{"id":"https://openalex.org/W4391582484","doi":"https://doi.org/10.1109/tmi.2024.3362837","title":"Robust Semi-Supervised 3D Medical Image Segmentation With Diverse Joint-Task Learning and Decoupled Inter-Student Learning","display_name":"Robust Semi-Supervised 3D Medical Image Segmentation With Diverse Joint-Task Learning and Decoupled Inter-Student Learning","publication_year":2024,"publication_date":"2024-02-06","ids":{"openalex":"https://openalex.org/W4391582484","doi":"https://doi.org/10.1109/tmi.2024.3362837","pmid":"https://pubmed.ncbi.nlm.nih.gov/38319753"},"language":"en","primary_location":{"id":"doi:10.1109/tmi.2024.3362837","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmi.2024.3362837","pdf_url":null,"source":{"id":"https://openalex.org/S58069681","display_name":"IEEE Transactions on Medical Imaging","issn_l":"0278-0062","issn":["0278-0062","1558-254X"],"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 Medical Imaging","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/A5060090179","display_name":"Quan Zhou","orcid":"https://orcid.org/0000-0003-4035-4690"},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Quan Zhou","raw_affiliation_strings":["Department of Biomedical Engineering, College of Life Science and Technology, Huazhong University of Science and Technology, Wuhan, China"],"affiliations":[{"raw_affiliation_string":"Department of Biomedical Engineering, College of Life Science and Technology, Huazhong University of Science and Technology, Wuhan, China","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101857276","display_name":"Bin Yu","orcid":"https://orcid.org/0000-0002-1639-5217"},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bin Yu","raw_affiliation_strings":["Department of Biomedical Engineering, College of Life Science and Technology, Huazhong University of Science and Technology, Wuhan, China"],"affiliations":[{"raw_affiliation_string":"Department of Biomedical Engineering, College of Life Science and Technology, Huazhong University of Science and Technology, Wuhan, China","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101398023","display_name":"Feng Xiao","orcid":"https://orcid.org/0000-0003-3289-3459"},"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/I4210120234","display_name":"Zhongnan Hospital of Wuhan University","ror":"https://ror.org/01v5mqw79","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210120234"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Feng Xiao","raw_affiliation_strings":["Department of Radiology, Zhongnan Hospital, Wuhan University, Wuhan, China","Department of Radiology, Zhongnan Hospital of Wuhan University, Wuhan, China"],"affiliations":[{"raw_affiliation_string":"Department of Radiology, Zhongnan Hospital, Wuhan University, Wuhan, China","institution_ids":["https://openalex.org/I4210120234","https://openalex.org/I37461747"]},{"raw_affiliation_string":"Department of Radiology, Zhongnan Hospital of Wuhan University, Wuhan, China","institution_ids":["https://openalex.org/I4210120234","https://openalex.org/I37461747"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042992199","display_name":"Mingyue Ding","orcid":"https://orcid.org/0000-0003-3933-1205"},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mingyue Ding","raw_affiliation_strings":["Department of Biomedical Engineering, College of Life Science and Technology, Huazhong University of Science and Technology, Wuhan, China"],"affiliations":[{"raw_affiliation_string":"Department of Biomedical Engineering, College of Life Science and Technology, Huazhong University of Science and Technology, Wuhan, China","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100449952","display_name":"Zhiwei Wang","orcid":"https://orcid.org/0000-0002-1612-8573"},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhiwei Wang","raw_affiliation_strings":["MoE Key Laboratory for Biomedical Photonics, Collaborative Innovation Center for Biomedical Engineering, School of Engineering Sciences, Huazhong University of Science and Technology, Wuhan, China","School of Engineering Sciences, MoE Key Laboratory for Biomedical Photonics, Collaborative Innovation Center for Biomedical Engineering, Huazhong University of Science and Technology, Wuhan, China"],"affiliations":[{"raw_affiliation_string":"MoE Key Laboratory for Biomedical Photonics, Collaborative Innovation Center for Biomedical Engineering, School of Engineering Sciences, Huazhong University of Science and Technology, Wuhan, China","institution_ids":["https://openalex.org/I47720641"]},{"raw_affiliation_string":"School of Engineering Sciences, MoE Key Laboratory for Biomedical Photonics, Collaborative Innovation Center for Biomedical Engineering, Huazhong University of Science and Technology, Wuhan, China","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101720039","display_name":"Xuming Zhang","orcid":null},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xuming Zhang","raw_affiliation_strings":["Department of Biomedical Engineering, College of Life Science and Technology, Huazhong University of Science and Technology, Wuhan, China"],"affiliations":[{"raw_affiliation_string":"Department of Biomedical Engineering, College of Life Science and Technology, Huazhong University of Science and Technology, Wuhan, China","institution_ids":["https://openalex.org/I47720641"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5060090179"],"corresponding_institution_ids":["https://openalex.org/I47720641"],"apc_list":null,"apc_paid":null,"fwci":1.4957,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.82248398,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"43","issue":"6","first_page":"2317","last_page":"2331"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9998999834060669,"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":0.9998999834060669,"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/T10052","display_name":"Medical Image Segmentation Techniques","score":0.9983999729156494,"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/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.9958999752998352,"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/segmentation","display_name":"Segmentation","score":0.6889491081237793},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6860721111297607},{"id":"https://openalex.org/keywords/consistency","display_name":"Consistency (knowledge bases)","score":0.6115373969078064},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5737584233283997},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5334005355834961},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.48892417550086975},{"id":"https://openalex.org/keywords/jaccard-index","display_name":"Jaccard index","score":0.4564816951751709},{"id":"https://openalex.org/keywords/constraint","display_name":"Constraint (computer-aided design)","score":0.45177334547042847},{"id":"https://openalex.org/keywords/construct","display_name":"Construct (python library)","score":0.4194898009300232},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.41436880826950073},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1836387813091278}],"concepts":[{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.6889491081237793},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6860721111297607},{"id":"https://openalex.org/C2776436953","wikidata":"https://www.wikidata.org/wiki/Q5163215","display_name":"Consistency (knowledge bases)","level":2,"score":0.6115373969078064},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5737584233283997},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5334005355834961},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.48892417550086975},{"id":"https://openalex.org/C203519979","wikidata":"https://www.wikidata.org/wiki/Q865360","display_name":"Jaccard index","level":3,"score":0.4564816951751709},{"id":"https://openalex.org/C2776036281","wikidata":"https://www.wikidata.org/wiki/Q48769818","display_name":"Constraint (computer-aided design)","level":2,"score":0.45177334547042847},{"id":"https://openalex.org/C2780801425","wikidata":"https://www.wikidata.org/wiki/Q5164392","display_name":"Construct (python library)","level":2,"score":0.4194898009300232},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.41436880826950073},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1836387813091278},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000069553","descriptor_name":"Supervised Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069553","descriptor_name":"Supervised Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069553","descriptor_name":"Supervised Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069553","descriptor_name":"Supervised Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069553","descriptor_name":"Supervised Machine Learning","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":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","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":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","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":true},{"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":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014057","descriptor_name":"Tomography, X-Ray Computed","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D014057","descriptor_name":"Tomography, X-Ray Computed","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D014057","descriptor_name":"Tomography, X-Ray Computed","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D014057","descriptor_name":"Tomography, X-Ray Computed","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D014057","descriptor_name":"Tomography, X-Ray Computed","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D021621","descriptor_name":"Imaging, Three-Dimensional","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D021621","descriptor_name":"Imaging, Three-Dimensional","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D021621","descriptor_name":"Imaging, Three-Dimensional","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D021621","descriptor_name":"Imaging, Three-Dimensional","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D021621","descriptor_name":"Imaging, Three-Dimensional","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.1109/tmi.2024.3362837","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmi.2024.3362837","pdf_url":null,"source":{"id":"https://openalex.org/S58069681","display_name":"IEEE Transactions on Medical Imaging","issn_l":"0278-0062","issn":["0278-0062","1558-254X"],"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 Medical Imaging","raw_type":"journal-article"},{"id":"pmid:38319753","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38319753","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 medical imaging","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.4300000071525574,"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":63,"referenced_works":["https://openalex.org/W1901129140","https://openalex.org/W1903029394","https://openalex.org/W2326678969","https://openalex.org/W2620998106","https://openalex.org/W2750925197","https://openalex.org/W2751665805","https://openalex.org/W2793350103","https://openalex.org/W2891451067","https://openalex.org/W2918552801","https://openalex.org/W2951970475","https://openalex.org/W2962914239","https://openalex.org/W2963073217","https://openalex.org/W2966415767","https://openalex.org/W2966434031","https://openalex.org/W2979907638","https://openalex.org/W2981731882","https://openalex.org/W2990231018","https://openalex.org/W2995808743","https://openalex.org/W2998663558","https://openalex.org/W3014974815","https://openalex.org/W3015788359","https://openalex.org/W3031923721","https://openalex.org/W3033502887","https://openalex.org/W3035159724","https://openalex.org/W3044738063","https://openalex.org/W3083779147","https://openalex.org/W3087507349","https://openalex.org/W3090844657","https://openalex.org/W3091595271","https://openalex.org/W3096609285","https://openalex.org/W3097499499","https://openalex.org/W3107695429","https://openalex.org/W3112701542","https://openalex.org/W3113432628","https://openalex.org/W3119502086","https://openalex.org/W3119635706","https://openalex.org/W3127022590","https://openalex.org/W3165025757","https://openalex.org/W3171581326","https://openalex.org/W3180562345","https://openalex.org/W3198730749","https://openalex.org/W3203488660","https://openalex.org/W4224062659","https://openalex.org/W4224903074","https://openalex.org/W4225894860","https://openalex.org/W4226502176","https://openalex.org/W4281860797","https://openalex.org/W4283743992","https://openalex.org/W4283799146","https://openalex.org/W4285040393","https://openalex.org/W4309079159","https://openalex.org/W4313156423","https://openalex.org/W4382404966","https://openalex.org/W4385338555","https://openalex.org/W4386083042","https://openalex.org/W6733814495","https://openalex.org/W6761442308","https://openalex.org/W6764051988","https://openalex.org/W6765939562","https://openalex.org/W6803870738","https://openalex.org/W6811041508","https://openalex.org/W6838100154","https://openalex.org/W6839086794"],"related_works":["https://openalex.org/W4254879869","https://openalex.org/W3022576529","https://openalex.org/W2628526247","https://openalex.org/W2596401011","https://openalex.org/W2913569734","https://openalex.org/W4401519790","https://openalex.org/W2702570413","https://openalex.org/W1510768092","https://openalex.org/W2611003898","https://openalex.org/W2230808081"],"abstract_inverted_index":{"Semi-supervised":[0],"segmentation":[1,29,138],"is":[2],"highly":[3],"significant":[4],"in":[5],"3D":[6],"medical":[7,35,208],"image":[8,75],"segmentation.":[9],"The":[10,49,172,245],"typical":[11],"solutions":[12],"adopt":[13],"a":[14,87,92],"teacher-student":[15],"dual-model":[16],"architecture,":[17],"and":[18,85,111,121,139,183,228,232],"they":[19],"constrain":[20],"the":[21,27,32,39,44,55,58,79,82,100,105,109,126,143,164,176,198,202,237],"two":[22,144,160],"models'":[23],"decision":[24],"consistency":[25,47,83],"on":[26,206,241],"same":[28,127,177],"task.":[30],"However,":[31],"scarcity":[33],"of":[34,41,46,57,81,91,118,137,201],"samples":[36],"can":[37,51,141],"lower":[38],"diversity":[40],"tasks,":[42],"reducing":[43],"effectiveness":[45],"constraint.":[48],"issue":[50],"further":[52],"worsen":[53],"as":[54],"weights":[56],"models":[59,113],"gradually":[60],"become":[61],"synchronized.":[62],"In":[63],"this":[64],"work,":[65],"we":[66],"have":[67,142],"proposed":[68],"to":[69,98,124,151,167,197],"construct":[70],"diverse":[71],"joint-tasks":[72],"using":[73],"masked":[74],"modelling":[76],"for":[77],"enhancing":[78],"reliability":[80],"constraint,":[84],"develop":[86],"novel":[88],"architecture":[89],"consisting":[90],"single":[93],"teacher":[94,110],"but":[95,129,148,179],"multiple":[96],"students":[97,162,174],"enjoy":[99],"additional":[101],"knowledge":[102,154,186],"decoupled":[103,185],"from":[104,194],"synchronized":[106],"weights.":[107],"Specifically,":[108],"student":[112],"'see'":[114],"varied":[115],"randomly-masked":[116],"versions":[117],"an":[119,169],"input,":[120],"are":[122],"trained":[123],"segment":[125],"targets":[128],"reconstruct":[130],"different":[131,180],"missing":[132],"regions":[133],"concurrently.":[134],"Such":[135],"joint-task":[136],"reconstruction":[140],"learners":[145],"capture":[146],"related":[147],"complementary":[149],"features":[150],"derive":[152],"instructive":[153],"when":[155],"constraining":[156,188],"their":[157,189],"consistency.":[158],"Moreover,":[159],"extra":[161],"join":[163],"original":[165],"one":[166],"perform":[168],"inter-student":[170],"learning.":[171],"three":[173],"share":[175],"encoding":[178],"decoding":[181],"designs,":[182],"learn":[184],"by":[187],"mutual":[190],"consistencies,":[191],"preventing":[192],"themselves":[193],"suboptimally":[195],"converging":[196],"biased":[199],"predictions":[200],"dictatorial":[203],"teacher.":[204],"Experimental":[205],"four":[207],"datasets":[209],"show":[210],"that":[211],"our":[212,222,242],"approach":[213,223,240],"performs":[214],"better":[215],"than":[216,236],"six":[217],"mainstream":[218],"semi-supervised":[219],"methods.":[220],"Particularly,":[221],"achieves":[224],"at":[225,250],"least":[226],"0.61%":[227],"0.36%":[229],"higher":[230],"Dice":[231],"Jaccard":[233],"values,":[234],"respectively,":[235],"most":[238],"competitive":[239],"in-house":[243],"dataset.":[244],"code":[246],"will":[247],"be":[248],"released":[249],"https://github.com/zxmboshi/DDL.":[251]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":3}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
