":"2015","unstructured":"Maqueda AI, del-Blanco CR, Jaureguizar F, Garc\u00eda N (2015) Human\u2013computer interaction based on visual hand-gesture recognition using volumetric spatiograms of local binary patterns. Comput Vis Image Underst 141:126\u201337","journal-title":"Comput Vis Image Underst"},{"key":"7269_CR26","unstructured":"Martinetz T, Schulten K et al (1991) A \u201cneuralgas\u201d network learns topologies. University of Illinois at Urbana-Champaign"},{"issue":"1","key":"7269_CR27","doi-asserted-by":"publisher","first-page":"27","DOI":"10.1007\/s11042-016-4223-3","volume":"77","author":"A Memo","year":"2018","unstructured":"Memo A, Zanuttigh P (2018) Head-mounted gesture controlled interface for human-computer interaction. Multimed Tools Appl 77(1):27\u201353","journal-title":"Multimed Tools Appl"},{"key":"7269_CR28","doi-asserted-by":"crossref","unstructured":"Mittal A, Zisserman A, Torr PH (2011) Hand detection using multiple proposals. In: BMVC, pp 1\u201311","DOI":"10.5244\/C.25.75"},{"issue":"4","key":"7269_CR29","doi-asserted-by":"publisher","first-page":"943","DOI":"10.1007\/s00138-013-0576-z","volume":"25","author":"J Molina","year":"2014","unstructured":"Molina J, Pajuelo JA, Escudero-Vi nolo M, Besc\u00f3s J, Mart\u00ednez JM (2014) A natural and synthetic corpus for benchmarking of hand gesture recognition systems. Mach Vis Appl 25(4):943\u2013954","journal-title":"Mach Vis Appl"},{"issue":"1","key":"7269_CR30","doi-asserted-by":"publisher","first-page":"24","DOI":"10.1016\/j.eswa.2005.11.018","volume":"32","author":"Q Munib","year":"2007","unstructured":"Munib Q, Habeeb M, Takruri B, Al-Malik HA (2007) American sign language (asl) recognition based on hough transform and neural networks. Exp Syst Appl 32(1):24\u201337","journal-title":"Exp Syst Appl"},{"key":"7269_CR31","doi-asserted-by":"crossref","unstructured":"Nagi J, Ducatelle F, Di Caro GA, Cire\u015fan D, Meier U, Giusti A, Nagi F, Schmidhuber J, Gambardella LM (2011) Max-pooling convolutional neural networks for vision-based hand gesture recognition. In: IEEE international conference on signal and image processing applications (ICSIPA), vol 2011. IEEE, pp 342\u2013347","DOI":"10.1109\/ICSIPA.2011.6144164"},{"key":"7269_CR32","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/j.patcog.2016.11.022","volume":"65","author":"W Nai","year":"2017","unstructured":"Nai W, Liu Y, Rempel D, Wang Y (2017) Fast hand posture classification using depth features extracted from random line segments. Pattern Recogn 65:1\u201310","journal-title":"Pattern Recogn"},{"issue":"2","key":"7269_CR33","doi-asserted-by":"publisher","first-page":"401","DOI":"10.1007\/s11063-015-9421-x","volume":"43","author":"S Orts-Escolano","year":"2016","unstructured":"Orts-Escolano S, Garcia-Rodriguez J, Morell V, Cazorla M, Perez JA, Garcia-Garcia A (2016) 3d surface reconstruction of noisy point clouds using growing neural gas: 3d object\/scene reconstruction. Neural Process Lett 43(2):401\u2013423","journal-title":"Neural Process Lett"},{"key":"7269_CR34","doi-asserted-by":"publisher","first-page":"658","DOI":"10.1016\/j.jvcir.2016.04.015","volume":"38","author":"K Pattanaworapan","year":"2016","unstructured":"Pattanaworapan K, Chamnongthai K, Guo JM (2016) Signer-independence finger alphabet recognition using discrete wavelet transform and area level run lengths. J Vis Commun Image Represent 38:658\u2013677","journal-title":"J Vis Commun Image Represent"},{"issue":"3","key":"7269_CR35","doi-asserted-by":"publisher","first-page":"1020","DOI":"10.1016\/j.patcog.2012.09.015","volume":"46","author":"B Peng","year":"2013","unstructured":"Peng B, Zhang L, Zhang D (2013) A survey of graph theoretical approaches to image segmentation. Pattern Recogn 46(3):1020\u20131038","journal-title":"Pattern Recogn"},{"issue":"1","key":"7269_CR36","doi-asserted-by":"publisher","first-page":"148","DOI":"10.1109\/TPAMI.2005.17","volume":"27","author":"SL Phung","year":"2005","unstructured":"Phung SL, Bouzerdoum A, Chai D (2005) Skin segmentation using color pixel classification: analysis and comparison. IEEE Trans Pattern Anal Mach Intell 27(1):148\u2013154","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"issue":"2","key":"7269_CR37","doi-asserted-by":"publisher","first-page":"305","DOI":"10.1109\/TIM.2015.2498560","volume":"65","author":"G Plouffe","year":"2016","unstructured":"Plouffe G, Cretu AM (2016) Static and dynamic hand gesture recognition in depth data using dynamic time warping. IEEE Trans Instrum Meas 65(2):305\u201316","journal-title":"IEEE Trans Instrum Meas"},{"issue":"8","key":"7269_CR38","doi-asserted-by":"publisher","first-page":"2202","DOI":"10.1016\/j.patcog.2013.01.033","volume":"46","author":"SP Priyal","year":"2013","unstructured":"Priyal SP, Bora PK (2013) A robust static hand gesture recognition system using geometry based normalizations and Krawtchouk moments. Pattern Recogn 46(8):2202\u20132219","journal-title":"Pattern Recogn"},{"key":"7269_CR39","doi-asserted-by":"crossref","unstructured":"Pugeault N, Bowden R (2011) Spelling it out: realtime asl fingerspelling recognition. In: IEEE international conference on computer vision workshops (ICCV Workshops), 2011. IEEE, pp 1114--1119","DOI":"10.1109\/ICCVW.2011.6130290"},{"issue":"1","key":"7269_CR40","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1007\/s10462-012-9356-9","volume":"43","author":"SS Rautaray","year":"2015","unstructured":"Rautaray SS, Agrawal A (2015) Vision based hand gesture recognition for human computer interaction: a survey. Artif Intell Rev 43(1):1\u201354","journal-title":"Artif Intell Rev"},{"key":"7269_CR41","doi-asserted-by":"crossref","unstructured":"Ren Z, Yuan J, Zhang Z (2011) Robust hand gesture recognition based on finger-earth mover\u2019s distance with a commodity depth camera. In: Proceedings of the 19th ACM international conference on Multimedia. ACM, pp 1093\u20131096","DOI":"10.1145\/2072298.2071946"},{"issue":"5","key":"7269_CR42","doi-asserted-by":"publisher","first-page":"1110","DOI":"10.1109\/TMM.2013.2246148","volume":"15","author":"Z Ren","year":"2013","unstructured":"Ren Z, Yuan J, Meng J, Zhang Z (2013) Robust part-based hand gesture recognition using kinect sensor. IEEE Trans Multimedia 15(5):1110\u201320","journal-title":"IEEE Trans Multimedia"},{"issue":"1","key":"7269_CR43","doi-asserted-by":"publisher","first-page":"13","DOI":"10.1023\/A:1008102926703","volume":"35","author":"K Siddiqi","year":"1999","unstructured":"Siddiqi K, Shokoufandeh A, Dickinson SJ, Zucker SW (1999) Shock graphs and shape matching. Int J Comput Vis 35(1):13\u201332","journal-title":"Int J Comput Vis"},{"issue":"8","key":"7269_CR44","doi-asserted-by":"publisher","first-page":"1141","DOI":"10.1016\/j.engappai.2009.03.008","volume":"22","author":"E Stergiopoulou","year":"2009","unstructured":"Stergiopoulou E, Papamarkos N (2009) Hand gesture recognition using a neural network shape fitting technique. Eng Appl Artif Intell 22(8):1141\u20131158","journal-title":"Eng Appl Artif Intell"},{"key":"7269_CR45","doi-asserted-by":"publisher","first-page":"54","DOI":"10.1016\/j.engappai.2014.06.006","volume":"35","author":"E Stergiopoulou","year":"2014","unstructured":"Stergiopoulou E, Sgouropoulos K, Nikolaou N, Papamarkos N, Mitianoudis N (2014) Real time hand detection in a complex background. Eng Appl Artif Intell 35:54\u201370","journal-title":"Eng Appl Artif Intell"},{"key":"7269_CR46","doi-asserted-by":"publisher","first-page":"187","DOI":"10.1016\/j.patcog.2016.09.016","volume":"64","author":"Q Sun","year":"2017","unstructured":"Sun Q, Liu H, Harada T (2017) Online growing neural gas for anomaly detection in changing surveillance scenes. Pattern Recogn 64:187\u2013201","journal-title":"Pattern Recogn"},{"key":"7269_CR47","unstructured":"Viola P, Jones M (2002) Fast and robust classification using asymmetric adaboost and a detector cascade. In: Advances in neural information processing systems, pp 1311\u20131318"},{"key":"7269_CR48","doi-asserted-by":"publisher","first-page":"87","DOI":"10.1016\/j.image.2017.06.015","volume":"58","author":"C Wang","year":"2017","unstructured":"Wang C, Liu Z, Zhu M, Zhao J, Chan SC (2017) A hand gesture recognition system based on canonical superpixel-graph. Signal Process Image Commun 58:87\u201398","journal-title":"Signal Process Image Commun"},{"key":"7269_CR49","unstructured":"Wang Y, Yang R (2013) Real-time hand posture recognition based on hand dominant line using kinect. In: IEEE international conference multimedia and expo workshops (ICMEW). IEEE, pp 1\u20134"},{"key":"7269_CR50","doi-asserted-by":"crossref","unstructured":"Wobbrock JO, Wilson AD, Li Y (2007) Gestures without libraries, toolkits or training: a $1 recognizer for user interface prototypes. In: Proceedings of the 20th annual ACM symposium on user interface software and technology. ACM, pp 159\u2013168","DOI":"10.1145\/1294211.1294238"},{"issue":"3","key":"7269_CR51","doi-asserted-by":"publisher","first-page":"51","DOI":"10.1109\/79.924889","volume":"18","author":"Y Wu","year":"2001","unstructured":"Wu Y, Huang TS (2001) Hand modeling, analysis and recognition. IEEE Signal Process Mag 18(3):51\u201360","journal-title":"IEEE Signal Process Mag"},{"key":"7269_CR52","doi-asserted-by":"crossref","unstructured":"Xie S, Pan J (2011) Hand detection using robust color correction and gaussian mixture model. In: Sixth international conference on image and graphics (ICIG). IEEE, pp 553\u2013557","DOI":"10.1109\/ICIG.2011.166"},{"key":"7269_CR53","doi-asserted-by":"crossref","unstructured":"Zhang C, Yang X, Tian Y (2013) Histogram of 3d facets: a characteristic descriptor for hand gesture recognition. In: 2013 10th IEEE international conference and workshops on automatic face and gesture recognition (FG). IEEE, pp 1\u20138","DOI":"10.1109\/FG.2013.6553754"},{"issue":"2","key":"7269_CR54","doi-asserted-by":"publisher","first-page":"260","DOI":"10.1016\/j.cviu.2007.08.003","volume":"110","author":"H Zhang","year":"2008","unstructured":"Zhang H, Fritts JE, Goldman SA (2008) Image segmentation evaluation: a survey of unsupervised methods. Comput Vis Image Underst 110(2):260\u2013280","journal-title":"Comput Vis Image Underst"}],"container-title":["Multimedia Tools and Applications"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11042-019-7269-1.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s11042-019-7269-1\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11042-019-7269-1.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2020,3,25]],"date-time":"2020-03-25T00:25:28Z","timestamp":1585095928000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s11042-019-7269-1"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019,3,26]]},"references-count":54,"journal-issue":{"issue":"10","published-print":{"date-parts":[[2019,5]]}},"alternative-id":["7269"],"URL":"https:\/\/doi.org\/10.1007\/s11042-019-7269-1","relation":{},"ISSN":["1380-7501","1573-7721"],"issn-type":[{"value":"1380-7501","type":"print"},{"value":"1573-7721","type":"electronic"}],"subject":[],"published":{"date-parts":[[2019,3,26]]},"assertion":[{"value":"23 April 2018","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"18 December 2018","order":2,"name":"revised","label":"Revised","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"24 January 2019","order":3,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"26 March 2019","order":4,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Compliance with Ethical Standards"}},{"value":"Narges Mirehi declares that she has no conflict of interest. Maryam Tahmasbi declares that she has no conflict of interest. Alireza Tavakoli Targhi declares that he has no conflict of interest. The authors declare that they have no conflict of interest.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"<!--Emphasis Type='Bold' removed-->Conflict of Interest"}}]}}