{"id":"https://openalex.org/W4226268736","doi":"https://doi.org/10.1109/tim.2022.3162265","title":"3-D CNN-Based Multichannel Contrastive Learning for Alzheimer\u2019s Disease Automatic Diagnosis","display_name":"3-D CNN-Based Multichannel Contrastive Learning for Alzheimer\u2019s Disease Automatic Diagnosis","publication_year":2022,"publication_date":"2022-01-01","ids":{"openalex":"https://openalex.org/W4226268736","doi":"https://doi.org/10.1109/tim.2022.3162265"},"language":"en","primary_location":{"id":"doi:10.1109/tim.2022.3162265","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2022.3162265","pdf_url":null,"source":{"id":"https://openalex.org/S10892749","display_name":"IEEE Transactions on Instrumentation and Measurement","issn_l":"0018-9456","issn":["0018-9456","1557-9662"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Instrumentation and Measurement","raw_type":"journal-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/A5102821587","display_name":"Jiaguang Li","orcid":"https://orcid.org/0000-0002-5849-8484"},"institutions":[{"id":"https://openalex.org/I9224756","display_name":"Northeastern University","ror":"https://ror.org/03awzbc87","country_code":"CN","type":"education","lineage":["https://openalex.org/I9224756"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiaguang Li","raw_affiliation_strings":["College of Information Science and Engineering, Northeastern University, Shenyang, China"],"raw_orcid":"https://orcid.org/0000-0002-5849-8484","affiliations":[{"raw_affiliation_string":"College of Information Science and Engineering, Northeastern University, Shenyang, China","institution_ids":["https://openalex.org/I9224756"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024330462","display_name":"Ying Wei","orcid":"https://orcid.org/0000-0003-0915-5378"},"institutions":[{"id":"https://openalex.org/I20231570","display_name":"Peking University","ror":"https://ror.org/02v51f717","country_code":"CN","type":"education","lineage":["https://openalex.org/I20231570"]},{"id":"https://openalex.org/I9224756","display_name":"Northeastern University","ror":"https://ror.org/03awzbc87","country_code":"CN","type":"education","lineage":["https://openalex.org/I9224756"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ying Wei","raw_affiliation_strings":["College of Information Science and Engineering, Northeastern University, Shenyang, China","Information Technology Research and Development Innovation Center, Peking University, Shaoxing, China"],"raw_orcid":"https://orcid.org/0000-0003-0915-5378","affiliations":[{"raw_affiliation_string":"College of Information Science and Engineering, Northeastern University, Shenyang, China","institution_ids":["https://openalex.org/I9224756"]},{"raw_affiliation_string":"Information Technology Research and Development Innovation Center, Peking University, Shaoxing, China","institution_ids":["https://openalex.org/I20231570"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085074087","display_name":"Chuyuan Wang","orcid":"https://orcid.org/0000-0003-1214-8005"},"institutions":[{"id":"https://openalex.org/I9224756","display_name":"Northeastern University","ror":"https://ror.org/03awzbc87","country_code":"CN","type":"education","lineage":["https://openalex.org/I9224756"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chuyuan Wang","raw_affiliation_strings":["College of Information Science and Engineering, Northeastern University, Shenyang, China"],"raw_orcid":"https://orcid.org/0000-0003-1214-8005","affiliations":[{"raw_affiliation_string":"College of Information Science and Engineering, Northeastern University, Shenyang, China","institution_ids":["https://openalex.org/I9224756"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101421840","display_name":"Qian Hu","orcid":"https://orcid.org/0000-0003-3150-962X"},"institutions":[{"id":"https://openalex.org/I9224756","display_name":"Northeastern University","ror":"https://ror.org/03awzbc87","country_code":"CN","type":"education","lineage":["https://openalex.org/I9224756"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qian Hu","raw_affiliation_strings":["College of Information Science and Engineering, Northeastern University, Shenyang, China"],"raw_orcid":"https://orcid.org/0000-0003-3150-962X","affiliations":[{"raw_affiliation_string":"College of Information Science and Engineering, Northeastern University, Shenyang, China","institution_ids":["https://openalex.org/I9224756"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100320097","display_name":"Yue Liu","orcid":"https://orcid.org/0000-0002-8088-252X"},"institutions":[{"id":"https://openalex.org/I200719446","display_name":"Vanderbilt University","ror":"https://ror.org/02vm5rt34","country_code":"US","type":"education","lineage":["https://openalex.org/I200719446"]},{"id":"https://openalex.org/I9224756","display_name":"Northeastern University","ror":"https://ror.org/03awzbc87","country_code":"CN","type":"education","lineage":["https://openalex.org/I9224756"]}],"countries":["CN","US"],"is_corresponding":false,"raw_author_name":"Yue Liu","raw_affiliation_strings":["College of Information Science and Engineering, Northeastern University, Shenyang, China","Department of Electrical Engineering and Computer Science, Vanderbilt University, Nashville, TN, USA"],"raw_orcid":"https://orcid.org/0000-0002-8088-252X","affiliations":[{"raw_affiliation_string":"College of Information Science and Engineering, Northeastern University, Shenyang, China","institution_ids":["https://openalex.org/I9224756"]},{"raw_affiliation_string":"Department of Electrical Engineering and Computer Science, Vanderbilt University, Nashville, TN, USA","institution_ids":["https://openalex.org/I200719446"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100562164","display_name":"Long Xu","orcid":"https://orcid.org/0000-0002-7801-4627"},"institutions":[{"id":"https://openalex.org/I9224756","display_name":"Northeastern University","ror":"https://ror.org/03awzbc87","country_code":"CN","type":"education","lineage":["https://openalex.org/I9224756"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Long Xu","raw_affiliation_strings":["College of Information Science and Engineering, Northeastern University, Shenyang, China"],"raw_orcid":"https://orcid.org/0000-0002-7801-4627","affiliations":[{"raw_affiliation_string":"College of Information Science and Engineering, Northeastern University, Shenyang, China","institution_ids":["https://openalex.org/I9224756"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.2276,"has_fulltext":false,"cited_by_count":32,"citation_normalized_percentile":{"value":0.88802792,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"71","issue":null,"first_page":"1","last_page":"11"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9994000196456909,"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":0.9994000196456909,"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/T10862","display_name":"AI in cancer detection","score":0.9976999759674072,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.9930999875068665,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6150026917457581},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5635006427764893},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.4004727303981781},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.3933258652687073},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3415355384349823}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6150026917457581},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5635006427764893},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.4004727303981781},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.3933258652687073},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3415355384349823}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tim.2022.3162265","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2022.3162265","pdf_url":null,"source":{"id":"https://openalex.org/S10892749","display_name":"IEEE Transactions on Instrumentation and Measurement","issn_l":"0018-9456","issn":["0018-9456","1557-9662"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Instrumentation and Measurement","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education","score":0.4399999976158142}],"awards":[{"id":"https://openalex.org/G2229564580","display_name":"\u7ed3\u5408\u89e3\u5256\u7279\u5f81\u6846\u67b6\u7684\u5a74\u5e7c\u513f\u8111MR\u56fe\u50cf\u5206\u5272\u4e0e\u5b9a\u91cf\u5206\u6790\u65b9\u6cd5\u7814\u7a76","funder_award_id":"61370152","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2954949988","display_name":null,"funder_award_id":"OEIP-O-202002","funder_id":"https://openalex.org/F4320321133","funder_display_name":"Chinese Academy of Sciences"},{"id":"https://openalex.org/G4632021821","display_name":null,"funder_award_id":"2020JH2/10100029","funder_id":"https://openalex.org/F4320336742","funder_display_name":"Key Research and Development Program of Liaoning Province"},{"id":"https://openalex.org/G6060645268","display_name":"\u9762\u5411\u8111MRI\u591a\u89e3\u5256\u7ed3\u6784\u91cd\u8981\u6df1\u5c42\u795e\u7ecf\u6838\u56e2\u7684\u8054\u5408\u7cbe\u7ec6\u5206\u5272\u4e0e\u5f62\u6001\u5206\u6790\u7814\u7a76","funder_award_id":"61871106","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321133","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35"},{"id":"https://openalex.org/F4320336742","display_name":"Key Research and Development Program of Liaoning Province","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":57,"referenced_works":["https://openalex.org/W1522301498","https://openalex.org/W1677182931","https://openalex.org/W1763022604","https://openalex.org/W1901129140","https://openalex.org/W1915310969","https://openalex.org/W2097110160","https://openalex.org/W2143895814","https://openalex.org/W2157848968","https://openalex.org/W2175191116","https://openalex.org/W2286206973","https://openalex.org/W2323200062","https://openalex.org/W2344823654","https://openalex.org/W2502203196","https://openalex.org/W2525655278","https://openalex.org/W2580596898","https://openalex.org/W2620540240","https://openalex.org/W2748553987","https://openalex.org/W2752287204","https://openalex.org/W2765366332","https://openalex.org/W2780705833","https://openalex.org/W2783188875","https://openalex.org/W2790635453","https://openalex.org/W2792041484","https://openalex.org/W2798991696","https://openalex.org/W2885503071","https://openalex.org/W2890991727","https://openalex.org/W2906155095","https://openalex.org/W2908469802","https://openalex.org/W2926304847","https://openalex.org/W2949980035","https://openalex.org/W2950651700","https://openalex.org/W2962858109","https://openalex.org/W2963557007","https://openalex.org/W2984049139","https://openalex.org/W2990581109","https://openalex.org/W3005680577","https://openalex.org/W3022315685","https://openalex.org/W3023371261","https://openalex.org/W3035524453","https://openalex.org/W3037914312","https://openalex.org/W3038748576","https://openalex.org/W3083682961","https://openalex.org/W3123778877","https://openalex.org/W3125139346","https://openalex.org/W3154981153","https://openalex.org/W3155865340","https://openalex.org/W3163948388","https://openalex.org/W3171007011","https://openalex.org/W3193424383","https://openalex.org/W4206046172","https://openalex.org/W4206774749","https://openalex.org/W4211016192","https://openalex.org/W4211213171","https://openalex.org/W4235875658","https://openalex.org/W6631190155","https://openalex.org/W6774314701","https://openalex.org/W6786614245"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2033914206","https://openalex.org/W2042327336","https://openalex.org/W3204019825"],"abstract_inverted_index":{"Alzheimer\u2019s":[0],"disease":[1,8,38],"(AD)":[2],"is":[3,16,32],"a":[4,161],"common":[5],"progressive":[6],"neurodegenerative":[7],"in":[9,49,182],"the":[10,17,33,37,44,50,90,97,103,111,116,132,137,145,152,156,169,189,197,212],"elderly.":[11],"Mild":[12],"cognitive":[13],"impairment":[14],"(MCI)":[15],"symptomatic":[18],"predementia":[19],"stage":[20],"of":[21,36,46,53,73,151,158,164,185,211],"AD.":[22],"Accurately":[23],"distinguishing":[24],"AD":[25,54,74,186],"and":[26,55,79,95,148,187,208],"MCI":[27,56,80,204],"patients":[28],"from":[29],"normal":[30,76],"people":[31],"first":[34],"step":[35],"diagnosis.":[39],"Several":[40],"studies":[41],"have":[42],"demonstrated":[43],"potential":[45],"deep":[47],"learning":[48,119,192],"automatic":[51,70],"diagnosis":[52,184],"using":[57],"T1-weighted":[58],"magnetic":[59],"resonance":[60],"imaging":[61],"(MRI)":[62],"images.":[63,86],"In":[64,114],"this":[65],"article,":[66],"we":[67],"proposed":[68],"an":[69],"classification":[71,134,146,198],"method":[72,88,177],"versus":[75,81,201,205],"control":[77],"(NC)":[78],"NC":[82],"based":[83,121],"on":[84,122,168],"MRI":[85,100],"This":[87],"used":[89],"3-D":[91,99],"convolutional":[92],"neural":[93],"network":[94],"took":[96],"whole":[98],"image":[101,108],"as":[102],"input,":[104],"which":[105,141],"can":[106,130,142,178,194],"obtain":[107],"information":[109],"to":[110],"greatest":[112],"extent.":[113],"addition,":[115],"multichannel":[117,190],"contrastive":[118,139,191],"strategy":[120,193],"multiple":[123],"data":[124],"transformation":[125],"methods":[126],"(e.g.,":[127],"add":[128],"noise)":[129],"combine":[131],"supervised":[133],"loss":[135],"with":[136],"unsupervised":[138],"loss,":[140],"further":[143],"improve":[144,196],"accuracy":[147,199],"generalization":[149,209],"ability":[150,210],"network.":[153,213],"To":[154],"verify":[155],"effectiveness":[157],"our":[159,176],"method,":[160],"large":[162],"number":[163],"experiments":[165],"were":[166],"implemented":[167],"ADNI":[170],"dataset.":[171],"The":[172],"results":[173],"show":[174],"that":[175],"achieve":[179],"excellent":[180],"performance":[181],"accurate":[183],"MCI;":[188],"greatly":[195],"(AD":[200],"NC:":[202,206],"4.19%;":[203],"4.57%)":[207]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":10},{"year":2024,"cited_by_count":9},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":2}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
