{"id":"https://openalex.org/W4390970783","doi":"https://doi.org/10.1109/bibm58861.2023.10385368","title":"UniMOS: A Universal Framework For Multi-Organ Segmentation Over Label-Constrained Datasets","display_name":"UniMOS: A Universal Framework For Multi-Organ Segmentation Over Label-Constrained Datasets","publication_year":2023,"publication_date":"2023-12-05","ids":{"openalex":"https://openalex.org/W4390970783","doi":"https://doi.org/10.1109/bibm58861.2023.10385368"},"language":"en","primary_location":{"id":"doi:10.1109/bibm58861.2023.10385368","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/bibm58861.2023.10385368","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 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/A5103086977","display_name":"Can Li","orcid":"https://orcid.org/0000-0002-2481-6018"},"institutions":[{"id":"https://openalex.org/I36399199","display_name":"Nanjing University of Science and Technology","ror":"https://ror.org/00xp9wg62","country_code":"CN","type":"education","lineage":["https://openalex.org/I36399199"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Can Li","raw_affiliation_strings":["Nanjing University of Science and Technology,School of Cyber Science and Engineering,Nanjing,China","School of Cyber Science and Engineering, Nanjing University of Science and Technology, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"Nanjing University of Science and Technology,School of Cyber Science and Engineering,Nanjing,China","institution_ids":["https://openalex.org/I36399199"]},{"raw_affiliation_string":"School of Cyber Science and Engineering, Nanjing University of Science and Technology, Nanjing, China","institution_ids":["https://openalex.org/I36399199"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102188794","display_name":"Sheng Shao","orcid":null},"institutions":[{"id":"https://openalex.org/I36399199","display_name":"Nanjing University of Science and Technology","ror":"https://ror.org/00xp9wg62","country_code":"CN","type":"education","lineage":["https://openalex.org/I36399199"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Sheng Shao","raw_affiliation_strings":["Nanjing University of Science and Technology,School of Cyber Science and Engineering,Nanjing,China","School of Cyber Science and Engineering, Nanjing University of Science and Technology, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"Nanjing University of Science and Technology,School of Cyber Science and Engineering,Nanjing,China","institution_ids":["https://openalex.org/I36399199"]},{"raw_affiliation_string":"School of Cyber Science and Engineering, Nanjing University of Science and Technology, Nanjing, China","institution_ids":["https://openalex.org/I36399199"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108894557","display_name":"Junyi Qu","orcid":null},"institutions":[{"id":"https://openalex.org/I36399199","display_name":"Nanjing University of Science and Technology","ror":"https://ror.org/00xp9wg62","country_code":"CN","type":"education","lineage":["https://openalex.org/I36399199"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junyi Qu","raw_affiliation_strings":["Nanjing University of Science and Technology,School of Cyber Science and Engineering,Nanjing,China","School of Cyber Science and Engineering, Nanjing University of Science and Technology, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"Nanjing University of Science and Technology,School of Cyber Science and Engineering,Nanjing,China","institution_ids":["https://openalex.org/I36399199"]},{"raw_affiliation_string":"School of Cyber Science and Engineering, Nanjing University of Science and Technology, Nanjing, China","institution_ids":["https://openalex.org/I36399199"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088461583","display_name":"Shuchao Pang","orcid":"https://orcid.org/0000-0002-5668-833X"},"institutions":[{"id":"https://openalex.org/I36399199","display_name":"Nanjing University of Science and Technology","ror":"https://ror.org/00xp9wg62","country_code":"CN","type":"education","lineage":["https://openalex.org/I36399199"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shuchao Pang","raw_affiliation_strings":["Nanjing University of Science and Technology,School of Cyber Science and Engineering,Nanjing,China","School of Cyber Science and Engineering, Nanjing University of Science and Technology, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"Nanjing University of Science and Technology,School of Cyber Science and Engineering,Nanjing,China","institution_ids":["https://openalex.org/I36399199"]},{"raw_affiliation_string":"School of Cyber Science and Engineering, Nanjing University of Science and Technology, Nanjing, China","institution_ids":["https://openalex.org/I36399199"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5010152619","display_name":"Mehmet A. Orgun","orcid":"https://orcid.org/0000-0002-7873-1562"},"institutions":[{"id":"https://openalex.org/I99043593","display_name":"Macquarie University","ror":"https://ror.org/01sf06y89","country_code":"AU","type":"education","lineage":["https://openalex.org/I99043593"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Mehmet A. Orgun","raw_affiliation_strings":["Macquarie University,School of Computing,Sydney,Australia","School of Computing, Macquarie University, Sydney, Australia"],"affiliations":[{"raw_affiliation_string":"Macquarie University,School of Computing,Sydney,Australia","institution_ids":["https://openalex.org/I99043593"]},{"raw_affiliation_string":"School of Computing, Macquarie University, Sydney, Australia","institution_ids":["https://openalex.org/I99043593"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5103086977"],"corresponding_institution_ids":["https://openalex.org/I36399199"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.19067832,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"33","issue":null,"first_page":"2081","last_page":"2084"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9990000128746033,"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":0.9990000128746033,"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/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.9986000061035156,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.9984999895095825,"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/annotation","display_name":"Annotation","score":0.826203465461731},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.825957715511322},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.7457936406135559},{"id":"https://openalex.org/keywords/labeled-data","display_name":"Labeled data","score":0.6582565903663635},{"id":"https://openalex.org/keywords/regularization","display_name":"Regularization (linguistics)","score":0.5645535588264465},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5414552688598633},{"id":"https://openalex.org/keywords/construct","display_name":"Construct (python library)","score":0.5329941511154175},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.5243666172027588},{"id":"https://openalex.org/keywords/code","display_name":"Code (set theory)","score":0.515914797782898},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.44877657294273376},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4407426416873932},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.43030327558517456},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.38961321115493774}],"concepts":[{"id":"https://openalex.org/C2776321320","wikidata":"https://www.wikidata.org/wiki/Q857525","display_name":"Annotation","level":2,"score":0.826203465461731},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.825957715511322},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.7457936406135559},{"id":"https://openalex.org/C2776145971","wikidata":"https://www.wikidata.org/wiki/Q30673951","display_name":"Labeled data","level":2,"score":0.6582565903663635},{"id":"https://openalex.org/C2776135515","wikidata":"https://www.wikidata.org/wiki/Q17143721","display_name":"Regularization (linguistics)","level":2,"score":0.5645535588264465},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5414552688598633},{"id":"https://openalex.org/C2780801425","wikidata":"https://www.wikidata.org/wiki/Q5164392","display_name":"Construct (python library)","level":2,"score":0.5329941511154175},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.5243666172027588},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.515914797782898},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.44877657294273376},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4407426416873932},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.43030327558517456},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.38961321115493774},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bibm58861.2023.10385368","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/bibm58861.2023.10385368","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W2592929672","https://openalex.org/W3001197829","https://openalex.org/W3035367255","https://openalex.org/W3092462072","https://openalex.org/W3158095128","https://openalex.org/W3176031707","https://openalex.org/W3204025806","https://openalex.org/W3205549779","https://openalex.org/W4224991227","https://openalex.org/W4225895868","https://openalex.org/W4282935002","https://openalex.org/W4308746318","https://openalex.org/W4386057732","https://openalex.org/W4386075981","https://openalex.org/W4387415409","https://openalex.org/W6773005947"],"related_works":["https://openalex.org/W2361861616","https://openalex.org/W2263699433","https://openalex.org/W2377979023","https://openalex.org/W2218034408","https://openalex.org/W2392921965","https://openalex.org/W2358755282","https://openalex.org/W2625833328","https://openalex.org/W1533177136","https://openalex.org/W1522196789","https://openalex.org/W2237505347"],"abstract_inverted_index":{"Machine":[0],"learning":[1],"models":[2,173],"for":[3,80],"medical":[4,19,52,152],"images":[5,89],"can":[6],"help":[7],"physicians":[8],"diagnose":[9],"and":[10,28,60,86,110,128,161,167,172],"manage":[11],"diseases.":[12],"However,":[13],"due":[14],"to":[15,157],"the":[16,33,47,76,82,108,137,145],"fact":[17,34],"that":[18,35,64,124,144],"image":[20,39,53,153],"annotation":[21,40,54,169],"requires":[22],"a":[23,67,98,112,120],"great":[24],"deal":[25],"of":[26,49,84,139],"manpower":[27],"expertise,":[29],"as":[30,32,90,92,107],"well":[31,91],"clinical":[36],"departments":[37],"perform":[38],"based":[41],"on":[42,131],"task":[43],"orientation,":[44],"there":[45],"is":[46],"problem":[48],"having":[50,61],"fewer":[51],"data":[55,59,106,165],"with":[56],"more":[57],"unlabeled":[58,93,132,140],"many":[62],"datasets":[63],"annotate":[65],"only":[66],"single":[68],"organ.":[69],"In":[70],"this":[71],"paper,":[72],"we":[73,96,118],"present":[74],"UniMOS,":[75],"first":[77],"universal":[78],"framework":[79,146],"achieving":[81],"utilization":[83,166],"fully":[85],"partially":[87],"labeled":[88,105],"images.":[94],"Specifically,":[95],"construct":[97],"Multi-Organ":[99],"Segmentation":[100],"(MOS)":[101],"module":[102,123],"over":[103],"fully/partially":[104],"basenet":[109],"designed":[111],"new":[113],"target":[114],"adaptive":[115],"loss.":[116],"Furthermore,":[117],"incorporate":[119],"semi-supervised":[121],"training":[122],"combines":[125],"consistent":[126],"regularization":[127],"pseudo-labeling":[129],"techniques":[130],"data,":[133],"which":[134],"significantly":[135,163],"improves":[136,164],"segmentation":[138,154],"data.":[141],"Experiments":[142],"show":[143],"exhibits":[147],"excellent":[148],"performance":[149],"in":[150],"several":[151],"tasks":[155],"compared":[156],"other":[158],"advanced":[159],"methods,":[160],"also":[162],"reduces":[168],"cost.":[170],"Code":[171],"are":[174],"available":[175],"at:":[176],"https://github.com/lw8807001/UniMOS.":[177]},"counts_by_year":[],"updated_date":"2025-12-21T01:58:51.020947","created_date":"2025-10-10T00:00:00"}