{"id":"https://openalex.org/W4401751570","doi":"https://doi.org/10.1109/isbi56570.2024.10635849","title":"Pediatric TSC-Related Epilepsy Classification from Clinical MR Images Using Quantum Neural Network","display_name":"Pediatric TSC-Related Epilepsy Classification from Clinical MR Images Using Quantum Neural Network","publication_year":2024,"publication_date":"2024-05-27","ids":{"openalex":"https://openalex.org/W4401751570","doi":"https://doi.org/10.1109/isbi56570.2024.10635849"},"language":"en","primary_location":{"id":"doi:10.1109/isbi56570.2024.10635849","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/isbi56570.2024.10635849","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Symposium on Biomedical Imaging (ISBI)","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/A5107953669","display_name":"Ling Lin","orcid":"https://orcid.org/0009-0006-7284-7755"},"institutions":[{"id":"https://openalex.org/I4210145761","display_name":"Shenzhen Institutes of Advanced Technology","ror":"https://ror.org/04gh4er46","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210145761"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Ling Lin","raw_affiliation_strings":["Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences,Paul C. Lauterbur Research Center for Biomedical Imaging,Shenzhen,China"],"affiliations":[{"raw_affiliation_string":"Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences,Paul C. Lauterbur Research Center for Biomedical Imaging,Shenzhen,China","institution_ids":["https://openalex.org/I4210145761"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010510025","display_name":"Yihang Zhou","orcid":"https://orcid.org/0000-0001-6354-1259"},"institutions":[{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yihang Zhou","raw_affiliation_strings":["University of Chinese Academy of Sciences,Beijing,China"],"affiliations":[{"raw_affiliation_string":"University of Chinese Academy of Sciences,Beijing,China","institution_ids":["https://openalex.org/I4210165038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101826359","display_name":"Zhanqi Hu","orcid":"https://orcid.org/0000-0001-5926-3962"},"institutions":[{"id":"https://openalex.org/I4210152664","display_name":"Shenzhen Children's Hospital","ror":"https://ror.org/0409k5a27","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210152664"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhanqi Hu","raw_affiliation_strings":["Shenzhen Children’s Hospital,Department of Neurology,Shenzhen,China"],"affiliations":[{"raw_affiliation_string":"Shenzhen Children’s Hospital,Department of Neurology,Shenzhen,China","institution_ids":["https://openalex.org/I4210152664"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084300536","display_name":"Dian Jiang","orcid":"https://orcid.org/0000-0002-2875-2373"},"institutions":[{"id":"https://openalex.org/I4210145761","display_name":"Shenzhen Institutes of Advanced Technology","ror":"https://ror.org/04gh4er46","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210145761"]},{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"funder","lineage":["https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dian Jiang","raw_affiliation_strings":["Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences,Center for Medical AI,Shenzhen,China"],"affiliations":[{"raw_affiliation_string":"Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences,Center for Medical AI,Shenzhen,China","institution_ids":["https://openalex.org/I4210145761","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100663036","display_name":"Congcong Liu","orcid":"https://orcid.org/0000-0002-8675-9100"},"institutions":[{"id":"https://openalex.org/I4210145761","display_name":"Shenzhen Institutes of Advanced Technology","ror":"https://ror.org/04gh4er46","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210145761"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Congcong Liu","raw_affiliation_strings":["Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences,Paul C. Lauterbur Research Center for Biomedical Imaging,Shenzhen,China"],"affiliations":[{"raw_affiliation_string":"Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences,Paul C. Lauterbur Research Center for Biomedical Imaging,Shenzhen,China","institution_ids":["https://openalex.org/I4210145761"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101941603","display_name":"Shuo Zhou","orcid":"https://orcid.org/0000-0002-6475-3293"},"institutions":[{"id":"https://openalex.org/I4210145761","display_name":"Shenzhen Institutes of Advanced Technology","ror":"https://ror.org/04gh4er46","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210145761"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shuo Zhou","raw_affiliation_strings":["Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences,Paul C. Lauterbur Research Center for Biomedical Imaging,Shenzhen,China"],"affiliations":[{"raw_affiliation_string":"Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences,Paul C. Lauterbur Research Center for Biomedical Imaging,Shenzhen,China","institution_ids":["https://openalex.org/I4210145761"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087850504","display_name":"Yanjie Zhu","orcid":"https://orcid.org/0000-0002-9131-689X"},"institutions":[{"id":"https://openalex.org/I4210145761","display_name":"Shenzhen Institutes of Advanced Technology","ror":"https://ror.org/04gh4er46","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210145761"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yanjie Zhu","raw_affiliation_strings":["Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences,Paul C. Lauterbur Research Center for Biomedical Imaging,Shenzhen,China"],"affiliations":[{"raw_affiliation_string":"Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences,Paul C. Lauterbur Research Center for Biomedical Imaging,Shenzhen,China","institution_ids":["https://openalex.org/I4210145761"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044667657","display_name":"Jianxiang Liao","orcid":"https://orcid.org/0000-0001-9769-3365"},"institutions":[{"id":"https://openalex.org/I4210152664","display_name":"Shenzhen Children's Hospital","ror":"https://ror.org/0409k5a27","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210152664"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianxiang Liao","raw_affiliation_strings":["Shenzhen Children’s Hospital,Department of Neurology,Shenzhen,China"],"affiliations":[{"raw_affiliation_string":"Shenzhen Children’s Hospital,Department of Neurology,Shenzhen,China","institution_ids":["https://openalex.org/I4210152664"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5107191592","display_name":"Dong Liang","orcid":"https://orcid.org/0000-0003-1358-9777"},"institutions":[{"id":"https://openalex.org/I4210145761","display_name":"Shenzhen Institutes of Advanced Technology","ror":"https://ror.org/04gh4er46","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210145761"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dong Liang","raw_affiliation_strings":["Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences,Paul C. Lauterbur Research Center for Biomedical Imaging,Shenzhen,China"],"affiliations":[{"raw_affiliation_string":"Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences,Paul C. Lauterbur Research Center for Biomedical Imaging,Shenzhen,China","institution_ids":["https://openalex.org/I4210145761"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024833275","display_name":"Hairong Zheng","orcid":"https://orcid.org/0000-0002-8558-5102"},"institutions":[{"id":"https://openalex.org/I4210145761","display_name":"Shenzhen Institutes of Advanced Technology","ror":"https://ror.org/04gh4er46","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210145761"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hairong Zheng","raw_affiliation_strings":["Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences,Paul C. Lauterbur Research Center for Biomedical Imaging,Shenzhen,China"],"affiliations":[{"raw_affiliation_string":"Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences,Paul C. Lauterbur Research Center for Biomedical Imaging,Shenzhen,China","institution_ids":["https://openalex.org/I4210145761"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100386386","display_name":"Haifeng Wang","orcid":"https://orcid.org/0000-0001-5644-3335"},"institutions":[{"id":"https://openalex.org/I4210145761","display_name":"Shenzhen Institutes of Advanced Technology","ror":"https://ror.org/04gh4er46","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210145761"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haifeng Wang","raw_affiliation_strings":["Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences,Paul C. Lauterbur Research Center for Biomedical Imaging,Shenzhen,China"],"affiliations":[{"raw_affiliation_string":"Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences,Paul C. Lauterbur Research Center for Biomedical Imaging,Shenzhen,China","institution_ids":["https://openalex.org/I4210145761"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":11,"corresponding_author_ids":["https://openalex.org/A5107953669"],"corresponding_institution_ids":["https://openalex.org/I4210145761"],"apc_list":null,"apc_paid":null,"fwci":0.8916,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.76225225,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"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/T13759","display_name":"Medical Imaging and Pathology Studies","score":0.9926000237464905,"subfield":{"id":"https://openalex.org/subfields/2740","display_name":"Pulmonary and Respiratory Medicine"},"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/T13759","display_name":"Medical Imaging and Pathology Studies","score":0.9926000237464905,"subfield":{"id":"https://openalex.org/subfields/2740","display_name":"Pulmonary and Respiratory Medicine"},"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/T11217","display_name":"Cardiac Arrhythmias and Treatments","score":0.982699990272522,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular Medicine"},"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/T10378","display_name":"Advanced MRI Techniques and Applications","score":0.9789999723434448,"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/epilepsy","display_name":"Epilepsy","score":0.7015020251274109},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6165568828582764},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6091822385787964},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4601076543331146},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.36725521087646484},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.2107851505279541},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.14953559637069702}],"concepts":[{"id":"https://openalex.org/C2778186239","wikidata":"https://www.wikidata.org/wiki/Q41571","display_name":"Epilepsy","level":2,"score":0.7015020251274109},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6165568828582764},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6091822385787964},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4601076543331146},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.36725521087646484},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.2107851505279541},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.14953559637069702}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/isbi56570.2024.10635849","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/isbi56570.2024.10635849","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Symposium on Biomedical Imaging (ISBI)","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":15,"referenced_works":["https://openalex.org/W2194775991","https://openalex.org/W2605721278","https://openalex.org/W2751924564","https://openalex.org/W2944459267","https://openalex.org/W2968446587","https://openalex.org/W3013737919","https://openalex.org/W3034465045","https://openalex.org/W3167250384","https://openalex.org/W3209612530","https://openalex.org/W4306933306","https://openalex.org/W4381715674","https://openalex.org/W4385201215","https://openalex.org/W4386119023","https://openalex.org/W4389574503","https://openalex.org/W4400389384"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2395385109","https://openalex.org/W2773633178","https://openalex.org/W2080101436","https://openalex.org/W2802335767","https://openalex.org/W2356350882","https://openalex.org/W4388090985","https://openalex.org/W2033914206","https://openalex.org/W2042327336"],"abstract_inverted_index":{"Tuberous":[0],"sclerosis":[1],"complex":[2],"(TSC)":[3],"presents":[4],"as":[5],"a":[6,20,44],"multisystem":[7],"disorder":[8],"with":[9,35,48,106],"profound":[10],"neurological":[11],"impacts.":[12],"Our":[13],"study":[14],"introduces":[15],"Quantum-Residual":[16],"Neural":[17],"Network":[18],"(QR-Net),":[19],"novel":[21],"quantum":[22,36,46,56,67,99,135],"neural":[23,32],"network":[24],"model":[25],"that":[26],"innovatively":[27],"combines":[28],"conventional":[29,119],"residual":[30],"convolutional":[31],"networks":[33],"(CNNs)":[34],"layers":[37],"for":[38,58],"pediatric":[39],"TSC":[40,85],"classification.":[41],"QR-Net":[42,107],"incorporates":[43],"dual-layer":[45],"module,":[47],"the":[49,63,95,114,122,129],"first":[50],"layer":[51,65],"transforming":[52],"classical":[53],"inputs":[54],"into":[55],"states":[57],"enhanced":[59],"data":[60],"representation,":[61],"and":[62,69,104,111,131],"second":[64],"utilizing":[66],"entanglement":[68],"qubit":[70],"interactions":[71],"to":[72],"process":[73],"these":[74],"states.":[75],"A":[76],"thorough":[77],"evaluation":[78],"reveals":[79],"QR-Net\u2019s":[80],"superior":[81],"efficacy":[82],"in":[83,101,137],"classifying":[84],"MRI":[86],"images,":[87],"outperforming":[88],"traditional":[89],"3D-ResNet34":[90],"models.":[91],"These":[92],"results":[93],"highlight":[94],"transformative":[96],"potential":[97],"of":[98,134],"computing":[100],"medical":[102,139],"imaging":[103],"diagnostics,":[105],"achieving":[108],"higher":[109],"accuracy":[110],"Area":[112],"Under":[113],"Curve":[115],"(AUC)":[116],"metrics":[117],"than":[118],"CNNs":[120],"using":[121],"current":[123],"dataset.":[124],"Future":[125],"research":[126],"should":[127],"explore":[128],"scalability":[130],"practical":[132],"application":[133],"algorithms":[136],"real-world":[138],"imaging.":[140]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2025-12-19T19:40:27.379048","created_date":"2025-10-10T00:00:00"}