{"id":"https://openalex.org/W4295429476","doi":"https://doi.org/10.1109/embc48229.2022.9871776","title":"Malignancy Suspicious Region Guided Deep Neural Networks for Gastric Ulcer Classification","display_name":"Malignancy Suspicious Region Guided Deep Neural Networks for Gastric Ulcer Classification","publication_year":2022,"publication_date":"2022-07-11","ids":{"openalex":"https://openalex.org/W4295429476","doi":"https://doi.org/10.1109/embc48229.2022.9871776","pmid":"https://pubmed.ncbi.nlm.nih.gov/36086413"},"language":"en","primary_location":{"id":"doi:10.1109/embc48229.2022.9871776","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc48229.2022.9871776","pdf_url":null,"source":{"id":"https://openalex.org/S4363607706","display_name":"2022 44th Annual International Conference of the IEEE Engineering in Medicine &amp; Biology Society (EMBC)","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 44th Annual International Conference of the IEEE Engineering in Medicine &amp; Biology Society (EMBC)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5107888436","display_name":"Xiaoyan Zheng","orcid":"https://orcid.org/0009-0004-2380-2177"},"institutions":[{"id":"https://openalex.org/I113940042","display_name":"Shanghai University","ror":"https://ror.org/006teas31","country_code":"CN","type":"education","lineage":["https://openalex.org/I113940042"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoyan Zheng","raw_affiliation_strings":["School of Microelectronics, Shanghai University,Shanghai,China,200444"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Microelectronics, Shanghai University,Shanghai,China,200444","institution_ids":["https://openalex.org/I113940042"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010092389","display_name":"Zeng Zeng","orcid":"https://orcid.org/0000-0002-2405-0323"},"institutions":[{"id":"https://openalex.org/I115228651","display_name":"Agency for Science, Technology and Research","ror":"https://ror.org/036wvzt09","country_code":"SG","type":"government","lineage":["https://openalex.org/I115228651"]},{"id":"https://openalex.org/I3005327000","display_name":"Institute for Infocomm Research","ror":"https://ror.org/053rfa017","country_code":"SG","type":"facility","lineage":["https://openalex.org/I115228651","https://openalex.org/I3005327000","https://openalex.org/I91275662"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Zeng Zeng","raw_affiliation_strings":["Institute for Infocomm Research,A &#x002A;STAR, 1 Fusionopolis Way,Singapore,138632"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute for Infocomm Research,A &#x002A;STAR, 1 Fusionopolis Way,Singapore,138632","institution_ids":["https://openalex.org/I3005327000","https://openalex.org/I115228651"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101021225","display_name":"Can Ma","orcid":null},"institutions":[{"id":"https://openalex.org/I113940042","display_name":"Shanghai University","ror":"https://ror.org/006teas31","country_code":"CN","type":"education","lineage":["https://openalex.org/I113940042"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Can Ma","raw_affiliation_strings":["School of Microelectronics, Shanghai University,Shanghai,China,200444"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Microelectronics, Shanghai University,Shanghai,China,200444","institution_ids":["https://openalex.org/I113940042"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070457572","display_name":"Qing Chang","orcid":"https://orcid.org/0000-0001-7568-4070"},"institutions":[{"id":"https://openalex.org/I113940042","display_name":"Shanghai University","ror":"https://ror.org/006teas31","country_code":"CN","type":"education","lineage":["https://openalex.org/I113940042"]},{"id":"https://openalex.org/I4210088329","display_name":"Jiading District Central Hospital","ror":"https://ror.org/004j26v17","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210088329"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qing Chang","raw_affiliation_strings":["Jiading District Central Hospital Affiliated Shanghai University of Medicine &#x0026; Health Sciences,Clinical Research Center,Shanghai,China,201800"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Jiading District Central Hospital Affiliated Shanghai University of Medicine &#x0026; Health Sciences,Clinical Research Center,Shanghai,China,201800","institution_ids":["https://openalex.org/I4210088329","https://openalex.org/I113940042"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050743199","display_name":"Ziyuan Zhao","orcid":"https://orcid.org/0000-0002-4403-825X"},"institutions":[{"id":"https://openalex.org/I115228651","display_name":"Agency for Science, Technology and Research","ror":"https://ror.org/036wvzt09","country_code":"SG","type":"government","lineage":["https://openalex.org/I115228651"]},{"id":"https://openalex.org/I3005327000","display_name":"Institute for Infocomm Research","ror":"https://ror.org/053rfa017","country_code":"SG","type":"facility","lineage":["https://openalex.org/I115228651","https://openalex.org/I3005327000","https://openalex.org/I91275662"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Ziyuan Zhao","raw_affiliation_strings":["Institute for Infocomm Research,A &#x002A;STAR, 1 Fusionopolis Way,Singapore,138632"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute for Infocomm Research,A &#x002A;STAR, 1 Fusionopolis Way,Singapore,138632","institution_ids":["https://openalex.org/I3005327000","https://openalex.org/I115228651"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5104272403","display_name":"Xulei Yang","orcid":null},"institutions":[{"id":"https://openalex.org/I115228651","display_name":"Agency for Science, Technology and Research","ror":"https://ror.org/036wvzt09","country_code":"SG","type":"government","lineage":["https://openalex.org/I115228651"]},{"id":"https://openalex.org/I3005327000","display_name":"Institute for Infocomm Research","ror":"https://ror.org/053rfa017","country_code":"SG","type":"facility","lineage":["https://openalex.org/I115228651","https://openalex.org/I3005327000","https://openalex.org/I91275662"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Xulei Yang","raw_affiliation_strings":["Institute for Infocomm Research,A &#x002A;STAR, 1 Fusionopolis Way,Singapore,138632"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute for Infocomm Research,A &#x002A;STAR, 1 Fusionopolis Way,Singapore,138632","institution_ids":["https://openalex.org/I3005327000","https://openalex.org/I115228651"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":"2022","issue":null,"first_page":"451","last_page":"454"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11378","display_name":"Gastrointestinal Bleeding Diagnosis and Treatment","score":0.9878000020980835,"subfield":{"id":"https://openalex.org/subfields/2715","display_name":"Gastroenterology"},"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/T11378","display_name":"Gastrointestinal Bleeding Diagnosis and Treatment","score":0.9878000020980835,"subfield":{"id":"https://openalex.org/subfields/2715","display_name":"Gastroenterology"},"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/T10696","display_name":"Gastric Cancer Management and Outcomes","score":0.977400004863739,"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/T10552","display_name":"Colorectal Cancer Screening and Detection","score":0.9702000021934509,"subfield":{"id":"https://openalex.org/subfields/2730","display_name":"Oncology"},"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/malignancy","display_name":"Malignancy","score":0.789029598236084},{"id":"https://openalex.org/keywords/cancer","display_name":"Cancer","score":0.6160616278648376},{"id":"https://openalex.org/keywords/pathological","display_name":"Pathological","score":0.5336105823516846},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.501061201095581},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4596620798110962},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4294359087944031},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.418349027633667},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.38035857677459717},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.33475953340530396},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.31032443046569824}],"concepts":[{"id":"https://openalex.org/C2779399171","wikidata":"https://www.wikidata.org/wiki/Q1483951","display_name":"Malignancy","level":2,"score":0.789029598236084},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.6160616278648376},{"id":"https://openalex.org/C207886595","wikidata":"https://www.wikidata.org/wiki/Q1456138","display_name":"Pathological","level":2,"score":0.5336105823516846},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.501061201095581},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4596620798110962},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4294359087944031},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.418349027633667},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.38035857677459717},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.33475953340530396},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.31032443046569824}],"mesh":[{"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":"D013274","descriptor_name":"Stomach Neoplasms","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D013274","descriptor_name":"Stomach Neoplasms","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D013274","descriptor_name":"Stomach Neoplasms","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D013276","descriptor_name":"Stomach Ulcer","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D013276","descriptor_name":"Stomach Ulcer","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D013276","descriptor_name":"Stomach Ulcer","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1109/embc48229.2022.9871776","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc48229.2022.9871776","pdf_url":null,"source":{"id":"https://openalex.org/S4363607706","display_name":"2022 44th Annual International Conference of the IEEE Engineering in Medicine &amp; Biology Society (EMBC)","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 44th Annual International Conference of the IEEE Engineering in Medicine &amp; Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:36086413","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/36086413","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":"Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being","score":0.8199999928474426}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":35,"referenced_works":["https://openalex.org/W1686810756","https://openalex.org/W1901129140","https://openalex.org/W1963531422","https://openalex.org/W2112796928","https://openalex.org/W2117539524","https://openalex.org/W2154667398","https://openalex.org/W2194775991","https://openalex.org/W2221837786","https://openalex.org/W2533800772","https://openalex.org/W2550193557","https://openalex.org/W2592929672","https://openalex.org/W2884319641","https://openalex.org/W2899006596","https://openalex.org/W2950800384","https://openalex.org/W2951527505","https://openalex.org/W2964350391","https://openalex.org/W2970242971","https://openalex.org/W3081536437","https://openalex.org/W3082835591","https://openalex.org/W3082879489","https://openalex.org/W3082921269","https://openalex.org/W3090429950","https://openalex.org/W3090987843","https://openalex.org/W3091129905","https://openalex.org/W3102226275","https://openalex.org/W3122512728","https://openalex.org/W3195968447","https://openalex.org/W3200982107","https://openalex.org/W6637373629","https://openalex.org/W6639824700","https://openalex.org/W6682137061","https://openalex.org/W6682850409","https://openalex.org/W6714138976","https://openalex.org/W6729835767","https://openalex.org/W6776828062"],"related_works":["https://openalex.org/W2365243064","https://openalex.org/W2092561569","https://openalex.org/W2377100155","https://openalex.org/W4375867731","https://openalex.org/W2386699790","https://openalex.org/W2793887421","https://openalex.org/W4389671191","https://openalex.org/W2063918854","https://openalex.org/W3153228984","https://openalex.org/W2373252393"],"abstract_inverted_index":{"Malignant":[0],"transformation":[1],"of":[2,18,37,113],"gastric":[3,8,13,38,67,83,118,147],"ulcer":[4,14,68,84,119,148],"can":[5],"result":[6],"in":[7,27,35],"cancer,":[9],"hence":[10],"an":[11,110],"accurate":[12],"classification":[15,120],"method":[16,153],"is":[17,92],"vital":[19],"importance.":[20],"Despite":[21],"marvelous":[22],"progress":[23],"has":[24],"been":[25],"achieved":[26],"recent":[28],"years,":[29],"there":[30],"are":[31,107],"still":[32],"many":[33],"challenges":[34],"diagnosis":[36],"ulcer.":[39],"In":[40],"this":[41],"paper,":[42],"we":[43],"propose":[44],"a":[45,87,122,129],"mechanism":[46],"to":[47,74,94],"mimic":[48],"gastroenterologist's":[49],"behaviours":[50],"based":[51],"on":[52,76,128],"deep":[53,89,124],"learning":[54],"techniques,":[55],"by":[56,121],"integrating":[57],"the":[58,72,77,96,104,117],"segmented":[59,105],"malignancy":[60],"suspicious":[61,97],"masks":[62],"with":[63,133,151,154],"gastroscopic":[64,101,114,131,156],"images":[65,115],"for":[66,82,116,146],"classification,":[69],"which":[70],"instructs":[71],"model":[73],"focus":[75],"area":[78],"where":[79],"symptoms":[80],"occur":[81],"diagnosis.":[85],"Specifically,":[86],"U-Net-type":[88],"neural":[90,125],"network":[91],"built":[93],"segment":[95],"pathological":[98],"regions":[99,106],"from":[100],"images,":[102],"then":[103],"treated":[108],"as":[109],"attention":[111],"channel":[112],"ResNet-type":[123],"network.":[126],"Experiments":[127],"real":[130],"dataset":[132],"900+":[134],"patient":[135],"cases":[136],"demonstrate":[137],"that":[138],"our":[139],"proposed":[140],"approach":[141],"achieves":[142],"much":[143],"better":[144],"performance":[145],"diagnosis,":[149],"compared":[150],"standard":[152],"only":[155],"images.":[157]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
