{"id":"https://openalex.org/W2773011574","doi":"https://doi.org/10.1007/978-3-319-72038-8_3","title":"Dynamic Hand Gesture Recognition for Mobile Systems Using Deep LSTM","display_name":"Dynamic Hand Gesture Recognition for Mobile Systems Using Deep LSTM","publication_year":2017,"publication_date":"2017-01-01","ids":{"openalex":"https://openalex.org/W2773011574","doi":"https://doi.org/10.1007/978-3-319-72038-8_3","mag":"2773011574"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-319-72038-8_3","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-319-72038-8_3","pdf_url":"https://link.springer.com/content/pdf/10.1007%2F978-3-319-72038-8_3.pdf","source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007%2F978-3-319-72038-8_3.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5109296492","display_name":"Ayanava Sarkar","orcid":null},"institutions":[{"id":"https://openalex.org/I4210164135","display_name":"Birla Institute of Technology and Science, Pilani - Dubai Campus","ror":"https://ror.org/05jnbme07","country_code":"AE","type":"education","lineage":["https://openalex.org/I4210164135","https://openalex.org/I74796645"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Ayanava Sarkar","raw_affiliation_strings":["Computer Science Department, Birla Institute of Technology and Science, Pilani, Dubai Campus, Dubai, UAE"],"affiliations":[{"raw_affiliation_string":"Computer Science Department, Birla Institute of Technology and Science, Pilani, Dubai Campus, Dubai, UAE","institution_ids":["https://openalex.org/I4210164135"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030810660","display_name":"Alexander Gepperth","orcid":"https://orcid.org/0000-0003-2216-7808"},"institutions":[{"id":"https://openalex.org/I201850948","display_name":"Fulda University of Applied Sciences","ror":"https://ror.org/041bz9r75","country_code":"DE","type":"education","lineage":["https://openalex.org/I201850948"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Alexander Gepperth","raw_affiliation_strings":["Computer Science Department, University of Applied Sciences Fulda, Fulda, Germany"],"affiliations":[{"raw_affiliation_string":"Computer Science Department, University of Applied Sciences Fulda, Fulda, Germany","institution_ids":["https://openalex.org/I201850948"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078414923","display_name":"Uwe Handmann","orcid":"https://orcid.org/0000-0003-1230-9446"},"institutions":[{"id":"https://openalex.org/I4210123225","display_name":"Ruhr West University of Applied Sciences","ror":"https://ror.org/02nkxrq89","country_code":"DE","type":"education","lineage":["https://openalex.org/I4210123225"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Uwe Handmann","raw_affiliation_strings":["Computer Science Department, University of Applied Sciences Ruhr West, M\u00fclheim, Germany"],"affiliations":[{"raw_affiliation_string":"Computer Science Department, University of Applied Sciences Ruhr West, M\u00fclheim, Germany","institution_ids":["https://openalex.org/I4210123225"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5061544337","display_name":"Thomas Kopinski","orcid":null},"institutions":[{"id":"https://openalex.org/I3130920692","display_name":"South Westphalia University of Applied Sciences","ror":"https://ror.org/04t5phd24","country_code":"DE","type":"education","lineage":["https://openalex.org/I3130920692"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Thomas Kopinski","raw_affiliation_strings":["Computer Science Department, University of Applied Sciences South Westphalia, Iserlohn, Germany"],"affiliations":[{"raw_affiliation_string":"Computer Science Department, University of Applied Sciences South Westphalia, Iserlohn, Germany","institution_ids":["https://openalex.org/I3130920692"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5030810660"],"corresponding_institution_ids":["https://openalex.org/I201850948"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":{"value":5000,"currency":"EUR","value_usd":5392},"fwci":3.9685,"has_fulltext":true,"cited_by_count":20,"citation_normalized_percentile":{"value":0.95969773,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":93,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"19","last_page":"31"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11398","display_name":"Hand Gesture Recognition Systems","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11398","display_name":"Hand Gesture Recognition Systems","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10914","display_name":"Tactile and Sensory Interactions","score":0.9968000054359436,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10326","display_name":"Indoor and Outdoor Localization Technologies","score":0.9944000244140625,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8645328879356384},{"id":"https://openalex.org/keywords/gesture","display_name":"Gesture","score":0.8624937534332275},{"id":"https://openalex.org/keywords/gesture-recognition","display_name":"Gesture recognition","score":0.6666046380996704},{"id":"https://openalex.org/keywords/frame","display_name":"Frame (networking)","score":0.6389336585998535},{"id":"https://openalex.org/keywords/mobile-device","display_name":"Mobile device","score":0.5812886953353882},{"id":"https://openalex.org/keywords/pipeline","display_name":"Pipeline (software)","score":0.568407416343689},{"id":"https://openalex.org/keywords/generalization","display_name":"Generalization","score":0.5639448761940002},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5585724711418152},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.4663867950439453},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.36040860414505005},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.32027649879455566},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.07393765449523926}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8645328879356384},{"id":"https://openalex.org/C207347870","wikidata":"https://www.wikidata.org/wiki/Q371174","display_name":"Gesture","level":2,"score":0.8624937534332275},{"id":"https://openalex.org/C159437735","wikidata":"https://www.wikidata.org/wiki/Q1519524","display_name":"Gesture recognition","level":3,"score":0.6666046380996704},{"id":"https://openalex.org/C126042441","wikidata":"https://www.wikidata.org/wiki/Q1324888","display_name":"Frame (networking)","level":2,"score":0.6389336585998535},{"id":"https://openalex.org/C186967261","wikidata":"https://www.wikidata.org/wiki/Q5082128","display_name":"Mobile device","level":2,"score":0.5812886953353882},{"id":"https://openalex.org/C43521106","wikidata":"https://www.wikidata.org/wiki/Q2165493","display_name":"Pipeline (software)","level":2,"score":0.568407416343689},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.5639448761940002},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5585724711418152},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4663867950439453},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.36040860414505005},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.32027649879455566},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.07393765449523926},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-319-72038-8_3","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-319-72038-8_3","pdf_url":"https://link.springer.com/content/pdf/10.1007%2F978-3-319-72038-8_3.pdf","source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"}],"best_oa_location":{"id":"doi:10.1007/978-3-319-72038-8_3","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-319-72038-8_3","pdf_url":"https://link.springer.com/content/pdf/10.1007%2F978-3-319-72038-8_3.pdf","source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"sustainable_development_goals":[{"score":0.44999998807907104,"id":"https://metadata.un.org/sdg/8","display_name":"Decent work and economic growth"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2773011574.pdf","grobid_xml":"https://content.openalex.org/works/W2773011574.grobid-xml"},"referenced_works_count":7,"referenced_works":["https://openalex.org/W1806891645","https://openalex.org/W1883922301","https://openalex.org/W2064675550","https://openalex.org/W2085489682","https://openalex.org/W2098764590","https://openalex.org/W2132878997","https://openalex.org/W2270470215"],"related_works":["https://openalex.org/W2066003895","https://openalex.org/W2902873204","https://openalex.org/W2185750513","https://openalex.org/W3147379364","https://openalex.org/W2010878661","https://openalex.org/W2026258298","https://openalex.org/W3204639664","https://openalex.org/W2970836791","https://openalex.org/W2805039731","https://openalex.org/W2989699735"],"abstract_inverted_index":{"We":[0,93],"present":[1],"a":[2,19,28,44,53,77,100,106,135],"pipeline":[3],"for":[4,48,61,149],"recognizing":[5],"dynamic":[6],"freehand":[7,147],"gestures":[8,24,148],"on":[9,13,99],"mobile":[10,29,101,150],"devices":[11],"based":[12],"extracting":[14],"depth":[15],"information":[16],"coming":[17],"from":[18],"single":[20,136],"Time-of-Flight":[21],"sensor.":[22],"Hand":[23],"are":[25,127],"recorded":[26],"with":[27],"3D":[30,39,91],"sensor,":[31],"transformed":[32],"frame":[33,35],"by":[34],"into":[36,43],"an":[37],"appropriate":[38],"descriptor":[40],"and":[41,72,111,130],"fed":[42],"deep":[45],"LSTM":[46,51],"network":[47,109],"recognition":[49],"purposes.":[50],"being":[52],"recurrent":[54],"neural":[55],"model,":[56],"it":[57],"is":[58,121],"uniquely":[59],"suited":[60],"classifying":[62],"explicitly":[63],"time-dependent":[64],"data":[65],"such":[66],"as":[67,105,134],"hand":[68,82],"gestures.":[69],"For":[70],"training":[71],"testing":[73],"purposes,":[74],"we":[75],"create":[76],"small":[78],"database":[79],"of":[80,108,115],"four":[81],"gesture":[83,120],"classes,":[84],"each":[85],"comprising":[86],"40":[87],"$$\\times":[88],"$$":[89],"150":[90],"frames.":[92],"conduct":[94],"experiments":[95],"concerning":[96],"execution":[97],"speed":[98],"device,":[102],"generalization":[103],"capability":[104],"function":[107],"topology,":[110],"classification":[112,137],"ability":[113],"\u2018ahead":[114],"time\u2019,":[116],"i.e.,":[117],"when":[118],"the":[119],"not":[122],"yet":[123],"completed.":[124],"Recognition":[125],"rates":[126],"high":[128],"(>95%)":[129],"maintainable":[131],"in":[132],"real-time":[133],"step":[138],"requires":[139],"less":[140],"than":[141],"1":[142],"ms":[143],"computation":[144],"time,":[145],"introducing":[146],"systems.":[151]},"counts_by_year":[{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":5},{"year":2019,"cited_by_count":3},{"year":2018,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}