{"id":"https://openalex.org/W4312244205","doi":"https://doi.org/10.1109/iscas48785.2022.9937344","title":"Improve 3D Feature Extraction and Fusion for Stage Diagnosis of Alzheimer\u2019s Disease","display_name":"Improve 3D Feature Extraction and Fusion for Stage Diagnosis of Alzheimer\u2019s Disease","publication_year":2022,"publication_date":"2022-05-28","ids":{"openalex":"https://openalex.org/W4312244205","doi":"https://doi.org/10.1109/iscas48785.2022.9937344"},"language":"en","primary_location":{"id":"doi:10.1109/iscas48785.2022.9937344","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iscas48785.2022.9937344","pdf_url":null,"source":{"id":"https://openalex.org/S4363604393","display_name":"2022 IEEE International Symposium on Circuits and Systems (ISCAS)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE International Symposium on Circuits and Systems (ISCAS)","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/A5042600261","display_name":"Mingjin Liu","orcid":"https://orcid.org/0000-0002-7404-954X"},"institutions":[{"id":"https://openalex.org/I1297991670","display_name":"Southwest University of Science and Technology","ror":"https://ror.org/04d996474","country_code":"CN","type":"education","lineage":["https://openalex.org/I1297991670"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Mingjin Liu","raw_affiliation_strings":["Southwest University of Science and Technology,School of Computer and Science,Mianyang,China","School of Computer and Science, Southwest University of Science and Technology, Mianyang, China"],"affiliations":[{"raw_affiliation_string":"Southwest University of Science and Technology,School of Computer and Science,Mianyang,China","institution_ids":["https://openalex.org/I1297991670"]},{"raw_affiliation_string":"School of Computer and Science, Southwest University of Science and Technology, Mianyang, China","institution_ids":["https://openalex.org/I1297991670"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049814360","display_name":"Wenxin Yu","orcid":"https://orcid.org/0000-0002-6093-5516"},"institutions":[{"id":"https://openalex.org/I1297991670","display_name":"Southwest University of Science and Technology","ror":"https://ror.org/04d996474","country_code":"CN","type":"education","lineage":["https://openalex.org/I1297991670"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenxin Yu","raw_affiliation_strings":["Southwest University of Science and Technology,School of Computer and Science,Mianyang,China","School of Computer and Science, Southwest University of Science and Technology, Mianyang, China"],"affiliations":[{"raw_affiliation_string":"Southwest University of Science and Technology,School of Computer and Science,Mianyang,China","institution_ids":["https://openalex.org/I1297991670"]},{"raw_affiliation_string":"School of Computer and Science, Southwest University of Science and Technology, Mianyang, China","institution_ids":["https://openalex.org/I1297991670"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085379188","display_name":"Jialiang Tang","orcid":"https://orcid.org/0000-0001-7347-4790"},"institutions":[{"id":"https://openalex.org/I1297991670","display_name":"Southwest University of Science and Technology","ror":"https://ror.org/04d996474","country_code":"CN","type":"education","lineage":["https://openalex.org/I1297991670"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jialiang Tang","raw_affiliation_strings":["Southwest University of Science and Technology,School of Computer and Science,Mianyang,China","School of Computer and Science, Southwest University of Science and Technology, Mianyang, China"],"affiliations":[{"raw_affiliation_string":"Southwest University of Science and Technology,School of Computer and Science,Mianyang,China","institution_ids":["https://openalex.org/I1297991670"]},{"raw_affiliation_string":"School of Computer and Science, Southwest University of Science and Technology, Mianyang, China","institution_ids":["https://openalex.org/I1297991670"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101759345","display_name":"Ning Jiang","orcid":"https://orcid.org/0000-0003-0794-7996"},"institutions":[{"id":"https://openalex.org/I1297991670","display_name":"Southwest University of Science and Technology","ror":"https://ror.org/04d996474","country_code":"CN","type":"education","lineage":["https://openalex.org/I1297991670"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ning Jiang","raw_affiliation_strings":["Southwest University of Science and Technology,School of Computer and Science,Mianyang,China","School of Computer and Science, Southwest University of Science and Technology, Mianyang, China"],"affiliations":[{"raw_affiliation_string":"Southwest University of Science and Technology,School of Computer and Science,Mianyang,China","institution_ids":["https://openalex.org/I1297991670"]},{"raw_affiliation_string":"School of Computer and Science, Southwest University of Science and Technology, Mianyang, China","institution_ids":["https://openalex.org/I1297991670"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100737918","display_name":"Kang Xu","orcid":"https://orcid.org/0000-0003-1001-6287"},"institutions":[{"id":"https://openalex.org/I1297991670","display_name":"Southwest University of Science and Technology","ror":"https://ror.org/04d996474","country_code":"CN","type":"education","lineage":["https://openalex.org/I1297991670"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kang Xu","raw_affiliation_strings":["Southwest University of Science and Technology,School of Computer and Science,Mianyang,China","School of Computer and Science, Southwest University of Science and Technology, Mianyang, China"],"affiliations":[{"raw_affiliation_string":"Southwest University of Science and Technology,School of Computer and Science,Mianyang,China","institution_ids":["https://openalex.org/I1297991670"]},{"raw_affiliation_string":"School of Computer and Science, Southwest University of Science and Technology, Mianyang, China","institution_ids":["https://openalex.org/I1297991670"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100353250","display_name":"Chang Liu","orcid":"https://orcid.org/0000-0002-4347-0411"},"institutions":[{"id":"https://openalex.org/I1297991670","display_name":"Southwest University of Science and Technology","ror":"https://ror.org/04d996474","country_code":"CN","type":"education","lineage":["https://openalex.org/I1297991670"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chang Liu","raw_affiliation_strings":["Southwest University of Science and Technology,School of Computer and Science,Mianyang,China","School of Computer and Science, Southwest University of Science and Technology, Mianyang, China"],"affiliations":[{"raw_affiliation_string":"Southwest University of Science and Technology,School of Computer and Science,Mianyang,China","institution_ids":["https://openalex.org/I1297991670"]},{"raw_affiliation_string":"School of Computer and Science, Southwest University of Science and Technology, Mianyang, China","institution_ids":["https://openalex.org/I1297991670"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5042600261"],"corresponding_institution_ids":["https://openalex.org/I1297991670"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.24381412,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"8","issue":null,"first_page":"2358","last_page":"2362"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14510","display_name":"Medical Imaging and Analysis","score":0.9962999820709229,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T14510","display_name":"Medical Imaging and Analysis","score":0.9962999820709229,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10052","display_name":"Medical Image Segmentation Techniques","score":0.9959999918937683,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9955000281333923,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.6847039461135864},{"id":"https://openalex.org/keywords/stage","display_name":"Stage (stratigraphy)","score":0.6234382390975952},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5771216154098511},{"id":"https://openalex.org/keywords/fusion","display_name":"Fusion","score":0.5505419969558716},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5483395457267761},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4746585190296173},{"id":"https://openalex.org/keywords/disease","display_name":"Disease","score":0.45141980051994324},{"id":"https://openalex.org/keywords/extraction","display_name":"Extraction (chemistry)","score":0.44265085458755493},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.42003610730171204},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.17199328541755676},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.09087938070297241},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.08068004250526428},{"id":"https://openalex.org/keywords/chemistry","display_name":"Chemistry","score":0.07388556003570557}],"concepts":[{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.6847039461135864},{"id":"https://openalex.org/C146357865","wikidata":"https://www.wikidata.org/wiki/Q1123245","display_name":"Stage (stratigraphy)","level":2,"score":0.6234382390975952},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5771216154098511},{"id":"https://openalex.org/C158525013","wikidata":"https://www.wikidata.org/wiki/Q2593739","display_name":"Fusion","level":2,"score":0.5505419969558716},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5483395457267761},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4746585190296173},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.45141980051994324},{"id":"https://openalex.org/C4725764","wikidata":"https://www.wikidata.org/wiki/Q844704","display_name":"Extraction (chemistry)","level":2,"score":0.44265085458755493},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.42003610730171204},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.17199328541755676},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.09087938070297241},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.08068004250526428},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.07388556003570557},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C43617362","wikidata":"https://www.wikidata.org/wiki/Q170050","display_name":"Chromatography","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iscas48785.2022.9937344","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iscas48785.2022.9937344","pdf_url":null,"source":{"id":"https://openalex.org/S4363604393","display_name":"2022 IEEE International Symposium on Circuits and Systems (ISCAS)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE International Symposium on Circuits and Systems (ISCAS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/10","score":0.75,"display_name":"Reduced inequalities"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W1554171816","https://openalex.org/W1665214252","https://openalex.org/W1836465849","https://openalex.org/W1997858799","https://openalex.org/W2041796574","https://openalex.org/W2057536936","https://openalex.org/W2183341477","https://openalex.org/W2194775991","https://openalex.org/W2262092024","https://openalex.org/W2762081760","https://openalex.org/W2791012641","https://openalex.org/W2795374598","https://openalex.org/W2960357609","https://openalex.org/W2964137095","https://openalex.org/W2981609437","https://openalex.org/W3004485355","https://openalex.org/W3090295074","https://openalex.org/W3094897602","https://openalex.org/W6637242042","https://openalex.org/W6638667902","https://openalex.org/W6713132643"],"related_works":["https://openalex.org/W2329386257","https://openalex.org/W2503350049","https://openalex.org/W2397616145","https://openalex.org/W2397320258","https://openalex.org/W4324058133","https://openalex.org/W648618910","https://openalex.org/W4393624937","https://openalex.org/W4296658948","https://openalex.org/W3167355683","https://openalex.org/W3211565028"],"abstract_inverted_index":{"Alzheimer\u2019s":[0],"disease":[1],"(AD)":[2],"is":[3,7,17,34,68,103,182],"typical":[4],"dementia,":[5],"which":[6,181],"progressive":[8],"and":[9,114,117,137,175],"irreversible.":[10],"Usually,":[11],"the":[12,27,37,49,59,73,90,99,111,172,187],"clinical":[13],"diagnosis":[14,24,61],"of":[15,53,62,121,142,179],"patients":[16],"at":[18],"a":[19,69,146],"later":[20],"stage,":[21],"so":[22],"early":[23],"can":[25],"control":[26],"patient\u2019s":[28,38],"condition":[29,39],"in":[30,98,110],"time.":[31],"The":[32,165],"doctor":[33],"usually":[35],"diagnosing":[36],"by":[40],"3D":[41,50,152],"brain":[42],"magnetic":[43],"resonance":[44],"imaging":[45],"(MRI).":[46],"However,":[47],"because":[48],"MRI":[51,92],"structures":[52],"adjacent":[54],"stages":[55],"are":[56],"almost":[57],"similar,":[58],"multi-class":[60],"AD":[63],"becomes":[64],"difficult.":[65],"Therefore,":[66,101],"there":[67],"need":[70],"to":[71,75,105,108,118],"enhance":[72],"ability":[74],"extract":[76],"more":[77,83],"discriminative":[78],"features":[79,120],"from":[80],"3DMRI,":[81],"promoting":[82],"accurate":[84],"diagnosis.":[85],"In":[86,124],"addition,":[87],"not":[88],"only":[89],"entire":[91,112],"changes":[93,109],"but":[94],"also":[95],"local":[96,115],"areas":[97,116],"MRI.":[100],"it":[102],"necessary":[104],"pay":[106],"attention":[107],"image":[113],"fuse":[119],"different":[122],"scales.":[123],"this":[125],"paper,":[126],"we":[127],"propose":[128],"an":[129,177],"innovative":[130],"convolutional":[131],"network":[132,147],"architecture":[133],"for":[134],"feature":[135,138,161],"extraction":[136],"fusion.":[139],"It":[140],"consists":[141],"three":[143],"modules:":[144],"1)":[145],"based":[148],"on":[149,171],"ResNet-10,":[150],"2)":[151],"asymmetric":[153],"convolution":[154],"block":[155],"(ACB),":[156],"3)":[157],"multi-scale":[158],"channel":[159],"attentional":[160],"fusion":[162],"(MS-CAFF)":[163],"module.":[164],"proposed":[166],"model":[167],"has":[168],"been":[169],"tested":[170],"ADNI":[173],"dataset":[174],"achieved":[176],"accuracy":[178],"88.33%,":[180],"nearly":[183],"2%":[184],"higher":[185],"than":[186],"latest":[188],"research.":[189]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
