{"id":"https://openalex.org/W4408200487","doi":"https://doi.org/10.1109/cisp-bmei64163.2024.10906224","title":"Diagnosis of Parkinsonian Syndromes in 18F-FDG PET Images Based on 3D CNN-LSTM-Attention","display_name":"Diagnosis of Parkinsonian Syndromes in 18F-FDG PET Images Based on 3D CNN-LSTM-Attention","publication_year":2024,"publication_date":"2024-10-26","ids":{"openalex":"https://openalex.org/W4408200487","doi":"https://doi.org/10.1109/cisp-bmei64163.2024.10906224"},"language":"en","primary_location":{"id":"doi:10.1109/cisp-bmei64163.2024.10906224","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cisp-bmei64163.2024.10906224","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 17th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics (CISP-BMEI)","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/A5113467151","display_name":"Huanxin Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I113940042","display_name":"Shanghai University","ror":"https://ror.org/006teas31","country_code":"CN","type":"education","lineage":["https://openalex.org/I113940042"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Huanxin Wang","raw_affiliation_strings":["School of Life Sciences, Shanghai University,Shanghai,China"],"affiliations":[{"raw_affiliation_string":"School of Life Sciences, Shanghai University,Shanghai,China","institution_ids":["https://openalex.org/I113940042"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101149985","display_name":"Ziyan Song","orcid":"https://orcid.org/0009-0002-7039-4116"},"institutions":[{"id":"https://openalex.org/I113940042","display_name":"Shanghai University","ror":"https://ror.org/006teas31","country_code":"CN","type":"education","lineage":["https://openalex.org/I113940042"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ziyan Song","raw_affiliation_strings":["School of Life Sciences, Shanghai University,Shanghai,China"],"affiliations":[{"raw_affiliation_string":"School of Life Sciences, Shanghai University,Shanghai,China","institution_ids":["https://openalex.org/I113940042"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Jianwei Men","orcid":null},"institutions":[{"id":"https://openalex.org/I113940042","display_name":"Shanghai University","ror":"https://ror.org/006teas31","country_code":"CN","type":"education","lineage":["https://openalex.org/I113940042"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianwei Men","raw_affiliation_strings":["School of Life Sciences, Shanghai University,Shanghai,China"],"affiliations":[{"raw_affiliation_string":"School of Life Sciences, Shanghai University,Shanghai,China","institution_ids":["https://openalex.org/I113940042"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5104187682","display_name":"Shaoyou Wu","orcid":null},"institutions":[{"id":"https://openalex.org/I113940042","display_name":"Shanghai University","ror":"https://ror.org/006teas31","country_code":"CN","type":"education","lineage":["https://openalex.org/I113940042"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shaoyou Wu","raw_affiliation_strings":["School of Life Sciences, Shanghai University,Shanghai,China"],"affiliations":[{"raw_affiliation_string":"School of Life Sciences, Shanghai University,Shanghai,China","institution_ids":["https://openalex.org/I113940042"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100644824","display_name":"Jiacheng Yang","orcid":"https://orcid.org/0000-0003-2898-9538"},"institutions":[{"id":"https://openalex.org/I113940042","display_name":"Shanghai University","ror":"https://ror.org/006teas31","country_code":"CN","type":"education","lineage":["https://openalex.org/I113940042"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiacheng Yang","raw_affiliation_strings":["School of Life Sciences, Shanghai University,Shanghai,China"],"affiliations":[{"raw_affiliation_string":"School of Life Sciences, Shanghai University,Shanghai,China","institution_ids":["https://openalex.org/I113940042"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100436386","display_name":"Chenyang Li","orcid":"https://orcid.org/0000-0002-5088-5316"},"institutions":[{"id":"https://openalex.org/I113940042","display_name":"Shanghai University","ror":"https://ror.org/006teas31","country_code":"CN","type":"education","lineage":["https://openalex.org/I113940042"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chenyang Li","raw_affiliation_strings":["School of Life Sciences, Shanghai University,Shanghai,China"],"affiliations":[{"raw_affiliation_string":"School of Life Sciences, Shanghai University,Shanghai,China","institution_ids":["https://openalex.org/I113940042"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077247479","display_name":"Fangyang Jiao","orcid":"https://orcid.org/0000-0002-2246-0951"},"institutions":[{"id":"https://openalex.org/I24943067","display_name":"Fudan University","ror":"https://ror.org/013q1eq08","country_code":"CN","type":"education","lineage":["https://openalex.org/I24943067"]},{"id":"https://openalex.org/I4210159575","display_name":"Huashan Hospital","ror":"https://ror.org/05201qm87","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210159575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fangyang Jiao","raw_affiliation_strings":["Huashan hospital, Fudan University,Department of Nuclear Medcine &#x0026; PET center,Shanghai,China"],"affiliations":[{"raw_affiliation_string":"Huashan hospital, Fudan University,Department of Nuclear Medcine &#x0026; PET center,Shanghai,China","institution_ids":["https://openalex.org/I4210159575","https://openalex.org/I24943067"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042741534","display_name":"Qingmin Wang","orcid":"https://orcid.org/0000-0002-6062-3766"},"institutions":[{"id":"https://openalex.org/I113940042","display_name":"Shanghai University","ror":"https://ror.org/006teas31","country_code":"CN","type":"education","lineage":["https://openalex.org/I113940042"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qingmin Wang","raw_affiliation_strings":["School of Life Sciences, Shanghai University,Shanghai,China"],"affiliations":[{"raw_affiliation_string":"School of Life Sciences, Shanghai University,Shanghai,China","institution_ids":["https://openalex.org/I113940042"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071742820","display_name":"Yu Huang","orcid":"https://orcid.org/0000-0003-4178-0739"},"institutions":[{"id":"https://openalex.org/I113940042","display_name":"Shanghai University","ror":"https://ror.org/006teas31","country_code":"CN","type":"education","lineage":["https://openalex.org/I113940042"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yu Huang","raw_affiliation_strings":["School of Life Sciences, Shanghai University,Shanghai,China"],"affiliations":[{"raw_affiliation_string":"School of Life Sciences, Shanghai University,Shanghai,China","institution_ids":["https://openalex.org/I113940042"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5117154087","display_name":"Luyao Wang","orcid":"https://orcid.org/0000-0002-5274-7857"},"institutions":[{"id":"https://openalex.org/I113940042","display_name":"Shanghai University","ror":"https://ror.org/006teas31","country_code":"CN","type":"education","lineage":["https://openalex.org/I113940042"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Luyao Wang","raw_affiliation_strings":["School of Life Sciences, Shanghai University,Shanghai,China"],"affiliations":[{"raw_affiliation_string":"School of Life Sciences, Shanghai University,Shanghai,China","institution_ids":["https://openalex.org/I113940042"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":10,"corresponding_author_ids":["https://openalex.org/A5113467151"],"corresponding_institution_ids":["https://openalex.org/I113940042"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.31355378,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"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/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9761999845504761,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9761999845504761,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.9715999960899353,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"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/T10522","display_name":"Medical Imaging Techniques and Applications","score":0.9309999942779541,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"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/computer-science","display_name":"Computer science","score":0.6239543557167053},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5703280568122864},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.3554021120071411}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6239543557167053},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5703280568122864},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3554021120071411}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/cisp-bmei64163.2024.10906224","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cisp-bmei64163.2024.10906224","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 17th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics (CISP-BMEI)","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":19,"referenced_works":["https://openalex.org/W2616247523","https://openalex.org/W2755418381","https://openalex.org/W2765793020","https://openalex.org/W2901322918","https://openalex.org/W3134817612","https://openalex.org/W3154237080","https://openalex.org/W3157419554","https://openalex.org/W3176482836","https://openalex.org/W3181039141","https://openalex.org/W4206368078","https://openalex.org/W4281291251","https://openalex.org/W4282934863","https://openalex.org/W4312067188","https://openalex.org/W4385781679","https://openalex.org/W4390509124","https://openalex.org/W4391878291","https://openalex.org/W4392923260","https://openalex.org/W4401838006","https://openalex.org/W4402398150"],"related_works":["https://openalex.org/W2772917594","https://openalex.org/W2036807459","https://openalex.org/W2058170566","https://openalex.org/W2755342338","https://openalex.org/W2166024367","https://openalex.org/W3116076068","https://openalex.org/W2229312674","https://openalex.org/W2951359407","https://openalex.org/W2079911747","https://openalex.org/W1969923398"],"abstract_inverted_index":{"Parkinson's":[0,15,93],"syndrome":[1],"(PS)":[2],"is":[3,32],"a":[4,50,66,124,159],"group":[5],"of":[6,156,161],"neurodegenerative":[7,59],"disorders":[8],"characterized":[9],"by":[10],"motor":[11],"impairments,":[12],"including":[13],"idiopathic":[14],"disease":[16],"(IPD),":[17],"progressive":[18],"supranuclear":[19],"palsy":[20],"(PSP),":[21],"and":[22,45,79,110,141,158,176,184,198,200,208,214],"multiple":[23],"system":[24],"atrophy":[25],"(MSA).":[26],"Accurate":[27],"differentiation":[28],"between":[29],"these":[30],"subtypes":[31,74],"crucial":[33],"for":[34,58,131,144],"optimizing":[35],"treatment":[36],"due":[37],"to":[38,64],"significant":[39],"differences":[40],"in":[41,84,163,205],"their":[42],"pathological":[43],"mechanisms":[44,143],"therapeutic":[46],"responses.":[47],"18F-FDG":[48,76,101],"PET,":[49],"functional":[51],"imaging":[52],"technique,":[53],"provides":[54],"reliable":[55],"early-stage":[56],"detection":[57],"diseases.":[60],"This":[61],"study":[62],"aims":[63],"develop":[65],"deep":[67],"learning":[68],"model":[69,122,152,212],"that":[70,150,202],"automatically":[71],"classifies":[72],"PS":[73],"from":[75,88],"PET":[77,94,102],"images":[78,103],"generates":[80],"corresponding":[81],"diagnostic":[82,113],"reports":[83,114],"Chinese.":[85],"The":[86,121],"dataset":[87],"Fudan":[89],"University-affiliated":[90],"Huashan":[91],"Hospital's":[92],"Imaging":[95],"Database":[96],"(HPPI,":[97],"China)":[98],"includes":[99],"1035":[100],"(574":[104],"IPD,":[105,116],"215":[106],"PSP,":[107,118],"246":[108],"MSA)":[109],"543":[111],"Chinese":[112],"(265":[115],"127":[117],"151":[119],"MSA).":[120],"uses":[123],"3D":[125],"convolutional":[126],"neural":[127],"network":[128],"(3D":[129],"CNN)":[130],"image":[132],"feature":[133],"extraction,":[134],"combined":[135],"with":[136],"long":[137],"short-term":[138],"memory":[139],"(LSTM)":[140],"attention":[142],"report":[145],"generation.":[146],"Experimental":[147],"results":[148],"show":[149],"the":[151,164,190],"achieved":[153],"an":[154],"accuracy":[155],"0.943":[157],"recall":[160],"0.941":[162],"three-class":[165],"classification":[166],"task.":[167],"For":[168],"structured":[169],"text":[170],"generation,":[171],"BLEU,":[172],"ROUGE-1,":[173],"ROUGE-2,":[174],"ROUGE-L,":[175],"METEOR":[177],"scores":[178],"were":[179],"0.684,":[180],"0.934,":[181,183],"0.883,":[182],"0.661,":[185],"respectively.":[186],"Additionally,":[187],"we":[188],"evaluated":[189],"model's":[191],"interpretability":[192,213],"using":[193],"activation":[194],"maps":[195],"(Grad-CAM.,":[196],"Grad-CAM++.,":[197],"Layer-CAM)":[199],"demonstrated":[201],"Layer-CAM":[203],"outperformed":[204],"both":[206],"performance":[207],"stability,":[209],"offering":[210],"enhanced":[211],"clinical":[215],"decision":[216],"support.":[217]},"counts_by_year":[],"updated_date":"2026-04-17T18:11:37.981687","created_date":"2025-10-10T00:00:00"}
