{"id":"https://openalex.org/W4408353011","doi":"https://doi.org/10.1109/icassp49660.2025.10890852","title":"Automatic Parkinson\u2019s disease detection from speech: Layer selection vs adaptation of foundation models","display_name":"Automatic Parkinson\u2019s disease detection from speech: Layer selection vs adaptation of foundation models","publication_year":2025,"publication_date":"2025-03-12","ids":{"openalex":"https://openalex.org/W4408353011","doi":"https://doi.org/10.1109/icassp49660.2025.10890852"},"language":"en","primary_location":{"id":"doi:10.1109/icassp49660.2025.10890852","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp49660.2025.10890852","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICASSP 2025 - 2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5003220837","display_name":"Tilak Purohit","orcid":null},"institutions":[{"id":"https://openalex.org/I7495430","display_name":"Idiap Research Institute","ror":"https://ror.org/05932h694","country_code":"CH","type":"facility","lineage":["https://openalex.org/I7495430"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Tilak Purohit","raw_affiliation_strings":["Idiap Research Institute,Martigny,Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Idiap Research Institute,Martigny,Switzerland","institution_ids":["https://openalex.org/I7495430"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5116594392","display_name":"Barbara Ruvolo","orcid":null},"institutions":[{"id":"https://openalex.org/I7495430","display_name":"Idiap Research Institute","ror":"https://ror.org/05932h694","country_code":"CH","type":"facility","lineage":["https://openalex.org/I7495430"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Barbara Ruvolo","raw_affiliation_strings":["Idiap Research Institute,Martigny,Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Idiap Research Institute,Martigny,Switzerland","institution_ids":["https://openalex.org/I7495430"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014414626","display_name":"Juan Rafael Orozco\u2010Arroyave","orcid":"https://orcid.org/0000-0002-8507-0782"},"institutions":[{"id":"https://openalex.org/I35961687","display_name":"Universidad de Antioquia","ror":"https://ror.org/03bp5hc83","country_code":"CO","type":"education","lineage":["https://openalex.org/I35961687"]}],"countries":["CO"],"is_corresponding":false,"raw_author_name":"Juan Rafael Orozco-Arroyave","raw_affiliation_strings":["Universidad de Antioquia,GITA Lab,Colombia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidad de Antioquia,GITA Lab,Colombia","institution_ids":["https://openalex.org/I35961687"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5043551083","display_name":"Mathew Magimai.-Doss","orcid":"https://orcid.org/0000-0002-8714-1409"},"institutions":[{"id":"https://openalex.org/I7495430","display_name":"Idiap Research Institute","ror":"https://ror.org/05932h694","country_code":"CH","type":"facility","lineage":["https://openalex.org/I7495430"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Mathew Magimai.-Doss","raw_affiliation_strings":["Idiap Research Institute,Martigny,Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Idiap Research Institute,Martigny,Switzerland","institution_ids":["https://openalex.org/I7495430"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":37.7159,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.99541845,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10863","display_name":"Voice and Speech Disorders","score":0.9796000123023987,"subfield":{"id":"https://openalex.org/subfields/2737","display_name":"Physiology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10863","display_name":"Voice and Speech Disorders","score":0.9796000123023987,"subfield":{"id":"https://openalex.org/subfields/2737","display_name":"Physiology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/foundation","display_name":"Foundation (evidence)","score":0.7238084673881531},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.621871292591095},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.6047866940498352},{"id":"https://openalex.org/keywords/adaptation","display_name":"Adaptation (eye)","score":0.6043218374252319},{"id":"https://openalex.org/keywords/layer","display_name":"Layer (electronics)","score":0.5484750866889954},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.5053556561470032},{"id":"https://openalex.org/keywords/disease","display_name":"Disease","score":0.42794013023376465},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3783976435661316},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.17923319339752197},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.12851154804229736},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.12088096141815186},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.07858157157897949},{"id":"https://openalex.org/keywords/history","display_name":"History","score":0.06590452790260315}],"concepts":[{"id":"https://openalex.org/C2780966255","wikidata":"https://www.wikidata.org/wiki/Q5474306","display_name":"Foundation (evidence)","level":2,"score":0.7238084673881531},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.621871292591095},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.6047866940498352},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.6043218374252319},{"id":"https://openalex.org/C2779227376","wikidata":"https://www.wikidata.org/wiki/Q6505497","display_name":"Layer (electronics)","level":2,"score":0.5484750866889954},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.5053556561470032},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.42794013023376465},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3783976435661316},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.17923319339752197},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.12851154804229736},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.12088096141815186},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.07858157157897949},{"id":"https://openalex.org/C95457728","wikidata":"https://www.wikidata.org/wiki/Q309","display_name":"History","level":0,"score":0.06590452790260315},{"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/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","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":1,"locations":[{"id":"doi:10.1109/icassp49660.2025.10890852","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp49660.2025.10890852","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICASSP 2025 - 2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":43,"referenced_works":["https://openalex.org/W1968573968","https://openalex.org/W1980447908","https://openalex.org/W2112648950","https://openalex.org/W2117539524","https://openalex.org/W2150769028","https://openalex.org/W2194775991","https://openalex.org/W2293992264","https://openalex.org/W2404873600","https://openalex.org/W2746624190","https://openalex.org/W2747514149","https://openalex.org/W2885806496","https://openalex.org/W2889443538","https://openalex.org/W2890964092","https://openalex.org/W2919115771","https://openalex.org/W2979665226","https://openalex.org/W3003463538","https://openalex.org/W3015705854","https://openalex.org/W3117926103","https://openalex.org/W3155926737","https://openalex.org/W3160773219","https://openalex.org/W3173970713","https://openalex.org/W3194685376","https://openalex.org/W3197864040","https://openalex.org/W3198429080","https://openalex.org/W4281492411","https://openalex.org/W4286696769","https://openalex.org/W4295260662","https://openalex.org/W4295934973","https://openalex.org/W4296194840","https://openalex.org/W4375869259","https://openalex.org/W4385822938","https://openalex.org/W4390874621","https://openalex.org/W4392909818","https://openalex.org/W4402111628","https://openalex.org/W4402112032","https://openalex.org/W4402112133","https://openalex.org/W4402112142","https://openalex.org/W4402115955","https://openalex.org/W6691422759","https://openalex.org/W6780218876","https://openalex.org/W6796581206","https://openalex.org/W6847363464","https://openalex.org/W7073743773"],"related_works":["https://openalex.org/W2381393187","https://openalex.org/W2332779545","https://openalex.org/W2358060160","https://openalex.org/W2035483685","https://openalex.org/W1969764885","https://openalex.org/W596947562","https://openalex.org/W2793937822","https://openalex.org/W2790817834","https://openalex.org/W2777605427","https://openalex.org/W2930320701"],"abstract_inverted_index":{"In":[0],"this":[1],"work,":[2],"we":[3,49],"investigate":[4],"Speech":[5],"Foundation":[6],"Models":[7],"(SFMs)":[8],"for":[9,30,45],"Parkinson\u2019s":[10],"Disease":[11],"(PD)":[12],"detection.":[13,32,47],"We":[14,33],"explore":[15],"two":[16],"main":[17],"approaches:":[18],"(1)":[19],"using":[20,65,98],"SFMs":[21,29],"as":[22],"frozen":[23],"feature":[24],"extractors":[25],"and,":[26,61],"(2)":[27],"fine-tuning/adapting":[28],"PD":[31,46],"propose":[34],"a":[35,86],"cross-validation-based":[36],"layer":[37,43,55,73],"selection":[38,56,74],"methodology":[39],"to":[40],"identify":[41],"the":[42,51,54],"effective":[44],"Additionally,":[48],"compare":[50],"performance":[52],"of":[53],"scheme":[57],"with":[58,82],"full":[59,83],"fine-tuning":[60,63,77,96],"parameter-efficient":[62,88],"(PEFT)":[64],"Low-Rank":[66],"Adaptation":[67],"(LoRA).":[68],"Our":[69],"results":[70],"show":[71],"that":[72],"and":[75],"LoRA-based":[76],"can":[78],"perform":[79],"on":[80],"par":[81],"fine-tuning,":[84],"providing":[85],"more":[87],"alternative.":[89],"The":[90],"highest":[91],"accuracy":[92],"was":[93],"achieved":[94],"by":[95],"Whisper":[97],"LoRA.":[99]},"counts_by_year":[{"year":2025,"cited_by_count":6}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}