{"id":"https://openalex.org/W4402680728","doi":"https://doi.org/10.1145/3653644.3653648","title":"Deep Learning Models for Discrimination of Parkinson's disease and Multiple System Atrophy on Brain Magnetic Resonance Imaging","display_name":"Deep Learning Models for Discrimination of Parkinson's disease and Multiple System Atrophy on Brain Magnetic Resonance Imaging","publication_year":2024,"publication_date":"2024-04-26","ids":{"openalex":"https://openalex.org/W4402680728","doi":"https://doi.org/10.1145/3653644.3653648"},"language":"en","primary_location":{"id":"doi:10.1145/3653644.3653648","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3653644.3653648","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2024 3rd International Conference on Frontiers of Artificial Intelligence and Machine Learning","raw_type":"proceedings-article"},"type":"article","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/A5085110275","display_name":"Yuji Du","orcid":"https://orcid.org/0009-0004-4920-153X"},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yuji Du","raw_affiliation_strings":["Huazhong University of Science and Technology, China"],"raw_orcid":"https://orcid.org/0009-0004-4920-153X","affiliations":[{"raw_affiliation_string":"Huazhong University of Science and Technology, China","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102087504","display_name":"Xuanyan Wu","orcid":"https://orcid.org/0009-0006-2076-1204"},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xuanyan Wu","raw_affiliation_strings":["Huazhong University of Science and Technology, China"],"raw_orcid":"https://orcid.org/0009-0006-2076-1204","affiliations":[{"raw_affiliation_string":"Huazhong University of Science and Technology, China","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100860106","display_name":"Hao Yang","orcid":"https://orcid.org/0009-0007-9346-446X"},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hao Yang","raw_affiliation_strings":["Huazhong University of Science and Technology, China"],"raw_orcid":"https://orcid.org/0009-0007-9346-446X","affiliations":[{"raw_affiliation_string":"Huazhong University of Science and Technology, China","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5105251499","display_name":"Dong Liang","orcid":null},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dong Liang","raw_affiliation_strings":["Huazhong University of Science and Technology, China"],"raw_orcid":"https://orcid.org/0009-0001-3535-6600","affiliations":[{"raw_affiliation_string":"Huazhong University of Science and Technology, China","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046779564","display_name":"Jianing Jin","orcid":"https://orcid.org/0000-0002-2960-783X"},"institutions":[{"id":"https://openalex.org/I183519381","display_name":"Capital Medical University","ror":"https://ror.org/013xs5b60","country_code":"CN","type":"education","lineage":["https://openalex.org/I183519381"]},{"id":"https://openalex.org/I4210087691","display_name":"Beijing Tian Tan Hospital","ror":"https://ror.org/003regz62","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210087691"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianing Jin","raw_affiliation_strings":["Beijing Tiantan Hospital, Capital Medical University, China"],"raw_orcid":"https://orcid.org/0000-0002-2960-783X","affiliations":[{"raw_affiliation_string":"Beijing Tiantan Hospital, Capital Medical University, China","institution_ids":["https://openalex.org/I4210087691","https://openalex.org/I183519381"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053388729","display_name":"Dongning Su","orcid":"https://orcid.org/0000-0003-3609-4224"},"institutions":[{"id":"https://openalex.org/I183519381","display_name":"Capital Medical University","ror":"https://ror.org/013xs5b60","country_code":"CN","type":"education","lineage":["https://openalex.org/I183519381"]},{"id":"https://openalex.org/I4210087691","display_name":"Beijing Tian Tan Hospital","ror":"https://ror.org/003regz62","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210087691"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dongning Su","raw_affiliation_strings":["Beijing Tiantan Hospital, Capital Medical University, China"],"raw_orcid":"https://orcid.org/0000-0003-3609-4224","affiliations":[{"raw_affiliation_string":"Beijing Tiantan Hospital, Capital Medical University, China","institution_ids":["https://openalex.org/I4210087691","https://openalex.org/I183519381"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054550148","display_name":"Chengzhang He","orcid":"https://orcid.org/0009-0000-9748-1872"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Chengzhang He","raw_affiliation_strings":["GYENNO SCIENCE CO., LTD., China"],"raw_orcid":"https://orcid.org/0009-0000-9748-1872","affiliations":[{"raw_affiliation_string":"GYENNO SCIENCE CO., LTD., China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068153844","display_name":"Yun Ling","orcid":"https://orcid.org/0000-0002-5873-1872"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yun Ling","raw_affiliation_strings":["GYENNO SCIENCE CO., LTD., China"],"raw_orcid":"https://orcid.org/0000-0002-5873-1872","affiliations":[{"raw_affiliation_string":"GYENNO SCIENCE CO., LTD., China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061195251","display_name":"Zhonglue Chen","orcid":"https://orcid.org/0000-0001-7037-2481"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhonglue Chen","raw_affiliation_strings":["GYENNO SCIENCE CO., LTD., China"],"raw_orcid":"https://orcid.org/0000-0001-7037-2481","affiliations":[{"raw_affiliation_string":"GYENNO SCIENCE CO., LTD., China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012946510","display_name":"Kang Ren","orcid":"https://orcid.org/0000-0002-1675-0805"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Kang Ren","raw_affiliation_strings":["GYENNO SCIENCE CO., LTD., China"],"raw_orcid":"https://orcid.org/0000-0002-1675-0805","affiliations":[{"raw_affiliation_string":"GYENNO SCIENCE CO., LTD., China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041499359","display_name":"Tao Feng","orcid":"https://orcid.org/0000-0002-8530-4622"},"institutions":[{"id":"https://openalex.org/I183519381","display_name":"Capital Medical University","ror":"https://ror.org/013xs5b60","country_code":"CN","type":"education","lineage":["https://openalex.org/I183519381"]},{"id":"https://openalex.org/I4210087691","display_name":"Beijing Tian Tan Hospital","ror":"https://ror.org/003regz62","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210087691"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tao Feng","raw_affiliation_strings":["Beijing Tiantan Hospital, Capital Medical University, China"],"raw_orcid":"https://orcid.org/0000-0002-8530-4622","affiliations":[{"raw_affiliation_string":"Beijing Tiantan Hospital, Capital Medical University, China","institution_ids":["https://openalex.org/I4210087691","https://openalex.org/I183519381"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5077232321","display_name":"Shan Tan","orcid":"https://orcid.org/0000-0001-9350-5128"},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shan Tan","raw_affiliation_strings":["Huazhong University of Science and Technology, China"],"raw_orcid":"https://orcid.org/0000-0001-9350-5128","affiliations":[{"raw_affiliation_string":"Huazhong University of Science and Technology, China","institution_ids":["https://openalex.org/I47720641"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":12,"corresponding_author_ids":["https://openalex.org/A5085110275"],"corresponding_institution_ids":["https://openalex.org/I47720641"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.24490329,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"310","last_page":"313"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10085","display_name":"Parkinson's Disease Mechanisms and Treatments","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/2728","display_name":"Neurology"},"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/T10085","display_name":"Parkinson's Disease Mechanisms and Treatments","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/2728","display_name":"Neurology"},"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/T10919","display_name":"Neurological disorders and treatments","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/2728","display_name":"Neurology"},"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/T10949","display_name":"Genetic Neurodegenerative Diseases","score":0.9819999933242798,"subfield":{"id":"https://openalex.org/subfields/2804","display_name":"Cellular and Molecular Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/magnetic-resonance-imaging","display_name":"Magnetic resonance imaging","score":0.7391711473464966},{"id":"https://openalex.org/keywords/atrophy","display_name":"Atrophy","score":0.6018189191818237},{"id":"https://openalex.org/keywords/parkinsons-disease","display_name":"Parkinson's disease","score":0.5171982049942017},{"id":"https://openalex.org/keywords/neuroimaging","display_name":"Neuroimaging","score":0.4535440504550934},{"id":"https://openalex.org/keywords/disease","display_name":"Disease","score":0.4266355633735657},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.4219553470611572},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.3863939344882965},{"id":"https://openalex.org/keywords/nuclear-magnetic-resonance","display_name":"Nuclear magnetic resonance","score":0.3816666603088379},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3407430648803711},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.26582634449005127},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.2415255606174469},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.20846974849700928},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.1576600968837738}],"concepts":[{"id":"https://openalex.org/C143409427","wikidata":"https://www.wikidata.org/wiki/Q161238","display_name":"Magnetic resonance imaging","level":2,"score":0.7391711473464966},{"id":"https://openalex.org/C2781172350","wikidata":"https://www.wikidata.org/wiki/Q194520","display_name":"Atrophy","level":2,"score":0.6018189191818237},{"id":"https://openalex.org/C2779734285","wikidata":"https://www.wikidata.org/wiki/Q11085","display_name":"Parkinson's disease","level":3,"score":0.5171982049942017},{"id":"https://openalex.org/C58693492","wikidata":"https://www.wikidata.org/wiki/Q551875","display_name":"Neuroimaging","level":2,"score":0.4535440504550934},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.4266355633735657},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.4219553470611572},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.3863939344882965},{"id":"https://openalex.org/C46141821","wikidata":"https://www.wikidata.org/wiki/Q209402","display_name":"Nuclear magnetic resonance","level":1,"score":0.3816666603088379},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3407430648803711},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.26582634449005127},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.2415255606174469},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.20846974849700928},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.1576600968837738}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3653644.3653648","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3653644.3653648","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2024 3rd International Conference on Frontiers of Artificial Intelligence and Machine Learning","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/10","display_name":"Reduced inequalities","score":0.6000000238418579}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W62603772","https://openalex.org/W1686810756","https://openalex.org/W2010648364","https://openalex.org/W2221562875","https://openalex.org/W2607108281","https://openalex.org/W2618530766","https://openalex.org/W2790556950","https://openalex.org/W2990184020","https://openalex.org/W3096972828","https://openalex.org/W3130882988","https://openalex.org/W3174100758","https://openalex.org/W4206481149","https://openalex.org/W4211044101","https://openalex.org/W4236965008","https://openalex.org/W4284967207","https://openalex.org/W4289874652","https://openalex.org/W4385997153"],"related_works":["https://openalex.org/W2327340211","https://openalex.org/W2027542625","https://openalex.org/W4292199793","https://openalex.org/W2282195379","https://openalex.org/W2089784006","https://openalex.org/W2295388821","https://openalex.org/W2102312026","https://openalex.org/W2885663991","https://openalex.org/W2071433170","https://openalex.org/W1016623679"],"abstract_inverted_index":{"Parkinson's":[0],"disease":[1],"(PD)":[2],"and":[3,19,45,60,90],"Multiple":[4],"System":[5],"Atrophy":[6],"(MSA)":[7],"are":[8,40],"both":[9,113],"classic":[10],"neurodegenerative":[11],"diseases.":[12],"However,":[13],"the":[14,73,96,101,119,131],"significant":[15],"overlap":[16],"of":[17,53,62,86,93,103,112,134],"PD":[18,44],"MSA":[20,46],"in":[21,118,130],"clinical":[22,67,115,140],"symptoms":[23],"poses":[24],"a":[25,57,91],"substantial":[26],"challenge":[27],"for":[28,127],"their":[29],"diagnosis.":[30],"To":[31],"solve":[32],"this":[33],"problem,":[34],"five":[35,105],"deep":[36],"learning-based":[37],"3D":[38],"models":[39,64],"designed":[41],"to":[42,88,110],"classify":[43],"using":[47],"brain":[48],"Magnetic":[49],"Resonance":[50],"Imaging":[51],"(MRI)":[52],"patients.":[54],"We":[55],"conduct":[56],"comprehensive":[58],"comparison":[59],"evaluation":[61],"these":[63],"with":[65,72],"traditional":[66,114],"approaches.":[68],"The":[69],"network":[70],"architecture":[71],"best":[74],"performance,":[75],"i.e.,":[76],"ResNet34,":[77],"is":[78,108],"finally":[79],"determined,":[80],"which":[81,137],"achieves":[82],"an":[83,124],"impressive":[84],"accuracy":[85],"up":[87],"91%":[89],"sensitivity":[92],"99%.":[94],"In":[95],"experiment,":[97],"we":[98],"find":[99],"that":[100,111],"performance":[102],"all":[104],"DNN":[106],"methods":[107,117],"superior":[109],"analysis":[116],"experiment.":[120],"Our":[121],"study":[122],"introduces":[123],"innovative":[125],"method":[126],"computer-assisted":[128],"diagnosis":[129],"early":[132],"detection":[133],"neurological":[135],"diseases,":[136],"has":[138],"important":[139],"significance.":[141]},"counts_by_year":[],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
