{"id":"https://openalex.org/W4407466269","doi":"https://doi.org/10.1109/iccvit63928.2024.10872479","title":"Global-Local Medical SAM Adaptor Based on Full Adaption","display_name":"Global-Local Medical SAM Adaptor Based on Full Adaption","publication_year":2024,"publication_date":"2024-11-24","ids":{"openalex":"https://openalex.org/W4407466269","doi":"https://doi.org/10.1109/iccvit63928.2024.10872479"},"language":"en","primary_location":{"id":"doi:10.1109/iccvit63928.2024.10872479","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccvit63928.2024.10872479","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 2nd International Conference on Computer, Vision and Intelligent Technology (ICCVIT)","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/A5115602017","display_name":"Meng Wang","orcid":"https://orcid.org/0000-0001-7648-9955"},"institutions":[{"id":"https://openalex.org/I176808543","display_name":"Liaoning Technical University","ror":"https://ror.org/01n2bd587","country_code":"CN","type":"education","lineage":["https://openalex.org/I176808543"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Meng Wang","raw_affiliation_strings":["Liaoning Technical University,School of Electronic and Information Engineering,Xingcheng City,P. R. China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Liaoning Technical University,School of Electronic and Information Engineering,Xingcheng City,P. R. China","institution_ids":["https://openalex.org/I176808543"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068543234","display_name":"Yuxin Liang","orcid":"https://orcid.org/0000-0001-6872-5030"},"institutions":[{"id":"https://openalex.org/I176808543","display_name":"Liaoning Technical University","ror":"https://ror.org/01n2bd587","country_code":"CN","type":"education","lineage":["https://openalex.org/I176808543"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuxin Liang","raw_affiliation_strings":["Liaoning Technical University,School of Electronic and Information Engineering,Xingcheng City,P. R. China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Liaoning Technical University,School of Electronic and Information Engineering,Xingcheng City,P. R. China","institution_ids":["https://openalex.org/I176808543"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083096281","display_name":"Yongwei Tang","orcid":"https://orcid.org/0000-0003-0088-3774"},"institutions":[{"id":"https://openalex.org/I176808543","display_name":"Liaoning Technical University","ror":"https://ror.org/01n2bd587","country_code":"CN","type":"education","lineage":["https://openalex.org/I176808543"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yongwei Tang","raw_affiliation_strings":["Liaoning Technical University,School of Electronic and Information Engineering,Xingcheng City,P. R. China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Liaoning Technical University,School of Electronic and Information Engineering,Xingcheng City,P. R. China","institution_ids":["https://openalex.org/I176808543"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046519676","display_name":"Yarong Feng","orcid":null},"institutions":[{"id":"https://openalex.org/I176808543","display_name":"Liaoning Technical University","ror":"https://ror.org/01n2bd587","country_code":"CN","type":"education","lineage":["https://openalex.org/I176808543"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yarong Feng","raw_affiliation_strings":["Liaoning Technical University,School of Electronic and Information Engineering,Xingcheng City,P. R. China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Liaoning Technical University,School of Electronic and Information Engineering,Xingcheng City,P. R. China","institution_ids":["https://openalex.org/I176808543"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052623779","display_name":"Tian Zhang","orcid":"https://orcid.org/0009-0003-1150-3842"},"institutions":[{"id":"https://openalex.org/I9224756","display_name":"Northeastern University","ror":"https://ror.org/03awzbc87","country_code":"CN","type":"education","lineage":["https://openalex.org/I9224756"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tian Zhang","raw_affiliation_strings":["Northeastern University,Software College,Shenyang,P. R. China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Northeastern University,Software College,Shenyang,P. R. China","institution_ids":["https://openalex.org/I9224756"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5037983571","display_name":"Chao Lv","orcid":"https://orcid.org/0000-0002-4087-4672"},"institutions":[{"id":"https://openalex.org/I91656880","display_name":"China Medical University","ror":"https://ror.org/032d4f246","country_code":"CN","type":"education","lineage":["https://openalex.org/I91656880"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chao Lv","raw_affiliation_strings":["China Medical University,Shengjing Hospital,Department of General Surgery,Shenyang,P. R. China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"China Medical University,Shengjing Hospital,Department of General Surgery,Shenyang,P. R. China","institution_ids":["https://openalex.org/I91656880"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.47727625,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13731","display_name":"Advanced Computing and Algorithms","score":0.26159998774528503,"subfield":{"id":"https://openalex.org/subfields/3322","display_name":"Urban Studies"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T13731","display_name":"Advanced Computing and Algorithms","score":0.26159998774528503,"subfield":{"id":"https://openalex.org/subfields/3322","display_name":"Urban Studies"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5978635549545288},{"id":"https://openalex.org/keywords/signal-transducing-adaptor-protein","display_name":"Signal transducing adaptor protein","score":0.5367181897163391},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.08322528004646301},{"id":"https://openalex.org/keywords/cell-biology","display_name":"Cell biology","score":0.05903381109237671}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5978635549545288},{"id":"https://openalex.org/C183786373","wikidata":"https://www.wikidata.org/wiki/Q5964993","display_name":"Signal transducing adaptor protein","level":3,"score":0.5367181897163391},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.08322528004646301},{"id":"https://openalex.org/C95444343","wikidata":"https://www.wikidata.org/wiki/Q7141","display_name":"Cell biology","level":1,"score":0.05903381109237671},{"id":"https://openalex.org/C62478195","wikidata":"https://www.wikidata.org/wiki/Q828130","display_name":"Signal transduction","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iccvit63928.2024.10872479","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccvit63928.2024.10872479","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 2nd International Conference on Computer, Vision and Intelligent Technology (ICCVIT)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W2963946669","https://openalex.org/W3014974815","https://openalex.org/W3171343423","https://openalex.org/W3200640732","https://openalex.org/W4386075997","https://openalex.org/W4386415485","https://openalex.org/W4386790226","https://openalex.org/W4390874575","https://openalex.org/W4391109864","https://openalex.org/W4396523240","https://openalex.org/W4401215175","https://openalex.org/W4402968201","https://openalex.org/W4403635746","https://openalex.org/W6767279747","https://openalex.org/W6784333009","https://openalex.org/W6804703708","https://openalex.org/W6851980744"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Visual":[0],"language":[1],"models":[2],"(VLM)":[3],"have":[4],"made":[5],"great":[6],"breakthroughs":[7],"in":[8,20,64,87,94,119,141,196],"natural":[9],"image":[10],"segmentation,":[11],"and":[12,39,90,106,147,191,200],"they":[13],"show":[14,165],"consistently":[15],"high-quality":[16],"zero-shot":[17],"transferring":[18],"capability":[19],"many":[21],"down-stream":[22,79],"tasks":[23],"with":[24],"prompt":[25],"engineering.":[26],"The":[27,162],"help":[28],"of":[29,55,92],"modern":[30],"parameter-efficient":[31],"fine-tuning":[32],"techniques,":[33],"such":[34],"as":[35,132],"low-rank":[36],"adaption":[37,104,122],"(LoRA)":[38],"Medical":[40],"SAM":[41,112,118,154],"adaptor":[42,113,155],"(Med-SA)":[43],"further":[44,144],"enables":[45],"VLM":[46,63],"to":[47,51,61,72,77,138,149],"be":[48],"well":[49],"transferred":[50],"medical":[52,111,153],"domains.":[53],"Regardless":[54],"the":[56,78,167,173,177],"performance,":[57],"these":[58],"methods":[59,195],"choose":[60],"fine-tune":[62],"a":[65,102,108,120,133,151],"local":[66],"manner,":[67],"where":[68],"adapters":[69,126],"are":[70],"specified":[71],"adapt":[73,117],"some":[74],"layers":[75,86,131],"vital":[76],"tasks,":[80],"making":[81],"them":[82,137],"separated":[83],"by":[84],"frozen":[85],"forward":[88],"path":[89],"lack":[91],"collaboration":[93],"back-propagation.":[95],"To":[96],"resolve":[97],"this":[98],"problem,":[99],"we":[100],"present":[101],"global":[103,110],"technique":[105],"create":[107],"novel":[109],"(GMed-SA),":[114],"which":[115,205],"can":[116],"collaborative":[121],"manner.":[123],"Specifically,":[124],"all":[125],"communicate":[127],"via":[128],"fully":[129],"connected":[130],"unified":[134],"sub-network,":[135],"enabling":[136],"work":[139],"collaboratively":[140],"fine-tuning.":[142],"We":[143],"combine":[145],"GMed-SA":[146],"Med-SA":[148],"propose":[150],"global-local":[152],"(GL-Med-SA)":[156],"for":[157],"2D":[158,181],"melanoma":[159,182],"segmentation":[160,174],"dataset.":[161],"extensive":[163],"experiments":[164],"that":[166],"combined":[168],"method":[169],"GL-Med-SA":[170],"slightly":[171],"improve":[172],"performance":[175],"on":[176],"challenging":[178],"publicly":[179],"available":[180],"dataset":[183],"while":[184],"only":[185],"enlarging":[186],"minor":[187],"trainable":[188],"weight":[189],"parameters":[190],"outperforming":[192],"several":[193],"state-of-the-art":[194],"both":[197],"Dice":[198],"metrics":[199],"Intersection":[201],"over":[202],"union":[203],"(IoU),":[204],"demonstrates":[206],"its":[207],"superiority.":[208]},"counts_by_year":[],"updated_date":"2025-12-28T23:10:05.387466","created_date":"2025-10-10T00:00:00"}