{"id":"https://openalex.org/W4410296341","doi":"https://doi.org/10.1109/isbi60581.2025.10981048","title":"Adapting Segment Anything 2 for Diabetic Retinopathy Lesion Segmentation","display_name":"Adapting Segment Anything 2 for Diabetic Retinopathy Lesion Segmentation","publication_year":2025,"publication_date":"2025-04-14","ids":{"openalex":"https://openalex.org/W4410296341","doi":"https://doi.org/10.1109/isbi60581.2025.10981048"},"language":"en","primary_location":{"id":"doi:10.1109/isbi60581.2025.10981048","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi60581.2025.10981048","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 22nd International Symposium on Biomedical Imaging (ISBI)","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/A5101582383","display_name":"Ying Chen","orcid":"https://orcid.org/0000-0001-5325-8919"},"institutions":[{"id":"https://openalex.org/I90610280","display_name":"South China University of Technology","ror":"https://ror.org/0530pts50","country_code":"CN","type":"education","lineage":["https://openalex.org/I90610280"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Ying Chen","raw_affiliation_strings":["School of Future Technology, South China University of Technology,Guangzhou,China"],"affiliations":[{"raw_affiliation_string":"School of Future Technology, South China University of Technology,Guangzhou,China","institution_ids":["https://openalex.org/I90610280"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102762676","display_name":"Xinyu Xiong","orcid":"https://orcid.org/0000-0001-9211-3165"},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xinyu Xiong","raw_affiliation_strings":["Sun Yat-sen University,Guangzhou,China"],"affiliations":[{"raw_affiliation_string":"Sun Yat-sen University,Guangzhou,China","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069167446","display_name":"Huihui Fang","orcid":"https://orcid.org/0000-0003-3380-7970"},"institutions":[{"id":"https://openalex.org/I90610280","display_name":"South China University of Technology","ror":"https://ror.org/0530pts50","country_code":"CN","type":"education","lineage":["https://openalex.org/I90610280"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huihui Fang","raw_affiliation_strings":["School of Future Technology, South China University of Technology,Guangzhou,China"],"affiliations":[{"raw_affiliation_string":"School of Future Technology, South China University of Technology,Guangzhou,China","institution_ids":["https://openalex.org/I90610280"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5010906829","display_name":"Yanwu Xu","orcid":"https://orcid.org/0000-0002-1779-931X"},"institutions":[{"id":"https://openalex.org/I90610280","display_name":"South China University of Technology","ror":"https://ror.org/0530pts50","country_code":"CN","type":"education","lineage":["https://openalex.org/I90610280"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yanwu Xu","raw_affiliation_strings":["School of Future Technology, South China University of Technology,Guangzhou,China"],"affiliations":[{"raw_affiliation_string":"School of Future Technology, South China University of Technology,Guangzhou,China","institution_ids":["https://openalex.org/I90610280"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5101582383"],"corresponding_institution_ids":["https://openalex.org/I90610280"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.1846231,"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":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11438","display_name":"Retinal Imaging and Analysis","score":0.9983000159263611,"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"}},"topics":[{"id":"https://openalex.org/T11438","display_name":"Retinal Imaging and Analysis","score":0.9983000159263611,"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"}},{"id":"https://openalex.org/T10170","display_name":"Retinal Diseases and Treatments","score":0.9376999735832214,"subfield":{"id":"https://openalex.org/subfields/2731","display_name":"Ophthalmology"},"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/diabetic-retinopathy","display_name":"Diabetic retinopathy","score":0.7540159225463867},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.619685709476471},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5656459927558899},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.518284022808075},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.48054319620132446},{"id":"https://openalex.org/keywords/lesion","display_name":"Lesion","score":0.4520065188407898},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.4197041690349579},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.3929802477359772},{"id":"https://openalex.org/keywords/ophthalmology","display_name":"Ophthalmology","score":0.35608798265457153},{"id":"https://openalex.org/keywords/optometry","display_name":"Optometry","score":0.32498204708099365},{"id":"https://openalex.org/keywords/diabetes-mellitus","display_name":"Diabetes mellitus","score":0.22235894203186035},{"id":"https://openalex.org/keywords/surgery","display_name":"Surgery","score":0.13874506950378418}],"concepts":[{"id":"https://openalex.org/C2779829184","wikidata":"https://www.wikidata.org/wiki/Q631361","display_name":"Diabetic retinopathy","level":3,"score":0.7540159225463867},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.619685709476471},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5656459927558899},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.518284022808075},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.48054319620132446},{"id":"https://openalex.org/C2781156865","wikidata":"https://www.wikidata.org/wiki/Q827023","display_name":"Lesion","level":2,"score":0.4520065188407898},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.4197041690349579},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3929802477359772},{"id":"https://openalex.org/C118487528","wikidata":"https://www.wikidata.org/wiki/Q161437","display_name":"Ophthalmology","level":1,"score":0.35608798265457153},{"id":"https://openalex.org/C119767625","wikidata":"https://www.wikidata.org/wiki/Q618211","display_name":"Optometry","level":1,"score":0.32498204708099365},{"id":"https://openalex.org/C555293320","wikidata":"https://www.wikidata.org/wiki/Q12206","display_name":"Diabetes mellitus","level":2,"score":0.22235894203186035},{"id":"https://openalex.org/C141071460","wikidata":"https://www.wikidata.org/wiki/Q40821","display_name":"Surgery","level":1,"score":0.13874506950378418},{"id":"https://openalex.org/C134018914","wikidata":"https://www.wikidata.org/wiki/Q162606","display_name":"Endocrinology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/isbi60581.2025.10981048","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi60581.2025.10981048","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 22nd International Symposium on Biomedical Imaging (ISBI)","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/W1901129140","https://openalex.org/W2939250925","https://openalex.org/W2948685905","https://openalex.org/W4319300365","https://openalex.org/W4390874575","https://openalex.org/W4391109864","https://openalex.org/W4393148186","https://openalex.org/W4400966658","https://openalex.org/W4401024610","https://openalex.org/W4403012105","https://openalex.org/W4403152430","https://openalex.org/W4403584680","https://openalex.org/W6852445233","https://openalex.org/W6853398349","https://openalex.org/W6870839691","https://openalex.org/W6872311786","https://openalex.org/W6876038783"],"related_works":["https://openalex.org/W3203337527","https://openalex.org/W2044207570","https://openalex.org/W2070328444","https://openalex.org/W1980571360","https://openalex.org/W4244634705","https://openalex.org/W3023629149","https://openalex.org/W2912406428","https://openalex.org/W2377161363","https://openalex.org/W3106127189","https://openalex.org/W1522196789"],"abstract_inverted_index":{"Automated":[0],"segmentation":[1,23,39,47],"of":[2,77,117],"diabetic":[3],"retinopathy":[4],"(DR)":[5],"lesions":[6],"in":[7,14],"fundus":[8],"images":[9],"plays":[10],"a":[11,92],"crucial":[12],"role":[13],"computer-aided":[15],"diag-nosis.":[16],"While":[17],"existing":[18],"research":[19],"has":[20],"explored":[21],"lesion":[22,70],"extensively,":[24],"many":[25],"approaches":[26],"rely":[27],"on":[28,44,106],"traditional,":[29],"smaller":[30],"backbone":[31],"networks":[32],"for":[33,86],"feature":[34,52],"extraction.":[35],"In":[36],"contrast,":[37],"foun-dation":[38],"models,":[40],"benefiting":[41],"from":[42],"pretraining":[43],"vast,":[45],"high-quality":[46],"datasets,":[48],"offer":[49],"more":[50],"efficient":[51,87,102],"extraction":[53],"capabilities.":[54],"Therefore,":[55],"this":[56],"paper":[57],"proposes":[58],"to":[59,67,100],"adapt":[60],"the":[61,75,78,97,107,115],"Segment":[62],"Anything":[63],"Model":[64],"2":[65],"(SAM2)":[66],"enhance":[68],"DR":[69],"segmentation.":[71,103],"Specifically,":[72],"we":[73],"freeze":[74],"parameters":[76],"SAM2":[79],"Hiera":[80],"encoder":[81],"and":[82,111],"leverage":[83],"adapter":[84],"modules":[85],"fine-tuning.":[88],"The":[89],"decoder":[90],"employs":[91],"multi-scale":[93],"block":[94],"design,":[95],"mirroring":[96],"encoder's":[98],"architecture,":[99],"achieve":[101],"Experimental":[104],"validation":[105],"publicly":[108],"available":[109],"IDRiD":[110],"DDR":[112],"datasets":[113],"demonstrates":[114],"effectiveness":[116],"our":[118],"proposed":[119],"network.":[120]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}