{"id":"https://openalex.org/W4414431969","doi":"https://doi.org/10.1109/tcyb.2025.3604432","title":"Toward Reliable Medical Image Segmentation by Modeling Evidential Calibrated Uncertainty","display_name":"Toward Reliable Medical Image Segmentation by Modeling Evidential Calibrated Uncertainty","publication_year":2025,"publication_date":"2025-09-23","ids":{"openalex":"https://openalex.org/W4414431969","doi":"https://doi.org/10.1109/tcyb.2025.3604432","pmid":"https://pubmed.ncbi.nlm.nih.gov/40986585"},"language":"en","primary_location":{"id":"doi:10.1109/tcyb.2025.3604432","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcyb.2025.3604432","pdf_url":null,"source":{"id":"https://openalex.org/S4210191041","display_name":"IEEE Transactions on Cybernetics","issn_l":"2168-2267","issn":["2168-2267","2168-2275"],"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 Cybernetics","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/A5066850451","display_name":"Ke Zou","orcid":"https://orcid.org/0000-0002-2025-9859"},"institutions":[{"id":"https://openalex.org/I24185976","display_name":"Sichuan University","ror":"https://ror.org/011ashp19","country_code":"CN","type":"education","lineage":["https://openalex.org/I24185976"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Ke Zou","raw_affiliation_strings":["College of Computer Science and the National Key Laboratory of Fundamental Science on Synthetic Vision, Sichuan University, Chengdu, China"],"raw_orcid":"https://orcid.org/0000-0002-2025-9859","affiliations":[{"raw_affiliation_string":"College of Computer Science and the National Key Laboratory of Fundamental Science on Synthetic Vision, Sichuan University, Chengdu, China","institution_ids":["https://openalex.org/I24185976"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101974384","display_name":"Yidi Chen","orcid":"https://orcid.org/0000-0001-6293-4624"},"institutions":[{"id":"https://openalex.org/I24185976","display_name":"Sichuan University","ror":"https://ror.org/011ashp19","country_code":"CN","type":"education","lineage":["https://openalex.org/I24185976"]},{"id":"https://openalex.org/I4210089761","display_name":"West China Hospital of Sichuan University","ror":"https://ror.org/007mrxy13","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210089761"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yidi Chen","raw_affiliation_strings":["Department of Radiology, West China Hospital, Sichuan University, Chengdu, China"],"raw_orcid":"https://orcid.org/0000-0001-6293-4624","affiliations":[{"raw_affiliation_string":"Department of Radiology, West China Hospital, Sichuan University, Chengdu, China","institution_ids":["https://openalex.org/I24185976","https://openalex.org/I4210089761"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101813315","display_name":"Ling Huang","orcid":"https://orcid.org/0000-0003-1562-1371"},"institutions":[{"id":"https://openalex.org/I165932596","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596"]},{"id":"https://openalex.org/I4210150261","display_name":"National University Health System","ror":"https://ror.org/05tjjsh18","country_code":"SG","type":"education","lineage":["https://openalex.org/I4210150261"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Ling Huang","raw_affiliation_strings":["Saw Swee Hock School of Public Health, National University of Singapore, Cluny Road, Singapore","Saw Swee Hock School of Public Health, National University of Singapore, Singapore, Singapore"],"raw_orcid":"https://orcid.org/0000-0003-1562-1371","affiliations":[{"raw_affiliation_string":"Saw Swee Hock School of Public Health, National University of Singapore, Cluny Road, Singapore","institution_ids":["https://openalex.org/I4210150261"]},{"raw_affiliation_string":"Saw Swee Hock School of Public Health, National University of Singapore, Singapore, Singapore","institution_ids":["https://openalex.org/I4210150261","https://openalex.org/I165932596"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101642220","display_name":"Nan Zhou","orcid":"https://orcid.org/0000-0003-0925-7729"},"institutions":[{"id":"https://openalex.org/I24185976","display_name":"Sichuan University","ror":"https://ror.org/011ashp19","country_code":"CN","type":"education","lineage":["https://openalex.org/I24185976"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Nan Zhou","raw_affiliation_strings":["College of Computer Science and the National Key Laboratory of Fundamental Science on Synthetic Vision, Sichuan University, Chengdu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer Science and the National Key Laboratory of Fundamental Science on Synthetic Vision, Sichuan University, Chengdu, China","institution_ids":["https://openalex.org/I24185976"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035824913","display_name":"Xuedong Yuan","orcid":"https://orcid.org/0000-0003-0240-2831"},"institutions":[{"id":"https://openalex.org/I24185976","display_name":"Sichuan University","ror":"https://ror.org/011ashp19","country_code":"CN","type":"education","lineage":["https://openalex.org/I24185976"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xuedong Yuan","raw_affiliation_strings":["College of Computer Science and the National Key Laboratory of Fundamental Science on Synthetic Vision, Sichuan University, Chengdu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer Science and the National Key Laboratory of Fundamental Science on Synthetic Vision, Sichuan University, Chengdu, China","institution_ids":["https://openalex.org/I24185976"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041535928","display_name":"Xiaojing Shen","orcid":"https://orcid.org/0000-0001-9674-700X"},"institutions":[{"id":"https://openalex.org/I24185976","display_name":"Sichuan University","ror":"https://ror.org/011ashp19","country_code":"CN","type":"education","lineage":["https://openalex.org/I24185976"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaojing Shen","raw_affiliation_strings":["Department of Mathematics, Sichuan University, Chengdu, China"],"raw_orcid":"https://orcid.org/0000-0001-9674-700X","affiliations":[{"raw_affiliation_string":"Department of Mathematics, Sichuan University, Chengdu, China","institution_ids":["https://openalex.org/I24185976"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100377107","display_name":"Meng Wang","orcid":"https://orcid.org/0000-0001-7882-1747"},"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/I3004594783","display_name":"Institute of High Performance Computing","ror":"https://ror.org/02n0ejh50","country_code":"SG","type":"facility","lineage":["https://openalex.org/I115228651","https://openalex.org/I3004594783","https://openalex.org/I91275662"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Meng Wang","raw_affiliation_strings":["Institute of High Performance Computing, Agency for Science, Technology and Research (A*STAR), Fusionopolis, Singapore","Institute of High Performance Computing, Agency for Science, Technology and Research (ASTAR), Singapore, Singapore"],"raw_orcid":"https://orcid.org/0000-0001-7882-1747","affiliations":[{"raw_affiliation_string":"Institute of High Performance Computing, Agency for Science, Technology and Research (A*STAR), Fusionopolis, Singapore","institution_ids":["https://openalex.org/I3004594783","https://openalex.org/I115228651"]},{"raw_affiliation_string":"Institute of High Performance Computing, Agency for Science, Technology and Research (ASTAR), Singapore, Singapore","institution_ids":["https://openalex.org/I3004594783","https://openalex.org/I115228651"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001599295","display_name":"Rick Siow Mong Goh","orcid":"https://orcid.org/0000-0001-9116-1595"},"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/I3004594783","display_name":"Institute of High Performance Computing","ror":"https://ror.org/02n0ejh50","country_code":"SG","type":"facility","lineage":["https://openalex.org/I115228651","https://openalex.org/I3004594783","https://openalex.org/I91275662"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Rick Siow Mong Goh","raw_affiliation_strings":["Institute of High Performance Computing, Agency for Science, Technology and Research (A*STAR), Fusionopolis, Singapore","Institute of High Performance Computing, Agency for Science, Technology and Research (ASTAR), Singapore, Singapore"],"raw_orcid":"https://orcid.org/0000-0001-9116-1595","affiliations":[{"raw_affiliation_string":"Institute of High Performance Computing, Agency for Science, Technology and Research (A*STAR), Fusionopolis, Singapore","institution_ids":["https://openalex.org/I3004594783","https://openalex.org/I115228651"]},{"raw_affiliation_string":"Institute of High Performance Computing, Agency for Science, Technology and Research (ASTAR), Singapore, Singapore","institution_ids":["https://openalex.org/I3004594783","https://openalex.org/I115228651"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006207459","display_name":"Yong Liu","orcid":"https://orcid.org/0000-0002-1590-2029"},"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/I3004594783","display_name":"Institute of High Performance Computing","ror":"https://ror.org/02n0ejh50","country_code":"SG","type":"facility","lineage":["https://openalex.org/I115228651","https://openalex.org/I3004594783","https://openalex.org/I91275662"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Yong Liu","raw_affiliation_strings":["Institute of High Performance Computing, Agency for Science, Technology and Research (A*STAR), Fusionopolis, Singapore","Institute of High Performance Computing, Agency for Science, Technology and Research (ASTAR), Singapore, Singapore"],"raw_orcid":"https://orcid.org/0000-0002-1590-2029","affiliations":[{"raw_affiliation_string":"Institute of High Performance Computing, Agency for Science, Technology and Research (A*STAR), Fusionopolis, Singapore","institution_ids":["https://openalex.org/I3004594783","https://openalex.org/I115228651"]},{"raw_affiliation_string":"Institute of High Performance Computing, Agency for Science, Technology and Research (ASTAR), Singapore, Singapore","institution_ids":["https://openalex.org/I3004594783","https://openalex.org/I115228651"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085096438","display_name":"Yih Chung Tham","orcid":"https://orcid.org/0000-0002-6752-797X"},"institutions":[{"id":"https://openalex.org/I165932596","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596"]},{"id":"https://openalex.org/I2799299286","display_name":"Singapore National Eye Center","ror":"https://ror.org/029nvrb94","country_code":"SG","type":"healthcare","lineage":["https://openalex.org/I2799299286"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Yih Chung Tham","raw_affiliation_strings":["Center for Innovation and Precision Eye Health and the Yong Loo Lin School of Medicine, National University of Singapore, Cluny Road, Singapore","Center for Innovation and Precision Eye Health and the Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore"],"raw_orcid":"https://orcid.org/0000-0002-6752-797X","affiliations":[{"raw_affiliation_string":"Center for Innovation and Precision Eye Health and the Yong Loo Lin School of Medicine, National University of Singapore, Cluny Road, Singapore","institution_ids":["https://openalex.org/I2799299286","https://openalex.org/I165932596"]},{"raw_affiliation_string":"Center for Innovation and Precision Eye Health and the Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore","institution_ids":["https://openalex.org/I2799299286","https://openalex.org/I165932596"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5010970485","display_name":"Huazhu Fu","orcid":"https://orcid.org/0000-0002-9702-5524"},"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/I3004594783","display_name":"Institute of High Performance Computing","ror":"https://ror.org/02n0ejh50","country_code":"SG","type":"facility","lineage":["https://openalex.org/I115228651","https://openalex.org/I3004594783","https://openalex.org/I91275662"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Huazhu Fu","raw_affiliation_strings":["Institute of High Performance Computing, Agency for Science, Technology and Research (A*STAR), Fusionopolis, Singapore","Institute of High Performance Computing, Agency for Science, Technology and Research (ASTAR), Singapore, Singapore"],"raw_orcid":"https://orcid.org/0000-0002-9702-5524","affiliations":[{"raw_affiliation_string":"Institute of High Performance Computing, Agency for Science, Technology and Research (A*STAR), Fusionopolis, Singapore","institution_ids":["https://openalex.org/I3004594783","https://openalex.org/I115228651"]},{"raw_affiliation_string":"Institute of High Performance Computing, Agency for Science, Technology and Research (ASTAR), Singapore, Singapore","institution_ids":["https://openalex.org/I3004594783","https://openalex.org/I115228651"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":11,"corresponding_author_ids":["https://openalex.org/A5066850451"],"corresponding_institution_ids":["https://openalex.org/I24185976"],"apc_list":null,"apc_paid":null,"fwci":7.6614,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.97085935,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"55","issue":"12","first_page":"5975","last_page":"5988"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12535","display_name":"Machine Learning and Data Classification","score":0.6478000283241272,"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/T12535","display_name":"Machine Learning and Data Classification","score":0.6478000283241272,"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/T10862","display_name":"AI in cancer detection","score":0.6428999900817871,"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/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.6240000128746033,"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/robustness","display_name":"Robustness (evolution)","score":0.7851999998092651},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.7365000247955322},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.6141999959945679},{"id":"https://openalex.org/keywords/scale-space-segmentation","display_name":"Scale-space segmentation","score":0.483599990606308},{"id":"https://openalex.org/keywords/reliability","display_name":"Reliability (semiconductor)","score":0.45980000495910645},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.42489999532699585},{"id":"https://openalex.org/keywords/segmentation-based-object-categorization","display_name":"Segmentation-based object categorization","score":0.3626999855041504},{"id":"https://openalex.org/keywords/calibration","display_name":"Calibration","score":0.35409998893737793}],"concepts":[{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.7851999998092651},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.7365000247955322},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.6141999959945679},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5982999801635742},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5965999960899353},{"id":"https://openalex.org/C65885262","wikidata":"https://www.wikidata.org/wiki/Q7429708","display_name":"Scale-space segmentation","level":4,"score":0.483599990606308},{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.45980000495910645},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.42489999532699585},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4068000018596649},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3849000036716461},{"id":"https://openalex.org/C25694479","wikidata":"https://www.wikidata.org/wiki/Q7446278","display_name":"Segmentation-based object categorization","level":5,"score":0.3626999855041504},{"id":"https://openalex.org/C165838908","wikidata":"https://www.wikidata.org/wiki/Q736777","display_name":"Calibration","level":2,"score":0.35409998893737793},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.3476000130176544},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.335999995470047},{"id":"https://openalex.org/C106131492","wikidata":"https://www.wikidata.org/wiki/Q3072260","display_name":"Filter (signal processing)","level":2,"score":0.32440000772476196},{"id":"https://openalex.org/C31601959","wikidata":"https://www.wikidata.org/wiki/Q931309","display_name":"Medical imaging","level":2,"score":0.32409998774528503},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3163999915122986},{"id":"https://openalex.org/C32230216","wikidata":"https://www.wikidata.org/wiki/Q7882499","display_name":"Uncertainty quantification","level":2,"score":0.3147999942302704},{"id":"https://openalex.org/C169214877","wikidata":"https://www.wikidata.org/wiki/Q981016","display_name":"Dirichlet distribution","level":3,"score":0.2831000089645386},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.27619999647140503},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.2761000096797943},{"id":"https://openalex.org/C114289077","wikidata":"https://www.wikidata.org/wiki/Q3284399","display_name":"Statistical model","level":2,"score":0.2741999924182892},{"id":"https://openalex.org/C149441793","wikidata":"https://www.wikidata.org/wiki/Q200726","display_name":"Probability distribution","level":2,"score":0.27390000224113464},{"id":"https://openalex.org/C55352655","wikidata":"https://www.wikidata.org/wiki/Q304247","display_name":"Median filter","level":4,"score":0.26600000262260437}],"mesh":[{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002138","descriptor_name":"Calibration","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002138","descriptor_name":"Calibration","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002138","descriptor_name":"Calibration","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002138","descriptor_name":"Calibration","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":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007090","descriptor_name":"Image Interpretation, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D007090","descriptor_name":"Image Interpretation, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D007090","descriptor_name":"Image Interpretation, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D007090","descriptor_name":"Image Interpretation, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D015203","descriptor_name":"Reproducibility of Results","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015203","descriptor_name":"Reproducibility of Results","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015203","descriptor_name":"Reproducibility of Results","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015203","descriptor_name":"Reproducibility of Results","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D035501","descriptor_name":"Uncertainty","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D035501","descriptor_name":"Uncertainty","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D035501","descriptor_name":"Uncertainty","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D035501","descriptor_name":"Uncertainty","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1109/tcyb.2025.3604432","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcyb.2025.3604432","pdf_url":null,"source":{"id":"https://openalex.org/S4210191041","display_name":"IEEE Transactions on Cybernetics","issn_l":"2168-2267","issn":["2168-2267","2168-2275"],"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 Cybernetics","raw_type":"journal-article"},{"id":"pmid:40986585","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40986585","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 cybernetics","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1912546676","display_name":null,"funder_award_id":"2020YFA0714003","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G3111654772","display_name":null,"funder_award_id":"AISG2-TC-2021-003","funder_id":"https://openalex.org/F4320320709","funder_display_name":"National Research Foundation Singapore"},{"id":"https://openalex.org/G6503590525","display_name":null,"funder_award_id":"202206240082","funder_id":"https://openalex.org/F4320322725","funder_display_name":"China Scholarship Council"}],"funders":[{"id":"https://openalex.org/F4320320709","display_name":"National Research Foundation Singapore","ror":"https://ror.org/03cpyc314"},{"id":"https://openalex.org/F4320322725","display_name":"China Scholarship Council","ror":"https://ror.org/04atp4p48"},{"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":41,"referenced_works":["https://openalex.org/W1641498739","https://openalex.org/W1903029394","https://openalex.org/W2120287738","https://openalex.org/W2794825826","https://openalex.org/W2804047627","https://openalex.org/W2811240690","https://openalex.org/W2887976372","https://openalex.org/W2900489637","https://openalex.org/W2900936384","https://openalex.org/W2904900506","https://openalex.org/W2910094941","https://openalex.org/W2962914239","https://openalex.org/W2963073217","https://openalex.org/W2964227007","https://openalex.org/W2969913432","https://openalex.org/W2971561076","https://openalex.org/W2979907638","https://openalex.org/W2980246484","https://openalex.org/W2994879149","https://openalex.org/W3014974815","https://openalex.org/W3088257970","https://openalex.org/W3200313969","https://openalex.org/W3203841574","https://openalex.org/W4212875960","https://openalex.org/W4224926219","https://openalex.org/W4234587807","https://openalex.org/W4282935002","https://openalex.org/W4289844305","https://openalex.org/W4292387426","https://openalex.org/W4293812233","https://openalex.org/W4295916009","https://openalex.org/W4297107172","https://openalex.org/W4312738889","https://openalex.org/W4383377291","https://openalex.org/W4384159609","https://openalex.org/W4384925003","https://openalex.org/W4385245566","https://openalex.org/W4391109864","https://openalex.org/W4392190141","https://openalex.org/W4400519485","https://openalex.org/W4403067087"],"related_works":[],"abstract_inverted_index":{"Medical":[0],"image":[1,56,93,241],"segmentation":[2,17,42,57,69,109,167],"is":[3],"critical":[4],"for":[5,77,91,104],"disease":[6],"diagnosis":[7],"and":[8,31,65,89,115,156,162,177,202],"treatment":[9],"assessment.":[10],"However,":[11],"concerns":[12],"regarding":[13],"the":[14,25,63,96,100,108,134,160,175,190,198,207,210,227,232],"reliability":[15,178],"of":[16,27,67,102,107,136,164,179,209],"regions":[18],"persist":[19],"among":[20],"clinicians,":[21],"mainly":[22],"attributed":[23],"to":[24,33,139,158,238],"absence":[26],"confidence":[28],"assessment,":[29],"robustness,":[30],"calibration":[32,64],"accuracy.":[34],"To":[35,111],"address":[36],"this,":[37],"we":[38,85,117],"introduce":[39],"deep":[40],"evidential":[41],"model":[43,49,87,211],"(DEviS),":[44],"an":[45,127],"easily":[46],"implementable":[47],"foundational":[48],"that":[50],"seamlessly":[51],"integrates":[52],"into":[53],"various":[54],"medical":[55,92,240],"networks.":[58],"DEviS":[59,125,234],"not":[60],"only":[61],"enhances":[62],"robustness":[66,163,247],"baseline":[68],"accuracy":[70,161],"but":[71],"also":[72],"provides":[73],"high-efficiency":[74],"uncertainty":[75,90,122,180],"estimation":[76],"reliable":[78],"predictions.":[79],"By":[80],"leveraging":[81],"subjective":[82],"logic":[83],"theory,":[84],"explicitly":[86],"probability":[88],"segmentation.":[94],"Here,":[95],"Dirichlet":[97],"distribution":[98,101],"parameterizes":[99],"probabilities":[103],"different":[105,165],"classes":[106],"results.":[110],"generate":[112],"calibrated":[113,121],"predictions":[114],"uncertainty,":[116],"develop":[118],"a":[119],"trainable":[120],"penalty.":[123],"Furthermore,":[124],"incorporates":[126],"uncertainty-aware":[128],"filtering":[129,213,223],"(UAF)":[130],"module,":[131],"which":[132],"designs":[133],"metric":[135],"uncertainty-calibrated":[137],"error":[138],"filter":[140],"out-of-distribution":[141],"(OOD)":[142],"data.":[143,215],"We":[144],"conducted":[145,188,196],"validation":[146],"studies":[147],"on":[148,197,226],"publicly":[149],"available":[150],"datasets,":[151],"including":[152],"ISIC2018,":[153],"KiTS2021,":[154],"LiTS2017,":[155],"BraTS2019,":[157],"assess":[159],"backbone":[166],"models":[168],"enhanced":[169],"by":[170],"DEviS,":[171],"as":[172,174],"well":[173],"efficiency":[176],"estimation.":[181],"Additionally,":[182],"two":[183],"potential":[184],"clinical":[185,194],"trials":[186],"were":[187],"using":[189],"UAF":[191],"module.":[192],"The":[193,216],"application":[195],"Johns":[199],"Hopkins":[200],"OCT":[201],"Duke":[203],"OCT-DME":[204],"datasets":[205],"demonstrated":[206],"effectiveness":[208],"in":[212,222,256],"OOD":[214],"second":[217],"trial":[218],"evaluated":[219],"its":[220],"efficacy":[221],"high-quality":[224],"data":[225],"FIVES":[228],"datasets.":[229],"At":[230],"last,":[231],"proposed":[233],"method":[235],"was":[236],"extended":[237],"semi-supervised":[239],"segmentation,":[242],"where":[243],"it":[244],"exhibited":[245],"strong":[246],"under":[248],"noisy":[249],"conditions.":[250],"Our":[251],"code":[252],"has":[253],"been":[254],"released":[255],"https://github.com/Cocofeat/DEviS.":[257]},"counts_by_year":[{"year":2026,"cited_by_count":4}],"updated_date":"2026-05-22T09:01:20.584952","created_date":"2025-10-10T00:00:00"}