{"id":"https://openalex.org/W4406271554","doi":"https://doi.org/10.1109/bibm62325.2024.10821738","title":"Uncertainty-aware Condensation for OCT Cervical Dataset Combining Coreset Selection and Distillation","display_name":"Uncertainty-aware Condensation for OCT Cervical Dataset Combining Coreset Selection and Distillation","publication_year":2024,"publication_date":"2024-12-03","ids":{"openalex":"https://openalex.org/W4406271554","doi":"https://doi.org/10.1109/bibm62325.2024.10821738"},"language":"en","primary_location":{"id":"doi:10.1109/bibm62325.2024.10821738","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibm62325.2024.10821738","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 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/A5026988785","display_name":"Yuxuan Xiong","orcid":"https://orcid.org/0000-0002-7588-028X"},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yuxuan Xiong","raw_affiliation_strings":["School of Computer Science Wuhan University,Wuhan,China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science Wuhan University,Wuhan,China","institution_ids":["https://openalex.org/I37461747"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082564408","display_name":"Yongchao Xu","orcid":"https://orcid.org/0000-0002-7253-3151"},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yongchao Xu","raw_affiliation_strings":["School of Computer Science Wuhan University,Wuhan,China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science Wuhan University,Wuhan,China","institution_ids":["https://openalex.org/I37461747"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100456168","display_name":"Yan Zhang","orcid":"https://orcid.org/0000-0001-9235-6861"},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]},{"id":"https://openalex.org/I4210140357","display_name":"Renmin Hospital of Wuhan University","ror":"https://ror.org/03ekhbz91","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210140357"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yan Zhang","raw_affiliation_strings":["Renmin Hospital of Wuhan University,Department of Obstetrics and Gynecology,Wuhan,China"],"affiliations":[{"raw_affiliation_string":"Renmin Hospital of Wuhan University,Department of Obstetrics and Gynecology,Wuhan,China","institution_ids":["https://openalex.org/I37461747","https://openalex.org/I4210140357"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086773660","display_name":"Kai Gui","orcid":"https://orcid.org/0000-0001-7251-3348"},"institutions":[{"id":"https://openalex.org/I4210144102","display_name":"Wuhu Hit Robot Technology Research Institute","ror":"https://ror.org/049w4dp92","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210144102"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kai Gui","raw_affiliation_strings":["Yijiahe Robotics Research Institute,Nanjing,China"],"affiliations":[{"raw_affiliation_string":"Yijiahe Robotics Research Institute,Nanjing,China","institution_ids":["https://openalex.org/I4210144102"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5060042752","display_name":"Bo Du","orcid":"https://orcid.org/0000-0002-0059-8458"},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bo Du","raw_affiliation_strings":["School of Computer Science Wuhan University,Wuhan,China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science Wuhan University,Wuhan,China","institution_ids":["https://openalex.org/I37461747"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5026988785"],"corresponding_institution_ids":["https://openalex.org/I37461747"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.42155113,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"2732","last_page":"2739"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11438","display_name":"Retinal Imaging and Analysis","score":0.9575999975204468,"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"}},"topics":[{"id":"https://openalex.org/T11438","display_name":"Retinal Imaging and Analysis","score":0.9575999975204468,"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/selection","display_name":"Selection (genetic algorithm)","score":0.7055839896202087},{"id":"https://openalex.org/keywords/distillation","display_name":"Distillation","score":0.6716472506523132},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5983607769012451},{"id":"https://openalex.org/keywords/condensation","display_name":"Condensation","score":0.5554060339927673},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3369273543357849},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.32982856035232544},{"id":"https://openalex.org/keywords/chemistry","display_name":"Chemistry","score":0.11189448833465576},{"id":"https://openalex.org/keywords/meteorology","display_name":"Meteorology","score":0.08329600095748901},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.0748450756072998}],"concepts":[{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.7055839896202087},{"id":"https://openalex.org/C204030448","wikidata":"https://www.wikidata.org/wiki/Q101017","display_name":"Distillation","level":2,"score":0.6716472506523132},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5983607769012451},{"id":"https://openalex.org/C200093464","wikidata":"https://www.wikidata.org/wiki/Q166583","display_name":"Condensation","level":2,"score":0.5554060339927673},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3369273543357849},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.32982856035232544},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.11189448833465576},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.08329600095748901},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0748450756072998},{"id":"https://openalex.org/C178790620","wikidata":"https://www.wikidata.org/wiki/Q11351","display_name":"Organic chemistry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bibm62325.2024.10821738","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibm62325.2024.10821738","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","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/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":43,"referenced_works":["https://openalex.org/W114517082","https://openalex.org/W1513874326","https://openalex.org/W1583837637","https://openalex.org/W1997865285","https://openalex.org/W2194775991","https://openalex.org/W2761677563","https://openalex.org/W2788686132","https://openalex.org/W2797853847","https://openalex.org/W2798836702","https://openalex.org/W2803991685","https://openalex.org/W2974328964","https://openalex.org/W2993250673","https://openalex.org/W2999125814","https://openalex.org/W3049264795","https://openalex.org/W4200395890","https://openalex.org/W4224952733","https://openalex.org/W4312252393","https://openalex.org/W4312412605","https://openalex.org/W4319300193","https://openalex.org/W4321483998","https://openalex.org/W4385806592","https://openalex.org/W4386083114","https://openalex.org/W4386451890","https://openalex.org/W4387490658","https://openalex.org/W4393159567","https://openalex.org/W4393159663","https://openalex.org/W6747231328","https://openalex.org/W6748034479","https://openalex.org/W6757248479","https://openalex.org/W6765715182","https://openalex.org/W6779630500","https://openalex.org/W6780241430","https://openalex.org/W6785639913","https://openalex.org/W6790536367","https://openalex.org/W6796435857","https://openalex.org/W6799502010","https://openalex.org/W6811426508","https://openalex.org/W6839101817","https://openalex.org/W6839533060","https://openalex.org/W6844239329","https://openalex.org/W6845851061","https://openalex.org/W6846286316","https://openalex.org/W6849545360"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W4387369504","https://openalex.org/W3046775127","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W3107602296","https://openalex.org/W4364306694","https://openalex.org/W4312192474"],"abstract_inverted_index":{"Optical":[0],"Coherence":[1],"Tomography":[2],"(OCT)":[3],"cervical":[4,14,63],"images":[5,24],"offer":[6],"a":[7,28,66,89],"sensitive":[8],"and":[9,39,68,124,134,191,208,215],"non-invasive":[10],"solution":[11],"for":[12,31,104,196],"screening":[13],"cancer.":[15],"Currently,":[16],"utilizing":[17],"deep":[18],"learning":[19],"techniques":[20,193],"to":[21,59,78,87],"interpret":[22],"these":[23,48],"has":[25],"emerged":[26],"as":[27,113,206],"promising":[29],"approach":[30,72],"computer-aided":[32],"diagnosis.":[33],"However,":[34],"challenges":[35],"in":[36,43,65,201,213],"computational":[37],"efficiency":[38],"privacy":[40],"protection":[41],"persist":[42],"this":[44],"field.":[45],"To":[46],"address":[47],"issues,":[49],"we":[50],"propose":[51],"an":[52,75],"uncertainty-aware":[53],"filtering":[54],"before":[55],"distillation":[56],"(UFD)":[57],"framework":[58],"compress":[60],"the":[61,80,95,114,117,121,125,132,148,153,160,163,177,182],"OCT":[62,155,207],"dataset":[64,105,156,189],"trustworthy":[67],"efficient":[69],"manner.":[70],"Our":[71],"involves":[73],"pre-training":[74],"uncertainty":[76],"proxy":[77],"evaluate":[79],"importance":[81],"of":[82,120,136,162,176],"each":[83],"sample,":[84],"allowing":[85],"us":[86],"extract":[88],"valuable":[90],"subset":[91],"(i.e.,":[92],"coreset)":[93],"from":[94,152],"original":[96,154,183],"dataset.":[97,128],"We":[98],"then":[99],"apply":[100],"importance-weighted":[101],"distribution":[102,108],"matching":[103,109],"distillation.":[106],"The":[107],"loss":[110],"is":[111,142,166],"calculated":[112],"distance":[115],"between":[116],"class":[118],"centers":[119],"uncertainty-weighted":[122],"coreset":[123,158],"synthetic":[126],"distilled":[127],"Extensive":[129],"experiments":[130],"validate":[131],"feasibility":[133],"effectiveness":[135],"our":[137],"proposed":[138],"UFD":[139],"framework.":[140],"It":[141],"worth":[143],"noting":[144],"that":[145,175,187],"after":[146],"selecting":[147],"most":[149],"representative":[150],"samples":[151],"through":[157],"selection,":[159],"performance":[161],"trained":[164,179],"network":[165,178],"comparable":[167],"to,":[168],"or":[169],"sometimes":[170],"even":[171],"slightly":[172],"higher":[173],"than,":[174],"with":[180],"all":[181],"data.":[184],"This":[185],"indicates":[186],"automated":[188],"compression":[190],"cleaning":[192],"are":[194,211],"crucial":[195],"improving":[197],"image":[198],"classification":[199],"problems":[200],"medical":[202],"imaging":[203],"datasets,":[204],"such":[205],"ultrasound,":[209],"which":[210],"rich":[212],"noise":[214],"erroneous":[216],"samples.":[217]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
