{"id":"https://openalex.org/W4412567203","doi":"https://doi.org/10.1109/access.2025.3591544","title":"Dual-Stream Contrastive Learning for Medical Visual Representations Using Synthetic Images Generated by Latent Diffusion Model","display_name":"Dual-Stream Contrastive Learning for Medical Visual Representations Using Synthetic Images Generated by Latent Diffusion Model","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4412567203","doi":"https://doi.org/10.1109/access.2025.3591544"},"language":"en","primary_location":{"id":"doi:10.1109/access.2025.3591544","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3591544","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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 Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/access.2025.3591544","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5050711301","display_name":"Weitao Ye","orcid":null},"institutions":[{"id":"https://openalex.org/I143593769","display_name":"East China University of Science and Technology","ror":"https://ror.org/01vyrm377","country_code":"CN","type":"education","lineage":["https://openalex.org/I143593769"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weitao Ye","raw_affiliation_strings":["School of Information Science and Engineering, East China University of Science and Technology, Shanghai, China"],"raw_orcid":"https://orcid.org/0009-0002-3627-5121","affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, East China University of Science and Technology, Shanghai, China","institution_ids":["https://openalex.org/I143593769"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008842730","display_name":"Longfu Zhang","orcid":"https://orcid.org/0000-0002-6657-2664"},"institutions":[{"id":"https://openalex.org/I4210117527","display_name":"Shanghai Xuhui Central Hospital","ror":"https://ror.org/01whmzn59","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210117527"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Longfu Zhang","raw_affiliation_strings":["Department of Pulmonary and Critical Care Medicine, Shanghai Xuhui Central Hospital, Zhongshan-Xuhui Hospital, Fudan University, Shanghai, China","Department of Pulmonary and Critical Care Medicine, Shanghai Xuhui Central Hospital, Zhongshan-Xuhui Hospital,, Fudan University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Pulmonary and Critical Care Medicine, Shanghai Xuhui Central Hospital, Zhongshan-Xuhui Hospital, Fudan University, Shanghai, China","institution_ids":["https://openalex.org/I4210117527"]},{"raw_affiliation_string":"Department of Pulmonary and Critical Care Medicine, Shanghai Xuhui Central Hospital, Zhongshan-Xuhui Hospital,, Fudan University, Shanghai, China","institution_ids":["https://openalex.org/I4210117527"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089580817","display_name":"Xiaoben Jiang","orcid":"https://orcid.org/0000-0002-9454-0037"},"institutions":[{"id":"https://openalex.org/I143593769","display_name":"East China University of Science and Technology","ror":"https://ror.org/01vyrm377","country_code":"CN","type":"education","lineage":["https://openalex.org/I143593769"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoben Jiang","raw_affiliation_strings":["School of Information Science and Engineering, East China University of Science and Technology, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, East China University of Science and Technology, Shanghai, China","institution_ids":["https://openalex.org/I143593769"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013740618","display_name":"Dawei Yang","orcid":"https://orcid.org/0000-0002-8928-143X"},"institutions":[{"id":"https://openalex.org/I4210124907","display_name":"Zhongshan Hospital of Xiamen University","ror":"https://ror.org/02z125451","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210124907"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dawei Yang","raw_affiliation_strings":["Department of Pulmonary and Critical Care Medicine, Zhongshan Hospital (Xiamen), Fudan University, Huli District, Xiamen, Fujian, China","Department of Pulmonary and Critical Care Medicine, Zhongshan Hospital (Xiamen), Fudan University, No 668, Jinhu Road, Huli District, Xiamen, Fujian province, China"],"raw_orcid":"https://orcid.org/0000-0002-8928-143X","affiliations":[{"raw_affiliation_string":"Department of Pulmonary and Critical Care Medicine, Zhongshan Hospital (Xiamen), Fudan University, Huli District, Xiamen, Fujian, China","institution_ids":["https://openalex.org/I4210124907"]},{"raw_affiliation_string":"Department of Pulmonary and Critical Care Medicine, Zhongshan Hospital (Xiamen), Fudan University, No 668, Jinhu Road, Huli District, Xiamen, Fujian province, China","institution_ids":["https://openalex.org/I4210124907"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100673751","display_name":"Yu Zhu","orcid":"https://orcid.org/0000-0003-1535-6520"},"institutions":[{"id":"https://openalex.org/I143593769","display_name":"East China University of Science and Technology","ror":"https://ror.org/01vyrm377","country_code":"CN","type":"education","lineage":["https://openalex.org/I143593769"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yu Zhu","raw_affiliation_strings":["School of Information Science and Engineering, East China University of Science and Technology, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0003-1535-6520","affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, East China University of Science and Technology, Shanghai, China","institution_ids":["https://openalex.org/I143593769"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.14105547,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"13","issue":null,"first_page":"129648","last_page":"129658"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.9472000002861023,"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/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.9472000002861023,"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/T10862","display_name":"AI in cancer detection","score":0.9132999777793884,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.731830358505249},{"id":"https://openalex.org/keywords/dual","display_name":"Dual (grammatical number)","score":0.6514438390731812},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.634050190448761},{"id":"https://openalex.org/keywords/synthetic-data","display_name":"Synthetic data","score":0.5179471373558044},{"id":"https://openalex.org/keywords/diffusion","display_name":"Diffusion","score":0.4289214611053467},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.42278504371643066},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.4202054738998413},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.3258374333381653}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.731830358505249},{"id":"https://openalex.org/C2780980858","wikidata":"https://www.wikidata.org/wiki/Q110022","display_name":"Dual (grammatical number)","level":2,"score":0.6514438390731812},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.634050190448761},{"id":"https://openalex.org/C160920958","wikidata":"https://www.wikidata.org/wiki/Q7662746","display_name":"Synthetic data","level":2,"score":0.5179471373558044},{"id":"https://openalex.org/C69357855","wikidata":"https://www.wikidata.org/wiki/Q163214","display_name":"Diffusion","level":2,"score":0.4289214611053467},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.42278504371643066},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4202054738998413},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.3258374333381653},{"id":"https://openalex.org/C124952713","wikidata":"https://www.wikidata.org/wiki/Q8242","display_name":"Literature","level":1,"score":0.0},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2025.3591544","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3591544","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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 Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:01ac7aa6579d4b028c9b0198ffc6ec67","is_oa":true,"landing_page_url":"https://doaj.org/article/01ac7aa6579d4b028c9b0198ffc6ec67","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":"IEEE Access, Vol 13, Pp 129648-129658 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2025.3591544","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3591544","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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 Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1089542814","display_name":null,"funder_award_id":"20DZ2254400","funder_id":"https://openalex.org/F4320321885","funder_display_name":"Science and Technology Commission of Shanghai Municipality"},{"id":"https://openalex.org/G4794796775","display_name":null,"funder_award_id":"82170110","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5477198851","display_name":null,"funder_award_id":"2022D014","funder_id":"https://openalex.org/F4320323190","funder_display_name":"Fujian Provincial Department of Science and Technology"},{"id":"https://openalex.org/G6212416999","display_name":null,"funder_award_id":"62476088","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8184117843","display_name":null,"funder_award_id":"20DZ2261200","funder_id":"https://openalex.org/F4320321885","funder_display_name":"Science and Technology Commission of Shanghai Municipality"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321885","display_name":"Science and Technology Commission of Shanghai Municipality","ror":"https://ror.org/03kt66j61"},{"id":"https://openalex.org/F4320323190","display_name":"Fujian Provincial Department of Science and Technology","ror":"https://ror.org/00rgzpv08"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":54,"referenced_works":["https://openalex.org/W1901129140","https://openalex.org/W2108598243","https://openalex.org/W2194775991","https://openalex.org/W2560535660","https://openalex.org/W2752517284","https://openalex.org/W2752782242","https://openalex.org/W2765811365","https://openalex.org/W2774320778","https://openalex.org/W2777186991","https://openalex.org/W2787091153","https://openalex.org/W2798991696","https://openalex.org/W2842511635","https://openalex.org/W2884436604","https://openalex.org/W2898197178","https://openalex.org/W2932083555","https://openalex.org/W2963446712","https://openalex.org/W2964744899","https://openalex.org/W2971013993","https://openalex.org/W2997286550","https://openalex.org/W3007935259","https://openalex.org/W3035524453","https://openalex.org/W3035725276","https://openalex.org/W3096831136","https://openalex.org/W3135057764","https://openalex.org/W3157752331","https://openalex.org/W3161810785","https://openalex.org/W3171007011","https://openalex.org/W3203717475","https://openalex.org/W4211031152","https://openalex.org/W4286251888","https://openalex.org/W4289752563","https://openalex.org/W4290999018","https://openalex.org/W4291023040","https://openalex.org/W4296225832","https://openalex.org/W4307972630","https://openalex.org/W4311415873","https://openalex.org/W4312933868","https://openalex.org/W4313830076","https://openalex.org/W4321071737","https://openalex.org/W4387415104","https://openalex.org/W4387968234","https://openalex.org/W4389827562","https://openalex.org/W4391480223","https://openalex.org/W4406779522","https://openalex.org/W6637373629","https://openalex.org/W6726497184","https://openalex.org/W6750469568","https://openalex.org/W6774670964","https://openalex.org/W6779823529","https://openalex.org/W6779977557","https://openalex.org/W6779992872","https://openalex.org/W6784151099","https://openalex.org/W6784185929","https://openalex.org/W6810540789"],"related_works":["https://openalex.org/W2317351040","https://openalex.org/W2952466936","https://openalex.org/W1988622314","https://openalex.org/W2393949104","https://openalex.org/W4236344264","https://openalex.org/W3046201198","https://openalex.org/W4293061921","https://openalex.org/W2807441102","https://openalex.org/W2009424630","https://openalex.org/W2372693287"],"abstract_inverted_index":{"Deep":[0],"learning-based":[1],"medical":[2,76,108,132,142],"image":[3,109,143,215],"processing":[4],"methods":[5],"can":[6,208],"enhance":[7,58,209],"diagnostic":[8,210],"accuracy":[9],"while":[10],"significantly":[11],"accelerating":[12],"clinical":[13],"decision":[14],"workflows.":[15],"However,":[16],"in":[17,78,131],"order":[18,79],"to":[19,57,72,80,105,121,125],"learn":[20,106],"better":[21],"visual":[22,59],"representations,":[23],"such":[24],"approaches":[25],"usually":[26],"need":[27],"substantial":[28],"amount":[29],"of":[30,93,129,149,188],"expert-annotated":[31],"data,":[32],"which":[33,55,204],"are":[34,136],"highly":[35],"costly.":[36],"To":[37],"address":[38],"this":[39],"issue,":[40],"we":[41,85],"propose":[42],"a":[43,65,94,100,115],"novel":[44],"approach":[45],"called":[46],"Dual-Stream":[47],"Contrastive":[48],"Learning":[49],"with":[50],"Cross-Scale":[51],"Token":[52],"Projection":[53],"(DCL-CsTP),":[54],"aims":[56],"representations":[60,110],"and":[61,99,145,177,212],"transferable":[62],"initializations.":[63],"Specifically,":[64],"latent":[66],"diffusion":[67],"model":[68,124,190],"(LDM)":[69],"is":[70,119,194],"leveraged":[71],"generate":[73],"high-quality":[74],"synthetic":[75],"images":[77],"expand":[81],"the":[82,87,112,123,168,182,189,198],"dataset.":[83,113,184],"Then":[84],"utilize":[86],"proposed":[88],"dual-stream":[89],"architecture":[90],"that":[91,206],"consists":[92],"global":[95],"semantic":[96],"relations":[97,103],"stream":[98,104],"local":[101],"detail":[102],"discriminative":[107],"from":[111],"Furthermore,":[114],"cross-scale":[116],"token":[117],"projection":[118],"designed":[120],"enable":[122],"capture":[126],"various":[127,202],"scales":[128],"focus":[130],"images.":[133],"Comprehensive":[134],"experiments":[135,200],"performed":[137],"on":[138,167,181,201],"two":[139],"downstream":[140],"tasks:":[141],"classification":[144],"segmentation.":[146],"For":[147,157],"multi-classification":[148],"pneumonia,":[150],"our":[151,160],"DCL-CsTP":[152,161,193,207],"method":[153,162],"achieves":[154],"95.90%":[155],"accuracy.":[156],"lesions":[158],"segmentation,":[159],"attains":[163],"89.73%":[164],"dice":[165,179],"coefficient":[166,180],"International":[169],"Skin":[170],"Imaging":[171],"Collaboration":[172],"2018":[173],"(ISIC":[174],"2018)":[175],"dataset":[176],"82.50%":[178],"Kvasir-SEG":[183],"The":[185],"performance":[186],"superiority":[187],"pre-trained":[191],"by":[192],"conclusively":[195],"demonstrated":[196],"through":[197],"above":[199],"dataset,":[203],"shows":[205],"precision":[211],"alleviate":[213],"radiologists\u2019":[214],"screening":[216],"burdens.":[217]},"counts_by_year":[],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
