{"id":"https://openalex.org/W4406858610","doi":"https://doi.org/10.1109/tim.2025.3534218","title":"Identity-Mapping ResFormer: A Computer-Aided Diagnosis Model for Pneumonia X-Ray Images","display_name":"Identity-Mapping ResFormer: A Computer-Aided Diagnosis Model for Pneumonia X-Ray Images","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4406858610","doi":"https://doi.org/10.1109/tim.2025.3534218"},"language":"en","primary_location":{"id":"doi:10.1109/tim.2025.3534218","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2025.3534218","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/A5067280360","display_name":"Tao Zhou","orcid":"https://orcid.org/0000-0002-8145-712X"},"institutions":[{"id":"https://openalex.org/I2799449666","display_name":"State Ethnic Affairs Commission","ror":"https://ror.org/01p9g6b97","country_code":"CN","type":"government","lineage":["https://openalex.org/I2799449666"]},{"id":"https://openalex.org/I3019309368","display_name":"North Minzu University","ror":"https://ror.org/05xjevr11","country_code":"CN","type":"education","lineage":["https://openalex.org/I3019309368"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tao Zhou","raw_affiliation_strings":["School of Computer Science and Engineering and the Key Laboratory of Image and Graphics Intelligent Processing of State Ethnic Affairs Commission, North Minzu University, Yinchuan, China","School of Computer Science Engineering, North Minzu University, Yinchuan, China"],"raw_orcid":"https://orcid.org/0000-0002-8145-712X","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering and the Key Laboratory of Image and Graphics Intelligent Processing of State Ethnic Affairs Commission, North Minzu University, Yinchuan, China","institution_ids":["https://openalex.org/I2799449666"]},{"raw_affiliation_string":"School of Computer Science Engineering, North Minzu University, Yinchuan, China","institution_ids":["https://openalex.org/I3019309368"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062351558","display_name":"Caiyue Peng","orcid":"https://orcid.org/0009-0008-5031-6421"},"institutions":[{"id":"https://openalex.org/I3019309368","display_name":"North Minzu University","ror":"https://ror.org/05xjevr11","country_code":"CN","type":"education","lineage":["https://openalex.org/I3019309368"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Caiyue Peng","raw_affiliation_strings":["School of Computer Science and Engineering, North Minzu University, Yinchuan, China","School of Computer Science Engineering, North Minzu University, Yinchuan, China"],"raw_orcid":"https://orcid.org/0009-0008-5031-6421","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, North Minzu University, Yinchuan, China","institution_ids":["https://openalex.org/I3019309368"]},{"raw_affiliation_string":"School of Computer Science Engineering, North Minzu University, Yinchuan, China","institution_ids":["https://openalex.org/I3019309368"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Yujie Guo","orcid":"https://orcid.org/0009-0001-3081-8861"},"institutions":[{"id":"https://openalex.org/I3019309368","display_name":"North Minzu University","ror":"https://ror.org/05xjevr11","country_code":"CN","type":"education","lineage":["https://openalex.org/I3019309368"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yujie Guo","raw_affiliation_strings":["School of Computer Science and Engineering, North Minzu University, Yinchuan, China","School of Computer Science Engineering, North Minzu University, Yinchuan, China"],"raw_orcid":"https://orcid.org/0009-0001-3081-8861","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, North Minzu University, Yinchuan, China","institution_ids":["https://openalex.org/I3019309368"]},{"raw_affiliation_string":"School of Computer Science Engineering, North Minzu University, Yinchuan, China","institution_ids":["https://openalex.org/I3019309368"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Hongxia Wang","orcid":"https://orcid.org/0009-0004-8258-670X"},"institutions":[{"id":"https://openalex.org/I3019309368","display_name":"North Minzu University","ror":"https://ror.org/05xjevr11","country_code":"CN","type":"education","lineage":["https://openalex.org/I3019309368"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongxia Wang","raw_affiliation_strings":["School of Computer Science and Engineering, North Minzu University, Yinchuan, China","School of Computer Science Engineering, North Minzu University, Yinchuan, China"],"raw_orcid":"https://orcid.org/0009-0004-8258-670X","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, North Minzu University, Yinchuan, China","institution_ids":["https://openalex.org/I3019309368"]},{"raw_affiliation_string":"School of Computer Science Engineering, North Minzu University, Yinchuan, China","institution_ids":["https://openalex.org/I3019309368"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033007598","display_name":"Yuxia Niu","orcid":"https://orcid.org/0009-0005-0333-6428"},"institutions":[{"id":"https://openalex.org/I3019309368","display_name":"North Minzu University","ror":"https://ror.org/05xjevr11","country_code":"CN","type":"education","lineage":["https://openalex.org/I3019309368"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuxia Niu","raw_affiliation_strings":["School of Computer Science and Engineering, North Minzu University, Yinchuan, China","School of Computer Science Engineering, North Minzu University, Yinchuan, China"],"raw_orcid":"https://orcid.org/0009-0005-0333-6428","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, North Minzu University, Yinchuan, China","institution_ids":["https://openalex.org/I3019309368"]},{"raw_affiliation_string":"School of Computer Science Engineering, North Minzu University, Yinchuan, China","institution_ids":["https://openalex.org/I3019309368"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5086692184","display_name":"Huiling Lu","orcid":"https://orcid.org/0000-0003-2842-6890"},"institutions":[{"id":"https://openalex.org/I4210127460","display_name":"Ningxia Medical University","ror":"https://ror.org/02h8a1848","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210127460"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huiling Lu","raw_affiliation_strings":["School of Medical Information and Engineering, Ningxia Medical University, Yinchuan, China","School of Medical Information Engineering, Ningxia Medical University, Yinchuan, China"],"raw_orcid":"https://orcid.org/0000-0003-2842-6890","affiliations":[{"raw_affiliation_string":"School of Medical Information and Engineering, Ningxia Medical University, Yinchuan, China","institution_ids":["https://openalex.org/I4210127460"]},{"raw_affiliation_string":"School of Medical Information Engineering, Ningxia Medical University, Yinchuan, China","institution_ids":["https://openalex.org/I4210127460"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":4.3305,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.93722597,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":"74","issue":null,"first_page":"1","last_page":"12"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.9700999855995178,"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"}},"topics":[{"id":"https://openalex.org/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.9700999855995178,"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/T11775","display_name":"COVID-19 diagnosis using AI","score":0.9674000144004822,"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/T10862","display_name":"AI in cancer detection","score":0.9153000116348267,"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/identity","display_name":"Identity (music)","score":0.5671555399894714},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5221717357635498},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3830966353416443},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.3435423970222473},{"id":"https://openalex.org/keywords/computer-graphics","display_name":"Computer graphics (images)","score":0.329740047454834},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.18775931000709534},{"id":"https://openalex.org/keywords/acoustics","display_name":"Acoustics","score":0.11188948154449463}],"concepts":[{"id":"https://openalex.org/C2778355321","wikidata":"https://www.wikidata.org/wiki/Q17079427","display_name":"Identity (music)","level":2,"score":0.5671555399894714},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5221717357635498},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3830966353416443},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3435423970222473},{"id":"https://openalex.org/C121684516","wikidata":"https://www.wikidata.org/wiki/Q7600677","display_name":"Computer graphics (images)","level":1,"score":0.329740047454834},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.18775931000709534},{"id":"https://openalex.org/C24890656","wikidata":"https://www.wikidata.org/wiki/Q82811","display_name":"Acoustics","level":1,"score":0.11188948154449463}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tim.2025.3534218","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2025.3534218","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":[],"awards":[{"id":"https://openalex.org/G2754576475","display_name":"\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u548c\u7a00\u758f\u8868\u793a\u7684PET/CT\u533b\u5b66\u56fe\u50cf\u8bed\u4e49\u7279\u5f81\u5206\u6790\u4e0e\u8f85\u52a9\u8bca\u65ad\u6a21\u578b\u7814\u7a76","funder_award_id":"62062003","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7937645674","display_name":null,"funder_award_id":"2023AAC03293","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"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":37,"referenced_works":["https://openalex.org/W2193145675","https://openalex.org/W2194775991","https://openalex.org/W2549139847","https://openalex.org/W2565639579","https://openalex.org/W2963125010","https://openalex.org/W2963179609","https://openalex.org/W2963299996","https://openalex.org/W2963446712","https://openalex.org/W3013277995","https://openalex.org/W3034429256","https://openalex.org/W3135057764","https://openalex.org/W3138516171","https://openalex.org/W3162418282","https://openalex.org/W3208413984","https://openalex.org/W4200226120","https://openalex.org/W4220656052","https://openalex.org/W4224690709","https://openalex.org/W4283811313","https://openalex.org/W4290999328","https://openalex.org/W4322587909","https://openalex.org/W4376870309","https://openalex.org/W4378212078","https://openalex.org/W4380767739","https://openalex.org/W4386047745","https://openalex.org/W4386225779","https://openalex.org/W4389506659","https://openalex.org/W4389522901","https://openalex.org/W4390441241","https://openalex.org/W4390471538","https://openalex.org/W4390752123","https://openalex.org/W4390873988","https://openalex.org/W4394625520","https://openalex.org/W4401912812","https://openalex.org/W6771062828","https://openalex.org/W6796538260","https://openalex.org/W6802648153","https://openalex.org/W6853378651"],"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":{"Pneumonia":[0,17],"is":[1,24,45,49,104,118,143,176,205],"a":[2,50,82,119,208],"serious":[3],"threat":[4],"to":[5,12,106,149,161,178,195,237],"human":[6,14],"health":[7],"and":[8,40,42,114,222,229,240],"causes":[9],"great":[10],"harm":[11],"the":[13,31,35,43,55,64,73,98,124,129,138,146,151,159,168,171,180,203],"respiratory":[15],"system.":[16],"recognition":[18],"based":[19],"on":[20,69,163,207],"lung":[21,32,209],"X-ray":[22,33,88,210],"images":[23],"an":[25],"effective":[26],"auxiliary":[27,147],"diagnosis":[28,84],"method.":[29],"In":[30],"images,":[34],"lesion":[36],"areas":[37,71],"are":[38,94,190,224],"complex":[39],"diverse,":[41],"boundary":[44],"not":[46],"clear.":[47],"There":[48],"gradient":[51,181,197],"inconsistency":[52,182],"problem":[53,183],"in":[54,72,145,184,192,199],"feature":[56,125],"interaction":[57],"process":[58],"of":[59,111,128,167],"deep":[60],"learning.":[61],"They":[62],"prevent":[63],"model":[65,85,204],"from":[66],"focusing":[67],"well":[68],"diseased":[70],"image.":[74,169],"To":[75],"solve":[76,179],"these":[77],"problems,":[78],"this":[79,193],"article":[80],"proposes":[81],"computer-aided":[83],"for":[86],"pneumonia":[87,242],"images\u2014identity-mapping":[89],"ResFormer.":[90],"The":[91,116,212],"main":[92],"innovations":[93],"as":[95],"follows:":[96],"First,":[97],"multiconvolution":[99],"cascade":[100],"residual":[101],"module":[102,174,194],"(MCCRM)":[103],"designed":[105,144,177],"extract":[107,150],"local":[108],"image":[109],"features":[110,166,198],"different":[112,185,200],"sizes":[113],"shapes.":[115],"MCCRM":[117],"\u201cparallel-cascade\u201d":[120],"structure,":[121],"which":[122],"enhances":[123],"extraction":[126],"capability":[127],"backbone":[130],"network":[131,148,160],"by":[132],"nesting":[133],"four":[134],"convolution":[135],"operations.":[136],"Second,":[137],"enhanced":[139],"multipatch":[140],"transformer":[141,173],"(EMPT)":[142],"multiperceptive":[152],"field\u2019s":[153],"global":[154],"attention":[155],"features.":[156,187],"It":[157],"enables":[158],"focus":[162],"prominent":[164],"area":[165],"Third,":[170],"identity-mapping":[172],"(IMTM)":[175],"stage":[186],"Transformer":[188],"operations":[189],"used":[191],"fuse":[196],"stages.":[201],"Finally,":[202],"validated":[206],"dataset.":[211],"accuracy,":[213],"<inline-formula":[214],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[215],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">":[216],"<tex-math":[217],"notation=\"LaTeX\">$F1$":[218],"</tex-math></inline-formula>,":[219],"recall,":[220],"precision,":[221],"specificity":[223],"97.6679%,":[225],"95.3378%,":[226],"95.3368%,":[227],"95.4602%,":[228],"98.4452%,":[230],"respectively.":[231],"Identity-mapping":[232],"ResFormer":[233],"can":[234],"assist":[235],"doctors":[236],"make":[238],"efficient":[239],"accurate":[241],"diagnoses.":[243]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
