{"id":"https://openalex.org/W4413940701","doi":"https://doi.org/10.32604/cmc.2025.067280","title":"Study on User Interaction for Mixed Reality through Hand Gestures Based on Neural Network","display_name":"Study on User Interaction for Mixed Reality through Hand Gestures Based on Neural Network","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4413940701","doi":"https://doi.org/10.32604/cmc.2025.067280"},"language":"en","primary_location":{"id":"doi:10.32604/cmc.2025.067280","is_oa":true,"landing_page_url":"https://doi.org/10.32604/cmc.2025.067280","pdf_url":null,"source":{"id":"https://openalex.org/S4210191605","display_name":"Computers, materials & continua/Computers, materials & continua (Print)","issn_l":"1546-2218","issn":["1546-2218","1546-2226"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers, Materials & Continua","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://doi.org/10.32604/cmc.2025.067280","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5085832031","display_name":"Bruce W. Jo","orcid":"https://orcid.org/0000-0002-3932-5641"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"BeomJun Jo","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5005406818","display_name":"SeongKi Kim","orcid":"https://orcid.org/0000-0002-2664-3632"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"SeongKi Kim","raw_affiliation_strings":[],"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5085832031"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.13511999,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"85","issue":"2","first_page":"2701","last_page":"2714"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12260","display_name":"Educational Technology and Pedagogy","score":0.7695000171661377,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T12260","display_name":"Educational Technology and Pedagogy","score":0.7695000171661377,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T11398","display_name":"Hand Gesture Recognition Systems","score":0.7555000185966492,"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/T13903","display_name":"Innovative Educational Techniques","score":0.7148000001907349,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/gesture","display_name":"Gesture","score":0.7578728199005127},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.6399891972541809},{"id":"https://openalex.org/keywords/mixed-reality","display_name":"Mixed reality","score":0.6014444828033447},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5832000970840454},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.49145710468292236},{"id":"https://openalex.org/keywords/augmented-reality","display_name":"Augmented reality","score":0.23225775361061096},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2200520932674408}],"concepts":[{"id":"https://openalex.org/C207347870","wikidata":"https://www.wikidata.org/wiki/Q371174","display_name":"Gesture","level":2,"score":0.7578728199005127},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.6399891972541809},{"id":"https://openalex.org/C206776904","wikidata":"https://www.wikidata.org/wiki/Q1758389","display_name":"Mixed reality","level":3,"score":0.6014444828033447},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5832000970840454},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.49145710468292236},{"id":"https://openalex.org/C153715457","wikidata":"https://www.wikidata.org/wiki/Q254183","display_name":"Augmented reality","level":2,"score":0.23225775361061096},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2200520932674408}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.32604/cmc.2025.067280","is_oa":true,"landing_page_url":"https://doi.org/10.32604/cmc.2025.067280","pdf_url":null,"source":{"id":"https://openalex.org/S4210191605","display_name":"Computers, materials & continua/Computers, materials & continua (Print)","issn_l":"1546-2218","issn":["1546-2218","1546-2226"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers, Materials & Continua","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.32604/cmc.2025.067280","is_oa":true,"landing_page_url":"https://doi.org/10.32604/cmc.2025.067280","pdf_url":null,"source":{"id":"https://openalex.org/S4210191605","display_name":"Computers, materials & continua/Computers, materials & continua (Print)","issn_l":"1546-2218","issn":["1546-2218","1546-2226"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers, Materials & Continua","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W2791526950","https://openalex.org/W2962730651","https://openalex.org/W2991494819","https://openalex.org/W3135617157","https://openalex.org/W3151078102","https://openalex.org/W3163250643","https://openalex.org/W4221075751","https://openalex.org/W4322767258","https://openalex.org/W4364377440","https://openalex.org/W4384298867","https://openalex.org/W4391874448","https://openalex.org/W4391892698","https://openalex.org/W4396782859","https://openalex.org/W4400228912","https://openalex.org/W4400677186","https://openalex.org/W4400824314","https://openalex.org/W4401385729","https://openalex.org/W4406143095","https://openalex.org/W4413146161"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2537963312","https://openalex.org/W2066003895","https://openalex.org/W2087962082","https://openalex.org/W2039529963","https://openalex.org/W2037920393","https://openalex.org/W4403176051","https://openalex.org/W1538838084"],"abstract_inverted_index":{"The":[0],"rapid":[1],"evolution":[2],"of":[3,53,133,144,163,175,219],"virtual":[4],"reality":[5,9],"(VR)":[6],"and":[7,24,39,91,107,113,159,181,201,221,226],"augmented":[8],"(AR)":[10],"technologies":[11],"has":[12,212],"significantly":[13],"transformed":[14],"human-computer":[15],"interaction,":[16],"with":[17,120],"applications":[18],"spanning":[19],"entertainment,":[20],"education,":[21],"healthcare,":[22],"industry,":[23],"remote":[25],"collaboration.":[26],"A":[27],"central":[28],"challenge":[29],"in":[30,35,111,187],"these":[31],"immersive":[32],"systems":[33],"lies":[34],"enabling":[36],"intuitive,":[37],"efficient,":[38],"natural":[40],"interactions.":[41],"Hand":[42],"gesture":[43,78,185,208],"recognition":[44,79,186],"offers":[45],"a":[46,127,149],"compelling":[47],"solution":[48],"by":[49],"leveraging":[50],"the":[51,121,176,195,213,217,228],"expressiveness":[52],"human":[54],"hands":[55],"to":[56,84,154,179,215],"facilitate":[57],"seamless":[58],"control":[59],"without":[60],"relying":[61],"on":[62],"traditional":[63],"input":[64],"devices":[65],"such":[66],"as":[67],"controllers":[68],"or":[69],"keyboards,":[70],"which":[71],"can":[72],"limit":[73],"immersion.":[74],"However,":[75],"achieving":[76],"robust":[77,157],"requires":[80],"overcoming":[81],"challenges":[82],"related":[83],"accurate":[85],"hand":[86,109,184],"tracking,":[87],"complex":[88],"environmental":[89],"conditions,":[90],"minimizing":[92],"system":[93],"latency.":[94],"This":[95,171],"study":[96],"proposes":[97],"an":[98],"artificial":[99],"intelligence":[100],"(AI)-driven":[101],"framework":[102],"for":[103,197],"recognizing":[104],"both":[105],"static":[106],"dynamic":[108,183],"gestures":[110,165],"VR":[112,169,192,220],"AR":[114,222],"environments":[115],"using":[116,190],"skeleton-based":[117],"tracking":[118],"compliant":[119],"OpenXR":[122],"standard.":[123],"Our":[124],"approach":[125],"employs":[126],"lightweight":[128],"neural":[129],"network":[130],"architecture":[131],"capable":[132],"real-time":[134],"classification":[135,162],"within":[136],"approximately":[137],"1.3":[138],"ms":[139],"while":[140],"maintaining":[141],"average":[142],"accuracy":[143],"95%.":[145],"We":[146],"also":[147],"introduce":[148],"novel":[150],"dataset":[151],"generation":[152],"method":[153],"support":[155],"training":[156],"models":[158],"demonstrate":[160],"consistent":[161],"diverse":[164,224],"across":[166,223],"widespread":[167],"commercial":[168],"devices.":[170],"work":[172],"represents":[173],"one":[174],"first":[177],"studies":[178],"implement":[180],"validate":[182],"real":[188],"time":[189],"standardized":[191],"hardware,":[193],"laying":[194],"groundwork":[196],"more":[198],"immersive,":[199],"accessible,":[200],"user-friendly":[202],"interaction":[203],"systems.":[204],"By":[205],"advancing":[206],"AI-driven":[207],"interfaces,":[209],"this":[210],"research":[211],"potential":[214],"broaden":[216],"adoption":[218],"domains":[225],"enhance":[227],"overall":[229],"user":[230],"experience.":[231]},"counts_by_year":[],"updated_date":"2025-12-05T23:21:25.405358","created_date":"2025-10-10T00:00:00"}