{"id":"https://openalex.org/W3004758327","doi":"https://doi.org/10.1109/bibm47256.2019.8982965","title":"Liver Histopathological Image Retrieval Based on Deep Metric Learning","display_name":"Liver Histopathological Image Retrieval Based on Deep Metric Learning","publication_year":2019,"publication_date":"2019-11-01","ids":{"openalex":"https://openalex.org/W3004758327","doi":"https://doi.org/10.1109/bibm47256.2019.8982965","mag":"3004758327"},"language":"en","primary_location":{"id":"doi:10.1109/bibm47256.2019.8982965","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibm47256.2019.8982965","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","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/A5020111220","display_name":"Pengshuai Yang","orcid":"https://orcid.org/0000-0002-2185-7236"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Pengshuai Yang","raw_affiliation_strings":["Beijing National Research Center for Information Science and Technology, Tsinghua University,Ministry of Education Key Laboratory of Bioinformatics, Bioinformatics Division,Department of Automation,Beijing,China,100084","Department of Automation, Ministry of Education Key Laboratory of Bioinformatics, Bioinformatics Division, Beijing National Research Center for Information Science and Technology, Tsinghua University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Beijing National Research Center for Information Science and Technology, Tsinghua University,Ministry of Education Key Laboratory of Bioinformatics, Bioinformatics Division,Department of Automation,Beijing,China,100084","institution_ids":["https://openalex.org/I99065089"]},{"raw_affiliation_string":"Department of Automation, Ministry of Education Key Laboratory of Bioinformatics, Bioinformatics Division, Beijing National Research Center for Information Science and Technology, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067366608","display_name":"Yupeng Zhai","orcid":"https://orcid.org/0000-0002-8523-2761"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yupeng Zhai","raw_affiliation_strings":["Beijing National Research Center for Information Science and Technology, Tsinghua University,Ministry of Education Key Laboratory of Bioinformatics, Bioinformatics Division,Department of Automation,Beijing,China,100084","Department of Automation, Ministry of Education Key Laboratory of Bioinformatics, Bioinformatics Division, Beijing National Research Center for Information Science and Technology, Tsinghua University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Beijing National Research Center for Information Science and Technology, Tsinghua University,Ministry of Education Key Laboratory of Bioinformatics, Bioinformatics Division,Department of Automation,Beijing,China,100084","institution_ids":["https://openalex.org/I99065089"]},{"raw_affiliation_string":"Department of Automation, Ministry of Education Key Laboratory of Bioinformatics, Bioinformatics Division, Beijing National Research Center for Information Science and Technology, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101996951","display_name":"Lin Li","orcid":"https://orcid.org/0000-0002-0901-4009"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lin Li","raw_affiliation_strings":["Beijing National Research Center for Information Science and Technology, Tsinghua University,Ministry of Education Key Laboratory of Bioinformatics, Bioinformatics Division,Department of Automation,Beijing,China,100084","Department of Automation, Ministry of Education Key Laboratory of Bioinformatics, Bioinformatics Division, Beijing National Research Center for Information Science and Technology, Tsinghua University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Beijing National Research Center for Information Science and Technology, Tsinghua University,Ministry of Education Key Laboratory of Bioinformatics, Bioinformatics Division,Department of Automation,Beijing,China,100084","institution_ids":["https://openalex.org/I99065089"]},{"raw_affiliation_string":"Department of Automation, Ministry of Education Key Laboratory of Bioinformatics, Bioinformatics Division, Beijing National Research Center for Information Science and Technology, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074195858","display_name":"Hairong Lv","orcid":"https://orcid.org/0000-0003-1568-6861"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hairong Lv","raw_affiliation_strings":["Beijing National Research Center for Information Science and Technology, Tsinghua University,Ministry of Education Key Laboratory of Bioinformatics, Bioinformatics Division,Department of Automation,Beijing,China,100084","Department of Automation, Ministry of Education Key Laboratory of Bioinformatics, Bioinformatics Division, Beijing National Research Center for Information Science and Technology, Tsinghua University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Beijing National Research Center for Information Science and Technology, Tsinghua University,Ministry of Education Key Laboratory of Bioinformatics, Bioinformatics Division,Department of Automation,Beijing,China,100084","institution_ids":["https://openalex.org/I99065089"]},{"raw_affiliation_string":"Department of Automation, Ministry of Education Key Laboratory of Bioinformatics, Bioinformatics Division, Beijing National Research Center for Information Science and Technology, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100648321","display_name":"Jigang Wang","orcid":"https://orcid.org/0000-0002-1909-0232"},"institutions":[{"id":"https://openalex.org/I4210116869","display_name":"Affiliated Hospital of Qingdao University","ror":"https://ror.org/026e9yy16","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210116869"]},{"id":"https://openalex.org/I108688024","display_name":"Qingdao University","ror":"https://ror.org/021cj6z65","country_code":"CN","type":"education","lineage":["https://openalex.org/I108688024"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jigang Wang","raw_affiliation_strings":["The Affiliated Hospital of Qingdao University,Department of Pathology,Qingdao City,Shandong Province,China,266000","Department of Pathology, The Affiliated Hospital of Qingdao University, Qingdao City, Shandong Province, China"],"affiliations":[{"raw_affiliation_string":"The Affiliated Hospital of Qingdao University,Department of Pathology,Qingdao City,Shandong Province,China,266000","institution_ids":["https://openalex.org/I108688024","https://openalex.org/I4210116869"]},{"raw_affiliation_string":"Department of Pathology, The Affiliated Hospital of Qingdao University, Qingdao City, Shandong Province, China","institution_ids":["https://openalex.org/I108688024","https://openalex.org/I4210116869"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102098541","display_name":"Chengzhan Zhu","orcid":null},"institutions":[{"id":"https://openalex.org/I4210116869","display_name":"Affiliated Hospital of Qingdao University","ror":"https://ror.org/026e9yy16","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210116869"]},{"id":"https://openalex.org/I108688024","display_name":"Qingdao University","ror":"https://ror.org/021cj6z65","country_code":"CN","type":"education","lineage":["https://openalex.org/I108688024"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chengzhan Zhu","raw_affiliation_strings":["The Affiliated Hospital of Qingdao University,Department of Hepatobiliary and Pancreatic Surgery,Qingdao City,Shandong Province,China,266000","Department of Hepatobiliary and Pancreatic Surgery, The Affiliated Hospital of Qingdao University, Qingdao City, Shandong Province, China"],"affiliations":[{"raw_affiliation_string":"The Affiliated Hospital of Qingdao University,Department of Hepatobiliary and Pancreatic Surgery,Qingdao City,Shandong Province,China,266000","institution_ids":["https://openalex.org/I108688024","https://openalex.org/I4210116869"]},{"raw_affiliation_string":"Department of Hepatobiliary and Pancreatic Surgery, The Affiliated Hospital of Qingdao University, Qingdao City, Shandong Province, China","institution_ids":["https://openalex.org/I108688024","https://openalex.org/I4210116869"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100623015","display_name":"Rui Jiang","orcid":"https://orcid.org/0000-0002-7533-3753"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Rui Jiang","raw_affiliation_strings":["Beijing National Research Center for Information Science and Technology, Tsinghua University,Ministry of Education Key Laboratory of Bioinformatics, Bioinformatics Division,Department of Automation,Beijing,China,100084","Department of Automation, Ministry of Education Key Laboratory of Bioinformatics, Bioinformatics Division, Beijing National Research Center for Information Science and Technology, Tsinghua University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Beijing National Research Center for Information Science and Technology, Tsinghua University,Ministry of Education Key Laboratory of Bioinformatics, Bioinformatics Division,Department of Automation,Beijing,China,100084","institution_ids":["https://openalex.org/I99065089"]},{"raw_affiliation_string":"Department of Automation, Ministry of Education Key Laboratory of Bioinformatics, Bioinformatics Division, Beijing National Research Center for Information Science and Technology, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5020111220"],"corresponding_institution_ids":["https://openalex.org/I99065089"],"apc_list":null,"apc_paid":null,"fwci":0.28,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.67718571,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"914","last_page":"919"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9987000226974487,"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":0.9987000226974487,"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/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.9951000213623047,"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/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.9926999807357788,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7427717447280884},{"id":"https://openalex.org/keywords/metric","display_name":"Metric (unit)","score":0.7164592742919922},{"id":"https://openalex.org/keywords/image-retrieval","display_name":"Image retrieval","score":0.6743079423904419},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6436780095100403},{"id":"https://openalex.org/keywords/embedding","display_name":"Embedding","score":0.5926995277404785},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.5844749808311462},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5693710446357727},{"id":"https://openalex.org/keywords/similarity","display_name":"Similarity (geometry)","score":0.5563981533050537},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5384478569030762},{"id":"https://openalex.org/keywords/feature-vector","display_name":"Feature vector","score":0.5241886973381042},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4331137537956238},{"id":"https://openalex.org/keywords/histopathological-examination","display_name":"Histopathological examination","score":0.41521790623664856},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.12726658582687378},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.09024640917778015}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7427717447280884},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.7164592742919922},{"id":"https://openalex.org/C1667742","wikidata":"https://www.wikidata.org/wiki/Q10927554","display_name":"Image retrieval","level":3,"score":0.6743079423904419},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6436780095100403},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.5926995277404785},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.5844749808311462},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5693710446357727},{"id":"https://openalex.org/C103278499","wikidata":"https://www.wikidata.org/wiki/Q254465","display_name":"Similarity (geometry)","level":3,"score":0.5563981533050537},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5384478569030762},{"id":"https://openalex.org/C83665646","wikidata":"https://www.wikidata.org/wiki/Q42139305","display_name":"Feature vector","level":2,"score":0.5241886973381042},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4331137537956238},{"id":"https://openalex.org/C3020547009","wikidata":"https://www.wikidata.org/wiki/Q1070952","display_name":"Histopathological examination","level":2,"score":0.41521790623664856},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.12726658582687378},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.09024640917778015},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations 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},{"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/bibm47256.2019.8982965","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibm47256.2019.8982965","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.550000011920929,"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":44,"referenced_works":["https://openalex.org/W1566135517","https://openalex.org/W1797268635","https://openalex.org/W1992371516","https://openalex.org/W2035626876","https://openalex.org/W2036924016","https://openalex.org/W2039051707","https://openalex.org/W2045537846","https://openalex.org/W2074756078","https://openalex.org/W2106918289","https://openalex.org/W2109761506","https://openalex.org/W2113180829","https://openalex.org/W2124752499","https://openalex.org/W2127589108","https://openalex.org/W2128017662","https://openalex.org/W2130942839","https://openalex.org/W2138011018","https://openalex.org/W2151103935","https://openalex.org/W2151608510","https://openalex.org/W2161969291","https://openalex.org/W2194775991","https://openalex.org/W2253429366","https://openalex.org/W2295250154","https://openalex.org/W2396285250","https://openalex.org/W2470610394","https://openalex.org/W2470965540","https://openalex.org/W2497426408","https://openalex.org/W2547446130","https://openalex.org/W2613997951","https://openalex.org/W2751723768","https://openalex.org/W2752782242","https://openalex.org/W2760880057","https://openalex.org/W2789275762","https://openalex.org/W2962723992","https://openalex.org/W2963026686","https://openalex.org/W2963420686","https://openalex.org/W2963744743","https://openalex.org/W2963775347","https://openalex.org/W2964271799","https://openalex.org/W3100003598","https://openalex.org/W4295700283","https://openalex.org/W6648560114","https://openalex.org/W6676280691","https://openalex.org/W6679436768","https://openalex.org/W6729100687"],"related_works":["https://openalex.org/W2081900870","https://openalex.org/W4385350139","https://openalex.org/W2345479200","https://openalex.org/W2183306018","https://openalex.org/W2849310602","https://openalex.org/W3006008237","https://openalex.org/W2419146053","https://openalex.org/W4388890789","https://openalex.org/W2088247287","https://openalex.org/W2123991572"],"abstract_inverted_index":{"Histopathological":[0],"image":[1,32,78,146],"retrieval":[2,33],"aims":[3],"to":[4,22,75,112,118],"search":[5],"histopathological":[6,31,65,77,145],"images":[7,106],"sharing":[8],"similar":[9,25,105],"content":[10],"with":[11,19,93,131,140,149],"the":[12,91,108,137],"query":[13],"image,":[14],"which":[15,42,100],"could":[16,57],"provide":[17],"pathologists":[18],"an":[20],"approach":[21],"easily":[23],"obtain":[24],"diagnostic":[26],"cases":[27],"for":[28,50,64],"reference.":[29],"Recent":[30],"methods":[34,56],"are":[35],"usually":[36],"based":[37,84],"on":[38,85],"CNN":[39],"feature":[40],"extractors,":[41],"require":[43],"a":[44,60,82,94],"large":[45],"amount":[46],"of":[47,54,97,104],"annotated":[48],"data":[49],"training.":[51],"Besides,":[52],"most":[53],"existing":[55],"not":[58],"define":[59],"reasonable":[61],"similarity":[62],"metric":[63,73,110],"images.":[66],"In":[67],"this":[68],"paper,":[69],"we":[70,135],"apply":[71],"deep":[72],"learning":[74],"liver":[76,144],"retrieval.":[79],"We":[80],"construct":[81],"model":[83,92,126,154],"mixed":[86],"attention":[87],"mechanism":[88],"and":[89,115],"train":[90],"modified":[95],"version":[96],"multi-similarity":[98],"loss,":[99],"enables":[101],"embedding":[102],"vectors":[103],"in":[107],"given":[109],"space":[111],"be":[113,119,128],"closer":[114],"dissimilar":[116],"ones":[117],"far":[120],"from":[121],"each":[122],"other.":[123],"Additionally,":[124],"our":[125,141,153],"can":[127],"well":[129],"fitted":[130],"limited":[132],"data.":[133],"Finally,":[134],"evaluate":[136],"proposed":[138],"method":[139],"own":[142],"established":[143],"dataset.":[147],"Compared":[148],"several":[150],"published":[151],"methods,":[152],"shows":[155],"higher":[156],"performance.":[157]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
