{"id":"https://openalex.org/W4391100388","doi":"https://doi.org/10.1145/3580252.3586984","title":"Short: Deep Learning Approach to Skeletal Performance Evaluation of Physical Therapy Exercises","display_name":"Short: Deep Learning Approach to Skeletal Performance Evaluation of Physical Therapy Exercises","publication_year":2023,"publication_date":"2023-06-21","ids":{"openalex":"https://openalex.org/W4391100388","doi":"https://doi.org/10.1145/3580252.3586984"},"language":"en","primary_location":{"id":"doi:10.1145/3580252.3586984","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3580252.3586984","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3580252.3586984","source":null,"license":"cc-by-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 8th ACM/IEEE International Conference on Connected Health: Applications, Systems and Engineering Technologies","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3580252.3586984","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5114488650","display_name":"Bhanu Garg","orcid":"https://orcid.org/0000-0003-3511-8183"},"institutions":[{"id":"https://openalex.org/I36258959","display_name":"University of California, San Diego","ror":"https://ror.org/0168r3w48","country_code":"US","type":"education","lineage":["https://openalex.org/I36258959"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Bhanu Garg","raw_affiliation_strings":["University of California San Diego, La Jolla, CA, USA"],"affiliations":[{"raw_affiliation_string":"University of California San Diego, La Jolla, CA, USA","institution_ids":["https://openalex.org/I36258959"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047079177","display_name":"Alexander Postlmayr","orcid":"https://orcid.org/0009-0004-2596-7661"},"institutions":[{"id":"https://openalex.org/I36258959","display_name":"University of California, San Diego","ror":"https://ror.org/0168r3w48","country_code":"US","type":"education","lineage":["https://openalex.org/I36258959"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Alexander Postlmayr","raw_affiliation_strings":["University of California San Diego, La Jolla, CA, USA"],"affiliations":[{"raw_affiliation_string":"University of California San Diego, La Jolla, CA, USA","institution_ids":["https://openalex.org/I36258959"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068804724","display_name":"Pamela C. Cosman","orcid":"https://orcid.org/0000-0002-4012-0176"},"institutions":[{"id":"https://openalex.org/I36258959","display_name":"University of California, San Diego","ror":"https://ror.org/0168r3w48","country_code":"US","type":"education","lineage":["https://openalex.org/I36258959"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Pamela Cosman","raw_affiliation_strings":["University of California San Diego, La Jolla, CA, USA"],"affiliations":[{"raw_affiliation_string":"University of California San Diego, La Jolla, CA, USA","institution_ids":["https://openalex.org/I36258959"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5105369696","display_name":"Sujit Dey","orcid":"https://orcid.org/0000-0001-9671-3950"},"institutions":[{"id":"https://openalex.org/I36258959","display_name":"University of California, San Diego","ror":"https://ror.org/0168r3w48","country_code":"US","type":"education","lineage":["https://openalex.org/I36258959"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sujit Dey","raw_affiliation_strings":["University of California San Diego, La Jolla, CA, USA"],"affiliations":[{"raw_affiliation_string":"University of California San Diego, La Jolla, CA, USA","institution_ids":["https://openalex.org/I36258959"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5114488650"],"corresponding_institution_ids":["https://openalex.org/I36258959"],"apc_list":null,"apc_paid":null,"fwci":0.4884,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.67196175,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"168","last_page":"172"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10812","display_name":"Human Pose and Action Recognition","score":0.9993000030517578,"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":0.9993000030517578,"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/T11227","display_name":"Diabetic Foot Ulcer Assessment and Management","score":0.9907000064849854,"subfield":{"id":"https://openalex.org/subfields/2712","display_name":"Endocrinology, Diabetes and Metabolism"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10114","display_name":"Balance, Gait, and Falls Prevention","score":0.9889000058174133,"subfield":{"id":"https://openalex.org/subfields/3612","display_name":"Physical Therapy, Sports Therapy and Rehabilitation"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6248556971549988},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.398867130279541}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6248556971549988},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.398867130279541}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3580252.3586984","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3580252.3586984","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3580252.3586984","source":null,"license":"cc-by-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 8th ACM/IEEE International Conference on Connected Health: Applications, Systems and Engineering Technologies","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3580252.3586984","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3580252.3586984","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3580252.3586984","source":null,"license":"cc-by-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 8th ACM/IEEE International Conference on Connected Health: Applications, Systems and Engineering Technologies","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4391100388.pdf","grobid_xml":"https://content.openalex.org/works/W4391100388.grobid-xml"},"referenced_works_count":28,"referenced_works":["https://openalex.org/W2057064684","https://openalex.org/W2066118953","https://openalex.org/W2095612302","https://openalex.org/W2101032778","https://openalex.org/W2260521078","https://openalex.org/W2274145879","https://openalex.org/W2611932403","https://openalex.org/W2919910909","https://openalex.org/W2922370718","https://openalex.org/W2951095152","https://openalex.org/W2962896489","https://openalex.org/W2963329331","https://openalex.org/W2963820951","https://openalex.org/W2975941018","https://openalex.org/W3000583260","https://openalex.org/W3009800047","https://openalex.org/W3011236446","https://openalex.org/W3013402540","https://openalex.org/W3033133316","https://openalex.org/W3034428823","https://openalex.org/W3037831098","https://openalex.org/W3085792653","https://openalex.org/W3105256316","https://openalex.org/W3114129732","https://openalex.org/W3166327729","https://openalex.org/W3189240999","https://openalex.org/W3189905733","https://openalex.org/W4200075992"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W2382290278","https://openalex.org/W2350741829","https://openalex.org/W2530322880","https://openalex.org/W1596801655","https://openalex.org/W2359140296"],"abstract_inverted_index":{"At-home":[0],"exercising":[1],"strongly":[2],"predicts":[3],"physical":[4,50,128,134,153],"therapy":[5,51,129],"patient":[6,13,18,24,114,163],"outcomes,":[7],"underscoring":[8],"the":[9,97,108,113,139],"need":[10],"for":[11,22,75,89,152],"analyzing":[12],"behaviors":[14],"at-home":[15,76],"via":[16],"remote":[17,23,162],"monitoring.":[19],"Contemporary":[20],"methods":[21],"monitoring":[25,164],"rely":[26],"on":[27,122],"specialized":[28],"sensors,":[29],"i.e.,":[30],"Inertial":[31],"Measurement":[32],"Units,":[33],"RGB-Depth":[34],"cameras,":[35],"motion":[36],"capture":[37],"systems,":[38],"or":[39],"stereo":[40],"vision":[41],"which":[42,95,105],"are":[43],"costly":[44],"and":[45,101,157,165,176],"not":[46],"scalable":[47],"to":[48],"all":[49],"patients.":[52],"Here,":[53],"we":[54,69,160],"observe":[55],"a":[56,62,71,83,133,168],"lack":[57],"of":[58,99,125,141],"literature":[59],"using":[60,78,142],"only":[61,79],"monocular":[63],"RGB":[64],"camera.":[65,85],"In":[66],"this":[67],"paper,":[68],"demonstrate":[70,138],"skeletal":[72,143],"feedback":[73],"model":[74],"exercises":[77,130],"video":[80],"acquired":[81],"from":[82,145,167],"smartphone":[84],"We":[86,118],"propose":[87],"models":[88,121,151],"(i)":[90],"Patient":[91],"Performance":[92],"Evaluation":[93],"-":[94,104,171],"classifies":[96],"correctness":[98],"exercises,":[100],"(ii)":[102],"Guidance":[103],"identifies":[106],"why":[107],"exercise":[109,155],"went":[110],"wrong":[111],"so":[112],"can":[115],"correct":[116],"themselves.":[117],"use":[119],"these":[120],"our":[123],"dataset":[124],"four":[126],"common":[127],"labeled":[131],"by":[132],"therapist.":[135],"Our":[136],"results":[137],"feasibility":[140],"data":[144],"state-of-the-art":[146],"3D":[147],"human":[148],"pose":[149],"estimation":[150],"rehabilitation":[154],"evaluation":[156],"guidance.":[158],"Thus,":[159],"enable":[161],"guidance":[166],"single":[169],"camera":[170],"making":[172],"it":[173],"highly":[174],"cost-effective":[175],"scalable.":[177]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":2}],"updated_date":"2026-03-15T09:29:46.208133","created_date":"2025-10-10T00:00:00"}
