{"id":"https://openalex.org/W4308723559","doi":"https://doi.org/10.3390/a15110403","title":"Deep Learning Models for Yoga Pose Monitoring","display_name":"Deep Learning Models for Yoga Pose Monitoring","publication_year":2022,"publication_date":"2022-10-31","ids":{"openalex":"https://openalex.org/W4308723559","doi":"https://doi.org/10.3390/a15110403"},"language":"en","primary_location":{"id":"doi:10.3390/a15110403","is_oa":true,"landing_page_url":"https://doi.org/10.3390/a15110403","pdf_url":"https://www.mdpi.com/1999-4893/15/11/403/pdf?version=1667284296","source":{"id":"https://openalex.org/S190629608","display_name":"Algorithms","issn_l":"1999-4893","issn":["1999-4893"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Algorithms","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1999-4893/15/11/403/pdf?version=1667284296","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5086154334","display_name":"Debabrata Swain","orcid":"https://orcid.org/0000-0001-7775-3244"},"institutions":[{"id":"https://openalex.org/I33586908","display_name":"Pandit Deendayal Petroleum University","ror":"https://ror.org/02nsv5p42","country_code":"IN","type":"education","lineage":["https://openalex.org/I33586908"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Debabrata Swain","raw_affiliation_strings":["Computer Science and Engineering Department, Pandit Deendayal Energy University, Gandhinagar 382007, India"],"affiliations":[{"raw_affiliation_string":"Computer Science and Engineering Department, Pandit Deendayal Energy University, Gandhinagar 382007, India","institution_ids":["https://openalex.org/I33586908"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062662531","display_name":"Santosh Kumar Satapathy","orcid":"https://orcid.org/0000-0001-7243-1203"},"institutions":[{"id":"https://openalex.org/I33586908","display_name":"Pandit Deendayal Petroleum University","ror":"https://ror.org/02nsv5p42","country_code":"IN","type":"education","lineage":["https://openalex.org/I33586908"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Santosh Satapathy","raw_affiliation_strings":["Computer Science and Engineering Department, Pandit Deendayal Energy University, Gandhinagar 382007, India"],"affiliations":[{"raw_affiliation_string":"Computer Science and Engineering Department, Pandit Deendayal Energy University, Gandhinagar 382007, India","institution_ids":["https://openalex.org/I33586908"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031377837","display_name":"Biswaranjan Acharya","orcid":"https://orcid.org/0000-0002-6506-9207"},"institutions":[{"id":"https://openalex.org/I3132999081","display_name":"Marwadi University","ror":"https://ror.org/030dn1812","country_code":"IN","type":"education","lineage":["https://openalex.org/I3132999081"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Biswaranjan Acharya","raw_affiliation_strings":["Department of Computer Engineering-AI, Marwadi University, Rajkot 360003, India"],"affiliations":[{"raw_affiliation_string":"Department of Computer Engineering-AI, Marwadi University, Rajkot 360003, India","institution_ids":["https://openalex.org/I3132999081"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102672713","display_name":"Madhu Shukla","orcid":null},"institutions":[{"id":"https://openalex.org/I3132999081","display_name":"Marwadi University","ror":"https://ror.org/030dn1812","country_code":"IN","type":"education","lineage":["https://openalex.org/I3132999081"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Madhu Shukla","raw_affiliation_strings":["Department of Computer Engineering-AI and Big Data Analytics, Marwadi University, Rajkot 360003, India"],"affiliations":[{"raw_affiliation_string":"Department of Computer Engineering-AI and Big Data Analytics, Marwadi University, Rajkot 360003, India","institution_ids":["https://openalex.org/I3132999081"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046194597","display_name":"Vassilis C. Gerogiannis","orcid":"https://orcid.org/0000-0002-9895-7606"},"institutions":[{"id":"https://openalex.org/I145722265","display_name":"University of Thessaly","ror":"https://ror.org/04v4g9h31","country_code":"GR","type":"education","lineage":["https://openalex.org/I145722265"]}],"countries":["GR"],"is_corresponding":true,"raw_author_name":"Vassilis C. Gerogiannis","raw_affiliation_strings":["Department of Digital Systems, University of Thessaly, 41500 Larissa, Greece"],"affiliations":[{"raw_affiliation_string":"Department of Digital Systems, University of Thessaly, 41500 Larissa, Greece","institution_ids":["https://openalex.org/I145722265"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004664070","display_name":"Andreas Kanavos","orcid":"https://orcid.org/0000-0002-9964-4134"},"institutions":[{"id":"https://openalex.org/I187792471","display_name":"Ionian University","ror":"https://ror.org/01xm4n520","country_code":"GR","type":"education","lineage":["https://openalex.org/I187792471"]}],"countries":["GR"],"is_corresponding":true,"raw_author_name":"Andreas Kanavos","raw_affiliation_strings":["Department of Informatics, Ionian University, 49100 Corfu, Greece"],"affiliations":[{"raw_affiliation_string":"Department of Informatics, Ionian University, 49100 Corfu, Greece","institution_ids":["https://openalex.org/I187792471"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5086253776","display_name":"Dimitris Giakovis","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Dimitris Giakovis","raw_affiliation_strings":["Experimental School of Larissa, Ministry of Education, 41334 Larissa, Greece"],"affiliations":[{"raw_affiliation_string":"Experimental School of Larissa, Ministry of Education, 41334 Larissa, Greece","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5004664070","https://openalex.org/A5031377837","https://openalex.org/A5046194597"],"corresponding_institution_ids":["https://openalex.org/I145722265","https://openalex.org/I187792471","https://openalex.org/I3132999081"],"apc_list":{"value":1400,"currency":"CHF","value_usd":1515},"apc_paid":{"value":1400,"currency":"CHF","value_usd":1515},"fwci":5.5061,"has_fulltext":false,"cited_by_count":59,"citation_normalized_percentile":{"value":0.97038436,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"15","issue":"11","first_page":"403","last_page":"403"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10812","display_name":"Human Pose and Action Recognition","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T10812","display_name":"Human Pose and Action Recognition","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T10331","display_name":"Video Surveillance and Tracking Methods","score":0.9894000291824341,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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":0.9617000222206116,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.829636812210083},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.771470308303833},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.7055400013923645},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.6806902289390564},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5662169456481934},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5566890835762024},{"id":"https://openalex.org/keywords/layer","display_name":"Layer (electronics)","score":0.452046662569046},{"id":"https://openalex.org/keywords/recurrent-neural-network","display_name":"Recurrent neural network","score":0.4477354884147644},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.3953179121017456}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.829636812210083},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.771470308303833},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.7055400013923645},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.6806902289390564},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5662169456481934},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5566890835762024},{"id":"https://openalex.org/C2779227376","wikidata":"https://www.wikidata.org/wiki/Q6505497","display_name":"Layer (electronics)","level":2,"score":0.452046662569046},{"id":"https://openalex.org/C147168706","wikidata":"https://www.wikidata.org/wiki/Q1457734","display_name":"Recurrent neural network","level":3,"score":0.4477354884147644},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.3953179121017456},{"id":"https://openalex.org/C178790620","wikidata":"https://www.wikidata.org/wiki/Q11351","display_name":"Organic chemistry","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.3390/a15110403","is_oa":true,"landing_page_url":"https://doi.org/10.3390/a15110403","pdf_url":"https://www.mdpi.com/1999-4893/15/11/403/pdf?version=1667284296","source":{"id":"https://openalex.org/S190629608","display_name":"Algorithms","issn_l":"1999-4893","issn":["1999-4893"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Algorithms","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:22ac7fbe70144695ad6763d96b8cc5eb","is_oa":true,"landing_page_url":"https://doaj.org/article/22ac7fbe70144695ad6763d96b8cc5eb","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Algorithms, Vol 15, Iss 11, p 403 (2022)","raw_type":"article"},{"id":"pmh:oai:ir.lib.uth.gr:11615/79527","is_oa":false,"landing_page_url":"http://hdl.handle.net/11615/79527","pdf_url":null,"source":{"id":"https://openalex.org/S4306400243","display_name":"University of Thessaly Institutional Repository (University of Thessaly)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I145722265","host_organization_name":"University of Thessaly","host_organization_lineage":["https://openalex.org/I145722265"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Algorithms","raw_type":"journalArticle"},{"id":"pmh:oai:mdpi.com:/1999-4893/15/11/403/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/a15110403","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Algorithms; Volume 15; Issue 11; Pages: 403","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/a15110403","is_oa":true,"landing_page_url":"https://doi.org/10.3390/a15110403","pdf_url":"https://www.mdpi.com/1999-4893/15/11/403/pdf?version=1667284296","source":{"id":"https://openalex.org/S190629608","display_name":"Algorithms","issn_l":"1999-4893","issn":["1999-4893"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Algorithms","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.75,"display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4308723559.pdf","grobid_xml":"https://content.openalex.org/works/W4308723559.grobid-xml"},"referenced_works_count":44,"referenced_works":["https://openalex.org/W2004902747","https://openalex.org/W2034899024","https://openalex.org/W2052480371","https://openalex.org/W2095705004","https://openalex.org/W2096049976","https://openalex.org/W2114825997","https://openalex.org/W2155653793","https://openalex.org/W2180635266","https://openalex.org/W2524168323","https://openalex.org/W2534967544","https://openalex.org/W2587256304","https://openalex.org/W2769581371","https://openalex.org/W2784272016","https://openalex.org/W2788865504","https://openalex.org/W2893345206","https://openalex.org/W2896135735","https://openalex.org/W2914337210","https://openalex.org/W2936275231","https://openalex.org/W2944912183","https://openalex.org/W2962992555","https://openalex.org/W2964306294","https://openalex.org/W2994816636","https://openalex.org/W3010398094","https://openalex.org/W3011427062","https://openalex.org/W3013497550","https://openalex.org/W3025550719","https://openalex.org/W3034440640","https://openalex.org/W3045233820","https://openalex.org/W3127611662","https://openalex.org/W3173760068","https://openalex.org/W3176277033","https://openalex.org/W3186818188","https://openalex.org/W3208006140","https://openalex.org/W3216463631","https://openalex.org/W4220706940","https://openalex.org/W4235204403","https://openalex.org/W4252974092","https://openalex.org/W4290024101","https://openalex.org/W6674330103","https://openalex.org/W6728266187","https://openalex.org/W6766004675","https://openalex.org/W6775329339","https://openalex.org/W6796914860","https://openalex.org/W6804223139"],"related_works":["https://openalex.org/W4225394202","https://openalex.org/W4298287631","https://openalex.org/W2953061907","https://openalex.org/W1847088711","https://openalex.org/W3036642985","https://openalex.org/W4226493464","https://openalex.org/W3133861977","https://openalex.org/W2951211570","https://openalex.org/W3103566983","https://openalex.org/W3008584592"],"abstract_inverted_index":{"Activity":[0],"recognition":[1,15,57,106],"is":[2,120,161],"the":[3,42,53,78,85,117,123,128,131,136,149,164,169,184,194],"process":[4],"of":[5,44,58,66,80,90,125,138,140],"continuously":[6],"monitoring":[7],"a":[8,21,112,158],"person\u2019s":[9],"activity":[10],"and":[11,31,56,95,130,200,209],"movement.":[12],"Human":[13],"posture":[14],"can":[16,190,204],"be":[17,145,191],"utilized":[18],"to":[19,28,144],"assemble":[20],"self-guidance":[22],"practice":[23],"framework":[24],"that":[25,196],"permits":[26],"individuals":[27],"accurately":[29],"learn":[30],"rehearse":[32],"yoga":[33,60,71,104],"postures":[34,72],"without":[35],"getting":[36],"help":[37],"from":[38,127],"anyone":[39],"else.":[40],"With":[41],"use":[43],"deep":[45,113,202],"learning":[46,114,178,198,203],"algorithms,":[47],"we":[48],"propose":[49],"an":[50],"approach":[51],"for":[52,103,122,142],"efficient":[54],"detection":[55],"various":[59],"poses.":[61],"The":[62],"chosen":[63],"dataset":[64],"consists":[65],"85":[67],"videos":[68,110],"with":[69,180],"6":[70],"performed":[73],"by":[74],"15":[75],"participants,":[76],"where":[77],"keypoints":[79,129],"users":[81],"are":[82,151],"extracted":[83],"using":[84],"Mediapipe":[86],"library.":[87],"A":[88],"combination":[89],"Convolutional":[91],"Neural":[92],"Network":[93],"(CNN)":[94],"Long":[96],"Short-Term":[97],"Memory":[98],"(LSTM)":[99],"has":[100],"been":[101],"employed":[102],"pose":[105,160],"through":[107,172],"real-time":[108],"monitored":[109],"as":[111,153,183],"model.":[115],"Specifically,":[116],"CNN":[118],"layer":[119,134],"used":[121],"extraction":[124],"features":[126],"following":[132],"LSTM":[133],"understands":[135],"occurrence":[137],"sequence":[139],"frames":[141],"predictions":[143],"implemented.":[146],"In":[147],"following,":[148],"poses":[150],"classified":[152],"correct":[154,159],"or":[155],"incorrect;":[156],"if":[157],"identified,":[162],"then":[163],"system":[165],"will":[166],"provide":[167],"user":[168],"corresponding":[170],"feedback":[171],"text/speech.":[173],"This":[174],"paper":[175],"combines":[176],"machine":[177,197],"foundations":[179],"data":[181,207],"structures":[182],"synergy":[185],"between":[186],"these":[187],"two":[188],"areas":[189],"established":[192],"in":[193],"sense":[195],"techniques":[199],"especially":[201],"efficiently":[205],"recognize":[206],"schemas":[208],"make":[210],"them":[211],"interoperable.":[212]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":18},{"year":2024,"cited_by_count":24},{"year":2023,"cited_by_count":12}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2022-11-15T00:00:00"}