{"id":"https://openalex.org/W7127370666","doi":"https://doi.org/10.1007/s44267-026-00107-3","title":"HDVS: semi-supervised semantic segmentation via heterogeneous dual-branch voting supervision","display_name":"HDVS: semi-supervised semantic segmentation via heterogeneous dual-branch voting supervision","publication_year":2026,"publication_date":"2026-02-03","ids":{"openalex":"https://openalex.org/W7127370666","doi":"https://doi.org/10.1007/s44267-026-00107-3"},"language":"en","primary_location":{"id":"doi:10.1007/s44267-026-00107-3","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44267-026-00107-3","pdf_url":"https://link.springer.com/content/pdf/10.1007/s44267-026-00107-3.pdf","source":{"id":"https://openalex.org/S4387289164","display_name":"Visual Intelligence","issn_l":"2731-9008","issn":["2731-9008","2097-3330"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Visual Intelligence","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://link.springer.com/content/pdf/10.1007/s44267-026-00107-3.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5054488451","display_name":"Yongqi Shan","orcid":null},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yongqi Shan","raw_affiliation_strings":["School of Computer Science and Technology, Dalian University of Technology, Dalian, 116081, China"],"raw_orcid":"https://orcid.org/0009-0004-3469-5231","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Dalian University of Technology, Dalian, 116081, China","institution_ids":["https://openalex.org/I27357992"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048521072","display_name":"Yunzhi Zhuge","orcid":"https://orcid.org/0000-0002-4288-4516"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]},{"id":"https://openalex.org/I4210092944","display_name":"Dalian University","ror":"https://ror.org/00g2ypp58","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210092944"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yunzhi Zhuge","raw_affiliation_strings":["School of Information and Communication Engineering, Dalian University of Technology, Dalian, 116081, China"],"raw_orcid":"https://orcid.org/0000-0002-4288-4516","affiliations":[{"raw_affiliation_string":"School of Information and Communication Engineering, Dalian University of Technology, Dalian, 116081, China","institution_ids":["https://openalex.org/I27357992","https://openalex.org/I4210092944"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5124904693","display_name":"Huchuan Lu","orcid":null},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]},{"id":"https://openalex.org/I4210092944","display_name":"Dalian University","ror":"https://ror.org/00g2ypp58","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210092944"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huchuan Lu","raw_affiliation_strings":["School of Information and Communication Engineering, Dalian University of Technology, Dalian, 116081, China"],"raw_orcid":"https://orcid.org/0000-0002-6668-9758","affiliations":[{"raw_affiliation_string":"School of Information and Communication Engineering, Dalian University of Technology, Dalian, 116081, China","institution_ids":["https://openalex.org/I27357992","https://openalex.org/I4210092944"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5048521072"],"corresponding_institution_ids":["https://openalex.org/I27357992","https://openalex.org/I4210092944"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.12615861,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"4","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.8425999879837036,"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":0.8425999879837036,"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":0.023600000888109207,"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/T11714","display_name":"Multimodal Machine Learning Applications","score":0.009399999864399433,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/voting","display_name":"Voting","score":0.7608000040054321},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.6334999799728394},{"id":"https://openalex.org/keywords/reliability","display_name":"Reliability (semiconductor)","score":0.6189000010490417},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.5889999866485596},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.5712000131607056},{"id":"https://openalex.org/keywords/semantics","display_name":"Semantics (computer science)","score":0.3488999903202057},{"id":"https://openalex.org/keywords/variety","display_name":"Variety (cybernetics)","score":0.3400000035762787}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8039000034332275},{"id":"https://openalex.org/C520049643","wikidata":"https://www.wikidata.org/wiki/Q189760","display_name":"Voting","level":3,"score":0.7608000040054321},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.6334999799728394},{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.6189000010490417},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.5889999866485596},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.5712000131607056},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4763999879360199},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4223000109195709},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.40610000491142273},{"id":"https://openalex.org/C184337299","wikidata":"https://www.wikidata.org/wiki/Q1437428","display_name":"Semantics (computer science)","level":2,"score":0.3488999903202057},{"id":"https://openalex.org/C136197465","wikidata":"https://www.wikidata.org/wiki/Q1729295","display_name":"Variety (cybernetics)","level":2,"score":0.3400000035762787},{"id":"https://openalex.org/C2780980858","wikidata":"https://www.wikidata.org/wiki/Q110022","display_name":"Dual (grammatical number)","level":2,"score":0.3319999873638153},{"id":"https://openalex.org/C153668964","wikidata":"https://www.wikidata.org/wiki/Q27636","display_name":"Majority rule","level":2,"score":0.3278999924659729},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.31380000710487366},{"id":"https://openalex.org/C2781316041","wikidata":"https://www.wikidata.org/wiki/Q1230584","display_name":"Diversity (politics)","level":2,"score":0.29580000042915344},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.29350000619888306},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.2831999957561493},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.26440000534057617},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.2558000087738037}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s44267-026-00107-3","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44267-026-00107-3","pdf_url":"https://link.springer.com/content/pdf/10.1007/s44267-026-00107-3.pdf","source":{"id":"https://openalex.org/S4387289164","display_name":"Visual Intelligence","issn_l":"2731-9008","issn":["2731-9008","2097-3330"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Visual Intelligence","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:ef13aef2009548debaec7461ff5b3191","is_oa":true,"landing_page_url":"https://doaj.org/article/ef13aef2009548debaec7461ff5b3191","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Visual Intelligence, Vol 4, Iss 1, Pp 1-15 (2026)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1007/s44267-026-00107-3","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44267-026-00107-3","pdf_url":"https://link.springer.com/content/pdf/10.1007/s44267-026-00107-3.pdf","source":{"id":"https://openalex.org/S4387289164","display_name":"Visual Intelligence","issn_l":"2731-9008","issn":["2731-9008","2097-3330"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Visual Intelligence","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.5744668841362,"id":"https://metadata.un.org/sdg/11","display_name":"Sustainable cities and communities"}],"awards":[{"id":"https://openalex.org/G8998874865","display_name":null,"funder_award_id":"DUT24RC","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"}],"funders":[{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7127370666.pdf","grobid_xml":"https://content.openalex.org/works/W7127370666.grobid-xml"},"referenced_works_count":7,"referenced_works":["https://openalex.org/W2031489346","https://openalex.org/W2595987373","https://openalex.org/W2963216553","https://openalex.org/W2964159205","https://openalex.org/W3175515048","https://openalex.org/W4313531260","https://openalex.org/W4413344259"],"related_works":[],"abstract_inverted_index":{"Abstract":[0],"Semi-supervised":[1],"semantic":[2],"segmentation,":[3],"which":[4,82],"aims":[5],"to":[6,13,44,85,115,128,138,167],"utilize":[7],"large":[8],"volumes":[9],"of":[10,89,151],"unlabeled":[11],"images":[12],"achieve":[14],"accurate":[15],"segmentation":[16],"results":[17],"with":[18,118],"fewer":[19],"human":[20],"annotations,":[21],"has":[22],"attracted":[23],"increasing":[24],"attention.":[25],"Prior":[26],"methods":[27],"were":[28,41],"primarily":[29],"based":[30,99],"on":[31,100,155],"the":[32,35,46,55,87,93,101,132,143,152,168],"assumption":[33],"that":[34,54,109],"pseudo-labels":[36,58,90,111,117],"generated":[37],"by":[38],"each":[39,136],"branch":[40,137],"sufficiently":[42],"reliable":[43],"supervise":[45],"remaining":[47],"branches.":[48],"However,":[49],"there":[50],"is":[51,83],"a":[52,73,106,124],"concern":[53],"errors":[56],"in":[57,65,135],"could":[59],"accumulate":[60],"during":[61],"co-training,":[62],"potentially":[63],"resulting":[64],"suboptimal":[66],"performance.":[67],"To":[68],"this":[69],"end,":[70],"we":[71,104,122],"present":[72],"novel":[74],"framework":[75],"called":[76],"heterogeneous":[77,113],"dual-branch":[78],"voting":[79,107],"supervision":[80],"(HDVS),":[81],"designed":[84],"enhance":[86],"reliability":[88],"and":[91,162],"mitigate":[92],"issues":[94],"arising":[95],"from":[96,112],"pseudo-labeling.":[97],"Specifically,":[98],"cross-supervision":[102],"framework,":[103],"introduce":[105,129],"mechanism":[108],"correlates":[110],"branches":[114,145],"produce":[116],"enhanced":[119],"reliability.":[120],"Concurrently,":[121],"employ":[123],"feature":[125,133],"communication":[126],"module":[127],"perturbations":[130],"at":[131],"level":[134],"maximize":[139],"prediction":[140],"diversity":[141],"across":[142],"dual":[144],"while":[146],"maintaining":[147],"convergence.":[148],"Comprehensive":[149],"evaluations":[150],"proposed":[153],"HDVS":[154],"two":[156],"benchmark":[157],"datasets":[158],"(PASCAL":[159],"VOC":[160],"2012":[161],"Cityscapes)":[163],"demonstrate":[164],"its":[165],"superiority":[166],"state-of-the-art":[169],"approaches.":[170]},"counts_by_year":[],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2026-02-04T00:00:00"}
