{"id":"https://openalex.org/W4386352692","doi":"https://doi.org/10.1109/isbi53787.2023.10230589","title":"EVIL: Evidential Inference Learning for Trustworthy Semi-Supervised Medical Image Segmentation","display_name":"EVIL: Evidential Inference Learning for Trustworthy Semi-Supervised Medical Image Segmentation","publication_year":2023,"publication_date":"2023-04-18","ids":{"openalex":"https://openalex.org/W4386352692","doi":"https://doi.org/10.1109/isbi53787.2023.10230589"},"language":"en","primary_location":{"id":"doi:10.1109/isbi53787.2023.10230589","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi53787.2023.10230589","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE 20th International Symposium on Biomedical Imaging (ISBI)","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/A5100692979","display_name":"Yingyu Chen","orcid":"https://orcid.org/0009-0001-7303-1030"},"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/I4210125143","display_name":"Chengdu University","ror":"https://ror.org/034z67559","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210125143"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yingyu Chen","raw_affiliation_strings":["Sichuan University,College of Computer Science,Chengdu,China","College of Computer Science, Sichuan University, Chengdu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Sichuan University,College of Computer Science,Chengdu,China","institution_ids":["https://openalex.org/I4210125143","https://openalex.org/I24185976"]},{"raw_affiliation_string":"College of Computer Science, Sichuan University, Chengdu, China","institution_ids":["https://openalex.org/I4210125143","https://openalex.org/I24185976"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019886356","display_name":"Ziyuan Yang","orcid":"https://orcid.org/0000-0002-0275-4098"},"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/I4210125143","display_name":"Chengdu University","ror":"https://ror.org/034z67559","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210125143"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ziyuan Yang","raw_affiliation_strings":["Sichuan University,College of Computer Science,Chengdu,China","College of Computer Science, Sichuan University, Chengdu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Sichuan University,College of Computer Science,Chengdu,China","institution_ids":["https://openalex.org/I4210125143","https://openalex.org/I24185976"]},{"raw_affiliation_string":"College of Computer Science, Sichuan University, Chengdu, China","institution_ids":["https://openalex.org/I4210125143","https://openalex.org/I24185976"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043865358","display_name":"Chenyu Shen","orcid":null},"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/I4210125143","display_name":"Chengdu University","ror":"https://ror.org/034z67559","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210125143"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chenyu Shen","raw_affiliation_strings":["Sichuan University,College of Computer Science,Chengdu,China","College of Computer Science, Sichuan University, Chengdu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Sichuan University,College of Computer Science,Chengdu,China","institution_ids":["https://openalex.org/I4210125143","https://openalex.org/I24185976"]},{"raw_affiliation_string":"College of Computer Science, Sichuan University, Chengdu, China","institution_ids":["https://openalex.org/I4210125143","https://openalex.org/I24185976"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006288178","display_name":"Zhiwen Wang","orcid":"https://orcid.org/0000-0003-2309-7282"},"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/I4210125143","display_name":"Chengdu University","ror":"https://ror.org/034z67559","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210125143"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhiwen Wang","raw_affiliation_strings":["Sichuan University,College of Computer Science,Chengdu,China","College of Computer Science, Sichuan University, Chengdu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Sichuan University,College of Computer Science,Chengdu,China","institution_ids":["https://openalex.org/I4210125143","https://openalex.org/I24185976"]},{"raw_affiliation_string":"College of Computer Science, Sichuan University, Chengdu, China","institution_ids":["https://openalex.org/I4210125143","https://openalex.org/I24185976"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100773501","display_name":"Yang Qin","orcid":"https://orcid.org/0000-0001-8066-5800"},"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/I4210125143","display_name":"Chengdu University","ror":"https://ror.org/034z67559","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210125143"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yang Qin","raw_affiliation_strings":["Sichuan University,College of Computer Science,Chengdu,China","College of Computer Science, Sichuan University, Chengdu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Sichuan University,College of Computer Science,Chengdu,China","institution_ids":["https://openalex.org/I4210125143","https://openalex.org/I24185976"]},{"raw_affiliation_string":"College of Computer Science, Sichuan University, Chengdu, China","institution_ids":["https://openalex.org/I4210125143","https://openalex.org/I24185976"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100388188","display_name":"Yi Zhang","orcid":"https://orcid.org/0000-0002-5867-9322"},"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/I4210125143","display_name":"Chengdu University","ror":"https://ror.org/034z67559","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210125143"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yi Zhang","raw_affiliation_strings":["Sichuan University,School of Cyber Science and Engineering,Chengdu,China","School of Cyber Science and Engineering, Sichuan University, Chengdu, China","College of Computer Science, Sichuan University, Chengdu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Sichuan University,School of Cyber Science and Engineering,Chengdu,China","institution_ids":["https://openalex.org/I24185976"]},{"raw_affiliation_string":"School of Cyber Science and Engineering, Sichuan University, Chengdu, China","institution_ids":["https://openalex.org/I24185976"]},{"raw_affiliation_string":"College of Computer Science, Sichuan University, Chengdu, China","institution_ids":["https://openalex.org/I4210125143","https://openalex.org/I24185976"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.3473,"has_fulltext":false,"cited_by_count":12,"citation_normalized_percentile":{"value":0.83242778,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9919000267982483,"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"}},"topics":[{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9919000267982483,"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/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.989300012588501,"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/T11775","display_name":"COVID-19 diagnosis using AI","score":0.9891999959945679,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.7080894112586975},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6812338829040527},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.674694836139679},{"id":"https://openalex.org/keywords/consistency","display_name":"Consistency (knowledge bases)","score":0.596872866153717},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.5910701155662537},{"id":"https://openalex.org/keywords/regularization","display_name":"Regularization (linguistics)","score":0.5663008093833923},{"id":"https://openalex.org/keywords/generalization","display_name":"Generalization","score":0.5594066381454468},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5415575504302979},{"id":"https://openalex.org/keywords/trustworthiness","display_name":"Trustworthiness","score":0.508466362953186},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.45978644490242004},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.42138487100601196},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.34225502610206604},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.162678062915802}],"concepts":[{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.7080894112586975},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6812338829040527},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.674694836139679},{"id":"https://openalex.org/C2776436953","wikidata":"https://www.wikidata.org/wiki/Q5163215","display_name":"Consistency (knowledge bases)","level":2,"score":0.596872866153717},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.5910701155662537},{"id":"https://openalex.org/C2776135515","wikidata":"https://www.wikidata.org/wiki/Q17143721","display_name":"Regularization (linguistics)","level":2,"score":0.5663008093833923},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.5594066381454468},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5415575504302979},{"id":"https://openalex.org/C153701036","wikidata":"https://www.wikidata.org/wiki/Q659974","display_name":"Trustworthiness","level":2,"score":0.508466362953186},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.45978644490242004},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.42138487100601196},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.34225502610206604},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.162678062915802},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/isbi53787.2023.10230589","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi53787.2023.10230589","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE 20th International Symposium on Biomedical Imaging (ISBI)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320322990","display_name":"Sichuan University","ror":"https://ror.org/011ashp19"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W1901129140","https://openalex.org/W2804047627","https://openalex.org/W2806471870","https://openalex.org/W2811513716","https://openalex.org/W2953070460","https://openalex.org/W2966415767","https://openalex.org/W2979907638","https://openalex.org/W3017361373","https://openalex.org/W3035003500","https://openalex.org/W3035600434","https://openalex.org/W3035680157","https://openalex.org/W3119635706","https://openalex.org/W3171581326","https://openalex.org/W4282935002","https://openalex.org/W4285603459","https://openalex.org/W4295916009","https://openalex.org/W4304014355","https://openalex.org/W6733814495","https://openalex.org/W6752745768","https://openalex.org/W6776821665","https://openalex.org/W6779101013"],"related_works":["https://openalex.org/W2076536433","https://openalex.org/W3162204513","https://openalex.org/W90316445","https://openalex.org/W2371138613","https://openalex.org/W4327743613","https://openalex.org/W2965447900","https://openalex.org/W2048963458","https://openalex.org/W43109613","https://openalex.org/W2359952343","https://openalex.org/W3199750033"],"abstract_inverted_index":{"Recently,":[0],"uncertainty-aware":[1],"methods":[2,14,128],"have":[3],"attracted":[4],"increasing":[5],"attention":[6],"in":[7,34,71,96,123],"semi-supervised":[8,51],"medical":[9,52],"image":[10,53],"segmentation.":[11],"However,":[12],"current":[13],"usually":[15],"suffer":[16],"from":[17],"the":[18,26,44,101,104,109,130],"drawback":[19],"that":[20,118],"it":[21],"is":[22,94],"difficult":[23],"to":[24,66,107],"balance":[25],"computational":[27],"cost,":[28],"estimation":[29],"accuracy,":[30],"and":[31],"theoretical":[32],"support":[33],"a":[35,62,72],"unified":[36],"framework.":[37],"To":[38],"alleviate":[39],"this":[40],"problem,":[41],"we":[42],"introduce":[43],"Dempster\u2013Shafer":[45],"Theory":[46],"of":[47],"Evidence":[48],"(DST)":[49],"into":[50],"segmentation,":[54],"dubbed":[55],"EVidential":[56],"Inference":[57],"Learning":[58],"(EVIL).":[59],"EVIL":[60,119],"provides":[61],"theoretically":[63],"guaranteed":[64],"solution":[65],"infer":[67],"accurate":[68],"uncertainty":[69,85],"quantification":[70],"single":[73],"forward":[74],"pass.":[75],"Trustworthy":[76],"pseudo":[77],"labels":[78],"on":[79,103,129],"unlabeled":[80],"data":[81],"are":[82],"generated":[83],"after":[84],"estimation.":[86],"The":[87],"recently":[88],"proposed":[89],"consistency":[90,102],"regularization-based":[91],"training":[92],"paradigm":[93],"adopted":[95],"our":[97],"framework,":[98],"which":[99],"enforces":[100],"perturbed":[105],"predictions":[106],"enhance":[108],"generalization":[110],"with":[111,125],"few":[112],"labeled":[113],"data.":[114],"Experimental":[115],"results":[116],"show":[117],"achieves":[120],"competitive":[121],"performance":[122],"comparison":[124],"several":[126],"state-of-the-art":[127],"public":[131],"dataset.":[132]},"counts_by_year":[{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
