{"id":"https://openalex.org/W4220910889","doi":"https://doi.org/10.1109/tmi.2022.3163171","title":"A Task Decomposing and Cell Comparing Method for Cervical Lesion Cell Detection","display_name":"A Task Decomposing and Cell Comparing Method for Cervical Lesion Cell Detection","publication_year":2022,"publication_date":"2022-03-29","ids":{"openalex":"https://openalex.org/W4220910889","doi":"https://doi.org/10.1109/tmi.2022.3163171","pmid":"https://pubmed.ncbi.nlm.nih.gov/35349436"},"language":"en","primary_location":{"id":"doi:10.1109/tmi.2022.3163171","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmi.2022.3163171","pdf_url":null,"source":{"id":"https://openalex.org/S58069681","display_name":"IEEE Transactions on Medical Imaging","issn_l":"0278-0062","issn":["0278-0062","1558-254X"],"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 Medical Imaging","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5100344096","display_name":"Tingting Chen","orcid":"https://orcid.org/0000-0001-7516-8500"},"institutions":[{"id":"https://openalex.org/I168879160","display_name":"Zhejiang University of Science and Technology","ror":"https://ror.org/05mx0wr29","country_code":"CN","type":"education","lineage":["https://openalex.org/I168879160"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tingting Chen","raw_affiliation_strings":["College of Computer Science and Technology, Zhejiang University, Hangzhou, China"],"raw_orcid":"https://orcid.org/0000-0001-7516-8500","affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I168879160"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101923966","display_name":"Wenhao Zheng","orcid":"https://orcid.org/0000-0002-7108-370X"},"institutions":[{"id":"https://openalex.org/I168879160","display_name":"Zhejiang University of Science and Technology","ror":"https://ror.org/05mx0wr29","country_code":"CN","type":"education","lineage":["https://openalex.org/I168879160"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenhao Zheng","raw_affiliation_strings":["College of Computer Science and Technology, Zhejiang University, Hangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I168879160"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007571956","display_name":"Haochao Ying","orcid":"https://orcid.org/0000-0001-7832-2518"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haochao Ying","raw_affiliation_strings":["School of Public Health, Zhejiang University, Hangzhou, China"],"raw_orcid":"https://orcid.org/0000-0001-7832-2518","affiliations":[{"raw_affiliation_string":"School of Public Health, Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102865439","display_name":"Xiangyu Tan","orcid":"https://orcid.org/0000-0002-2578-4708"},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiangyu Tan","raw_affiliation_strings":["Department of Obstetrics and Gynecology, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Obstetrics and Gynecology, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei, China","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100329685","display_name":"Kexin Li","orcid":"https://orcid.org/0009-0007-8431-0864"},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kexin Li","raw_affiliation_strings":["Department of Obstetrics and Gynecology, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Obstetrics and Gynecology, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei, China","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101510267","display_name":"Xiaoping Li","orcid":"https://orcid.org/0000-0001-9213-0416"},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoping Li","raw_affiliation_strings":["Department of Obstetrics and Gynecology, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Obstetrics and Gynecology, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei, China","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060901632","display_name":"Danny Z. Chen","orcid":"https://orcid.org/0000-0001-6565-2884"},"institutions":[{"id":"https://openalex.org/I107639228","display_name":"University of Notre Dame","ror":"https://ror.org/00mkhxb43","country_code":"US","type":"education","lineage":["https://openalex.org/I107639228"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Danny Z. Chen","raw_affiliation_strings":["Department of Computer Science and Engineering, University of Notre Dame, Notre Dame, IN, USA"],"raw_orcid":"https://orcid.org/0000-0001-6565-2884","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, University of Notre Dame, Notre Dame, IN, USA","institution_ids":["https://openalex.org/I107639228"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5058887263","display_name":"Jian Wu","orcid":null},"institutions":[{"id":"https://openalex.org/I4210158318","display_name":"Second Affiliated Hospital of Zhejiang University","ror":"https://ror.org/059cjpv64","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210158318"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jian Wu","raw_affiliation_strings":["Second Affiliated Hospital School of Medicine, School of Public Health, and the Institute of Wenzhou, Zhejiang University, Hangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Second Affiliated Hospital School of Medicine, School of Public Health, and the Institute of Wenzhou, Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I4210158318"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":4.0783,"has_fulltext":false,"cited_by_count":38,"citation_normalized_percentile":{"value":0.94481114,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"41","issue":"9","first_page":"2432","last_page":"2442"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9998000264167786,"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"}},"topics":[{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9998000264167786,"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/T10146","display_name":"Cervical Cancer and HPV Research","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"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/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.9865999817848206,"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":0.6505247354507446},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5905852913856506},{"id":"https://openalex.org/keywords/lesion","display_name":"Lesion","score":0.5412871241569519},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5183947682380676},{"id":"https://openalex.org/keywords/cervical-cancer","display_name":"Cervical cancer","score":0.47453200817108154},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4688618779182434},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4602585732936859},{"id":"https://openalex.org/keywords/cancer-detection","display_name":"Cancer detection","score":0.4283008873462677},{"id":"https://openalex.org/keywords/object-detection","display_name":"Object detection","score":0.4263099431991577},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.2283276915550232},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.20052772760391235},{"id":"https://openalex.org/keywords/cancer","display_name":"Cancer","score":0.1434275209903717}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6505247354507446},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5905852913856506},{"id":"https://openalex.org/C2781156865","wikidata":"https://www.wikidata.org/wiki/Q827023","display_name":"Lesion","level":2,"score":0.5412871241569519},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5183947682380676},{"id":"https://openalex.org/C2778220009","wikidata":"https://www.wikidata.org/wiki/Q160105","display_name":"Cervical cancer","level":3,"score":0.47453200817108154},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4688618779182434},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4602585732936859},{"id":"https://openalex.org/C2985322473","wikidata":"https://www.wikidata.org/wiki/Q3044843","display_name":"Cancer detection","level":3,"score":0.4283008873462677},{"id":"https://openalex.org/C2776151529","wikidata":"https://www.wikidata.org/wiki/Q3045304","display_name":"Object detection","level":3,"score":0.4263099431991577},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.2283276915550232},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.20052772760391235},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.1434275209903717},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","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},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","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}],"mesh":[{"descriptor_ui":"D002583","descriptor_name":"Uterine Cervical Neoplasms","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D002583","descriptor_name":"Uterine Cervical Neoplasms","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D002583","descriptor_name":"Uterine Cervical Neoplasms","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D003936","descriptor_name":"Diagnosis, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003936","descriptor_name":"Diagnosis, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003936","descriptor_name":"Diagnosis, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014626","descriptor_name":"Vaginal Smears","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014626","descriptor_name":"Vaginal Smears","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014626","descriptor_name":"Vaginal Smears","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D055088","descriptor_name":"Early Detection of Cancer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D055088","descriptor_name":"Early Detection of Cancer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D055088","descriptor_name":"Early Detection of Cancer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.1109/tmi.2022.3163171","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmi.2022.3163171","pdf_url":null,"source":{"id":"https://openalex.org/S58069681","display_name":"IEEE Transactions on Medical Imaging","issn_l":"0278-0062","issn":["0278-0062","1558-254X"],"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 Medical Imaging","raw_type":"journal-article"},{"id":"pmid:35349436","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/35349436","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE transactions on medical imaging","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","score":0.5299999713897705,"display_name":"Good health and well-being"}],"awards":[{"id":"https://openalex.org/G1899008360","display_name":null,"funder_award_id":"62176231","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3867146099","display_name":null,"funder_award_id":"62106218","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4687910176","display_name":"AF: Small: Algorithms in Computational Geometry and Medical Applications","funder_award_id":"1617735","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G7582899071","display_name":null,"funder_award_id":"2019YFB1404802","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":52,"referenced_works":["https://openalex.org/W639708223","https://openalex.org/W1829380873","https://openalex.org/W1861492603","https://openalex.org/W2069622636","https://openalex.org/W2076242843","https://openalex.org/W2133765716","https://openalex.org/W2138621090","https://openalex.org/W2194775991","https://openalex.org/W2341555367","https://openalex.org/W2343237073","https://openalex.org/W2511945703","https://openalex.org/W2565639579","https://openalex.org/W2606202972","https://openalex.org/W2734583741","https://openalex.org/W2798991696","https://openalex.org/W2891729389","https://openalex.org/W2908915865","https://openalex.org/W2953133772","https://openalex.org/W2963037989","https://openalex.org/W2963150697","https://openalex.org/W2963351448","https://openalex.org/W2964241181","https://openalex.org/W2980091928","https://openalex.org/W2980163080","https://openalex.org/W2982101047","https://openalex.org/W2986357608","https://openalex.org/W2994699064","https://openalex.org/W3005680577","https://openalex.org/W3007473623","https://openalex.org/W3024746232","https://openalex.org/W3034421924","https://openalex.org/W3035524453","https://openalex.org/W3044797659","https://openalex.org/W3082043744","https://openalex.org/W3095931313","https://openalex.org/W3106546328","https://openalex.org/W3120290381","https://openalex.org/W3121414831","https://openalex.org/W3140073993","https://openalex.org/W3161689197","https://openalex.org/W3172752666","https://openalex.org/W3190093092","https://openalex.org/W4287812705","https://openalex.org/W4288325606","https://openalex.org/W4293584584","https://openalex.org/W6716109767","https://openalex.org/W6750227808","https://openalex.org/W6764322716","https://openalex.org/W6767312599","https://openalex.org/W6774314701","https://openalex.org/W6776700526","https://openalex.org/W6786850268"],"related_works":["https://openalex.org/W4386948194","https://openalex.org/W2070328444","https://openalex.org/W2920813532","https://openalex.org/W2377161363","https://openalex.org/W3106127189","https://openalex.org/W2394514052","https://openalex.org/W4213135093","https://openalex.org/W2911638444","https://openalex.org/W2374713766","https://openalex.org/W2394960229"],"abstract_inverted_index":{"Automatic":[0],"detection":[1,108,135],"of":[2,55,137,148,182],"cervical":[3,10,24,43,96,175],"lesion":[4,44,68,97],"cells":[5,160,168],"or":[6],"cell":[7,90,98,129,142,152],"clumps":[8],"using":[9],"cytology":[11,176],"images":[12],"is":[13],"critical":[14],"to":[15,119],"computer-aided":[16],"diagnosis":[17,147],"(CAD)":[18],"for":[19,41,95,127],"accurate,":[20],"objective,":[21],"and":[22,37,66,73,89,113,123,131,150,162],"efficient":[23,122],"cancer":[25],"screening.":[26],"Recently,":[27],"many":[28],"methods":[29],"based":[30],"on":[31,172],"modern":[32],"object":[33],"detectors":[34],"were":[35],"proposed":[36],"showed":[38],"great":[39],"potential":[40],"automatic":[42],"detection.":[45,99],"Although":[46],"effective,":[47],"several":[48],"issues":[49],"still":[50],"hinder":[51],"further":[52],"performance":[53,136],"improvement":[54],"such":[56,59],"known":[57],"methods,":[58],"as":[60],"large":[61,174],"appearance":[62],"variances":[63],"between":[64],"single-cell":[65],"multi-cell":[67],"regions,":[69],"neglecting":[70],"normal":[71],"cells,":[72],"visual":[74],"similarity":[75],"among":[76],"abnormal":[77],"cells.":[78],"To":[79],"tackle":[80],"these":[81],"issues,":[82],"we":[83],"propose":[84],"a":[85,155,173],"new":[86],"task":[87,102,109],"decomposing":[88,103],"comparing":[91,143,157],"network,":[92],"called":[93],"TDCC-Net,":[94],"Specifically,":[100],"our":[101,183],"scheme":[104,144],"decomposes":[105],"the":[106,134,138,180],"original":[107,139],"into":[110],"two":[111],"subtasks":[112],"models":[114],"them":[115],"separately,":[116],"which":[117],"aims":[118],"learn":[120],"more":[121],"useful":[124],"feature":[125],"representations":[126],"specific":[128],"structures":[130],"then":[132],"improve":[133],"task.":[140],"Our":[141],"imitates":[145],"clinical":[146],"experts":[149],"performs":[151],"comparison":[153],"with":[154],"dynamic":[156],"module":[158],"(normal-abnormal":[159],"comparing)":[161],"an":[163],"instance":[164],"contrastive":[165],"loss":[166],"(abnormal-abnormal":[167],"comparing).":[169],"Comprehensive":[170],"experiments":[171],"image":[177],"dataset":[178],"confirm":[179],"superiority":[181],"method":[184],"over":[185],"state-of-the-art":[186],"methods.":[187]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":12},{"year":2024,"cited_by_count":9},{"year":2023,"cited_by_count":11},{"year":2022,"cited_by_count":3}],"updated_date":"2026-08-06T08:24:18.245995","created_date":"2025-10-10T00:00:00"}
