{"id":"https://openalex.org/W4413979330","doi":"https://doi.org/10.1109/rcar65431.2025.11139506","title":"JC-MTL: Multi-task Learning with Joint Consistency Loss for Improved Subtype Segmentation of Intracerebral Hemorrhage","display_name":"JC-MTL: Multi-task Learning with Joint Consistency Loss for Improved Subtype Segmentation of Intracerebral Hemorrhage","publication_year":2025,"publication_date":"2025-06-01","ids":{"openalex":"https://openalex.org/W4413979330","doi":"https://doi.org/10.1109/rcar65431.2025.11139506"},"language":"en","primary_location":{"id":"doi:10.1109/rcar65431.2025.11139506","is_oa":false,"landing_page_url":"https://doi.org/10.1109/rcar65431.2025.11139506","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Real-time Computing and Robotics (RCAR)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5027855551","display_name":"Kai Chen","orcid":"https://orcid.org/0000-0002-2436-1420"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kai Chen","raw_affiliation_strings":["Beihang University,School of Mechanical Engineering and Automation,Beijing,China,100191"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beihang University,School of Mechanical Engineering and Automation,Beijing,China,100191","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072680129","display_name":"Yinuo Wang","orcid":"https://orcid.org/0009-0001-5215-922X"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yinuo Wang","raw_affiliation_strings":["Beihang University,School of Astronautics,Beijing,China,100191"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beihang University,School of Astronautics,Beijing,China,100191","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100377856","display_name":"Quan Chen","orcid":"https://orcid.org/0000-0003-2034-0371"},"institutions":[{"id":"https://openalex.org/I168337820","display_name":"Chongqing University of Science and Technology","ror":"https://ror.org/03n3v6d52","country_code":"CN","type":"education","lineage":["https://openalex.org/I168337820"]},{"id":"https://openalex.org/I50632499","display_name":"Chongqing University of Technology","ror":"https://ror.org/04vgbd477","country_code":"CN","type":"education","lineage":["https://openalex.org/I50632499"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Quan Chen","raw_affiliation_strings":["Chongqing University of Technology,School of Artificial Intelligence,Chongqing,China,401120"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chongqing University of Technology,School of Artificial Intelligence,Chongqing,China,401120","institution_ids":["https://openalex.org/I168337820","https://openalex.org/I50632499"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052057753","display_name":"Meng Cai","orcid":"https://orcid.org/0000-0002-0711-5949"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Cai Meng","raw_affiliation_strings":["Beihang University,School of Astronautics,Beijing,China,100191"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beihang University,School of Astronautics,Beijing,China,100191","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038069355","display_name":"Zhouping Tang","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":"Zhouping Tang","raw_affiliation_strings":["Huazhong University of Science and Technology,Tongji Medical College,Wuhan,China,430030"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Huazhong University of Science and Technology,Tongji Medical College,Wuhan,China,430030","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5045059773","display_name":"Diansheng Chen","orcid":"https://orcid.org/0000-0003-4599-876X"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Diansheng Chen","raw_affiliation_strings":["Beihang University,School of Mechanical Engineering and Automation,Beijing,China,100191"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beihang University,School of Mechanical Engineering and Automation,Beijing,China,100191","institution_ids":["https://openalex.org/I82880672"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"150","last_page":"155"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11763","display_name":"Intracerebral and Subarachnoid Hemorrhage Research","score":0.9980999827384949,"subfield":{"id":"https://openalex.org/subfields/2728","display_name":"Neurology"},"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/T11763","display_name":"Intracerebral and Subarachnoid Hemorrhage Research","score":0.9980999827384949,"subfield":{"id":"https://openalex.org/subfields/2728","display_name":"Neurology"},"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/T10227","display_name":"Acute Ischemic Stroke Management","score":0.96670001745224,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"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/T12702","display_name":"Brain Tumor Detection and Classification","score":0.961899995803833,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/joint","display_name":"Joint (building)","score":0.5775954127311707},{"id":"https://openalex.org/keywords/consistency","display_name":"Consistency (knowledge bases)","score":0.5732375383377075},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.5567305088043213},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5560839176177979},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5372628569602966},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.46987658739089966},{"id":"https://openalex.org/keywords/multi-task-learning","display_name":"Multi-task learning","score":0.4263407289981842},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.34509021043777466},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.3311305046081543},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.21108201146125793},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.10797572135925293}],"concepts":[{"id":"https://openalex.org/C18555067","wikidata":"https://www.wikidata.org/wiki/Q8375051","display_name":"Joint (building)","level":2,"score":0.5775954127311707},{"id":"https://openalex.org/C2776436953","wikidata":"https://www.wikidata.org/wiki/Q5163215","display_name":"Consistency (knowledge bases)","level":2,"score":0.5732375383377075},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.5567305088043213},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5560839176177979},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5372628569602966},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.46987658739089966},{"id":"https://openalex.org/C28006648","wikidata":"https://www.wikidata.org/wiki/Q6934509","display_name":"Multi-task learning","level":3,"score":0.4263407289981842},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.34509021043777466},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.3311305046081543},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.21108201146125793},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.10797572135925293},{"id":"https://openalex.org/C170154142","wikidata":"https://www.wikidata.org/wiki/Q150737","display_name":"Architectural engineering","level":1,"score":0.0},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/rcar65431.2025.11139506","is_oa":false,"landing_page_url":"https://doi.org/10.1109/rcar65431.2025.11139506","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Real-time Computing and Robotics (RCAR)","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"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W2988963","https://openalex.org/W2016769329","https://openalex.org/W2118435137","https://openalex.org/W2886821482","https://openalex.org/W2992545309","https://openalex.org/W3034225195","https://openalex.org/W3086928989","https://openalex.org/W3190553477","https://openalex.org/W3203761865","https://openalex.org/W4224882628","https://openalex.org/W4281259597","https://openalex.org/W4297493476","https://openalex.org/W4309707350","https://openalex.org/W4380434601","https://openalex.org/W4385647267","https://openalex.org/W4387642391","https://openalex.org/W4387835477","https://openalex.org/W4390956149","https://openalex.org/W4392242109","https://openalex.org/W4392855738","https://openalex.org/W4400411360"],"related_works":["https://openalex.org/W1996130883","https://openalex.org/W2748574964","https://openalex.org/W1603736412","https://openalex.org/W2888483922","https://openalex.org/W4304185162","https://openalex.org/W4396737233","https://openalex.org/W4379231730","https://openalex.org/W2061685118","https://openalex.org/W3006282800","https://openalex.org/W2951720331"],"abstract_inverted_index":{"Deep":[0],"learning-assisted":[1],"diagnosis":[2],"of":[3,28,39,144,157],"intracerebral":[4],"hemorrhagic":[5],"(ICH)":[6],"stroke":[7],"has":[8],"attracted":[9],"increasing":[10],"attention":[11],"in":[12,179],"recent":[13],"years,":[14],"owing":[15],"to":[16,19,36,90,111,132,165],"its":[17],"capability":[18],"rapidly":[20],"identify":[21],"and":[22,46,81,93,102,136],"quantify":[23],"hemorrhages.":[24],"However,":[25],"accurate":[26],"segmentation":[27,87,168],"hemorrhage":[29,67],"subtypes":[30],"remains":[31],"a":[32,56,122],"challenging":[33],"task":[34,131],"due":[35],"the":[37,73,86,129,138,142,151,155],"scarcity":[38],"annotated":[40],"subtype":[41,68],"data,":[42],"high":[43],"intra-class":[44],"variability,":[45],"ambiguous":[47],"hematoma":[48,146],"boundaries.":[49],"To":[50],"address":[51],"these":[52],"challenges,":[53],"we":[54],"propose":[55],"novel":[57],"multi-Task":[58],"learning":[59],"framework":[60,71],"with":[61],"joint":[62,106],"consistency":[63,107,114],"loss":[64,108],"(JC-MTL)":[65],"for":[66,175],"segmentation.":[69],"The":[70,170],"integrates":[72],"tasks,":[74,116],"including":[75],"classification":[76],"(CLS),":[77],"boundary":[78,123,134],"detection":[79],"(BDE),":[80],"image":[82],"reconstruction":[83],"(REC),":[84],"into":[85,128],"(SEG)":[88],"pipeline":[89],"exploit":[91],"shared":[92],"complementary":[94],"representations":[95,135],"via":[96],"MTL,":[97],"thereby":[98],"improving":[99],"data":[100],"efficiency":[101],"model":[103],"generalization.":[104],"A":[105],"is":[109,126],"introduced":[110],"enforce":[112],"low-dimensional":[113],"across":[115],"encouraging":[117],"subtype-aware":[118],"feature":[119],"learning.":[120],"Furthermore,":[121],"enhancement":[124],"module":[125],"incorporated":[127],"BDE":[130],"refine":[133],"guide":[137],"SEG":[139],"task,":[140],"mitigating":[141],"impact":[143],"blurry":[145],"edges.":[147],"Experiments":[148],"conducted":[149],"on":[150],"BHSD":[152],"dataset":[153],"demonstrate":[154],"effectiveness":[156],"our":[158],"JC-MTL":[159],"framework,":[160],"achieving":[161],"superior":[162],"performance":[163],"compared":[164],"previous":[166],"medical":[167],"models.":[169],"results":[171],"indicate":[172],"promising":[173],"potential":[174],"future":[176],"clinical":[177],"applications":[178],"ICH":[180],"diagnosis.":[181]},"counts_by_year":[],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}
