{"id":"https://openalex.org/W4411600602","doi":"https://doi.org/10.1109/cec65147.2025.11043060","title":"U-Shaped Network Based on Particle Swarm Optimization for Retinal Vessel Segmentation","display_name":"U-Shaped Network Based on Particle Swarm Optimization for Retinal Vessel Segmentation","publication_year":2025,"publication_date":"2025-06-08","ids":{"openalex":"https://openalex.org/W4411600602","doi":"https://doi.org/10.1109/cec65147.2025.11043060"},"language":"en","primary_location":{"id":"doi:10.1109/cec65147.2025.11043060","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cec65147.2025.11043060","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE Congress on Evolutionary Computation (CEC)","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/A5005956622","display_name":"Junjie Yao","orcid":"https://orcid.org/0000-0002-2381-706X"},"institutions":[{"id":"https://openalex.org/I32574673","display_name":"Shantou University","ror":"https://ror.org/01a099706","country_code":"CN","type":"education","lineage":["https://openalex.org/I32574673"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junjie Yao","raw_affiliation_strings":["Shantou University,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shantou University,China","institution_ids":["https://openalex.org/I32574673"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101142054","display_name":"Guijie Zhu","orcid":null},"institutions":[{"id":"https://openalex.org/I32574673","display_name":"Shantou University","ror":"https://ror.org/01a099706","country_code":"CN","type":"education","lineage":["https://openalex.org/I32574673"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guijie Zhu","raw_affiliation_strings":["Shantou University,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shantou University,China","institution_ids":["https://openalex.org/I32574673"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047834687","display_name":"Jiafan Zhuang","orcid":"https://orcid.org/0000-0003-3708-4634"},"institutions":[{"id":"https://openalex.org/I32574673","display_name":"Shantou University","ror":"https://ror.org/01a099706","country_code":"CN","type":"education","lineage":["https://openalex.org/I32574673"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiafan Zhuang","raw_affiliation_strings":["Shantou University,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shantou University,China","institution_ids":["https://openalex.org/I32574673"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101432634","display_name":"Zhifeng Hao","orcid":"https://orcid.org/0000-0002-9731-1504"},"institutions":[{"id":"https://openalex.org/I32574673","display_name":"Shantou University","ror":"https://ror.org/01a099706","country_code":"CN","type":"education","lineage":["https://openalex.org/I32574673"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhifeng Hao","raw_affiliation_strings":["Shantou University,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shantou University,China","institution_ids":["https://openalex.org/I32574673"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045289474","display_name":"Wenji Li","orcid":"https://orcid.org/0000-0002-2584-1282"},"institutions":[{"id":"https://openalex.org/I32574673","display_name":"Shantou University","ror":"https://ror.org/01a099706","country_code":"CN","type":"education","lineage":["https://openalex.org/I32574673"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenji Li","raw_affiliation_strings":["Shantou University,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shantou University,China","institution_ids":["https://openalex.org/I32574673"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5043499959","display_name":"Zhun Fan","orcid":"https://orcid.org/0000-0002-4232-8229"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhun Fan","raw_affiliation_strings":["University of Electronic Science and Technology of China,Chengdu,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Electronic Science and Technology of China,Chengdu,China","institution_ids":["https://openalex.org/I150229711"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"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":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11438","display_name":"Retinal Imaging and Analysis","score":0.9980999827384949,"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":0.9980999827384949,"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/T11707","display_name":"Gaze Tracking and Assistive Technology","score":0.9668999910354614,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"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/particle-swarm-optimization","display_name":"Particle swarm optimization","score":0.6825218796730042},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6316550970077515},{"id":"https://openalex.org/keywords/retinal","display_name":"Retinal","score":0.48355957865715027},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4820062220096588},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.4764421582221985},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.46646392345428467},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.43264126777648926},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.203678160905838},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.07578316330909729}],"concepts":[{"id":"https://openalex.org/C85617194","wikidata":"https://www.wikidata.org/wiki/Q2072794","display_name":"Particle swarm optimization","level":2,"score":0.6825218796730042},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6316550970077515},{"id":"https://openalex.org/C2780827179","wikidata":"https://www.wikidata.org/wiki/Q422001","display_name":"Retinal","level":2,"score":0.48355957865715027},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4820062220096588},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.4764421582221985},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.46646392345428467},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.43264126777648926},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.203678160905838},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.07578316330909729},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/cec65147.2025.11043060","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cec65147.2025.11043060","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE Congress on Evolutionary Computation (CEC)","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":41,"referenced_works":["https://openalex.org/W1677182931","https://openalex.org/W1901129140","https://openalex.org/W1981921464","https://openalex.org/W2150769593","https://openalex.org/W2152195021","https://openalex.org/W2194775991","https://openalex.org/W2884436604","https://openalex.org/W2887063112","https://openalex.org/W2898910301","https://openalex.org/W2899242765","https://openalex.org/W2944345944","https://openalex.org/W2962949934","https://openalex.org/W2964227007","https://openalex.org/W2970005570","https://openalex.org/W2979394680","https://openalex.org/W2982083293","https://openalex.org/W3088226460","https://openalex.org/W3094059395","https://openalex.org/W3161081823","https://openalex.org/W3169228979","https://openalex.org/W3192682950","https://openalex.org/W3196904463","https://openalex.org/W4220736623","https://openalex.org/W4283828743","https://openalex.org/W4289752563","https://openalex.org/W4312664201","https://openalex.org/W4319723232","https://openalex.org/W4321232185","https://openalex.org/W4380149986","https://openalex.org/W4386703045","https://openalex.org/W4387336396","https://openalex.org/W4388635531","https://openalex.org/W4388813895","https://openalex.org/W4389814905","https://openalex.org/W4399039313","https://openalex.org/W4401414297","https://openalex.org/W4401610265","https://openalex.org/W4401725766","https://openalex.org/W6631190155","https://openalex.org/W6750469568","https://openalex.org/W6790275670"],"related_works":["https://openalex.org/W4387265590","https://openalex.org/W1995904975","https://openalex.org/W3032712071","https://openalex.org/W4389019322","https://openalex.org/W3019402777","https://openalex.org/W2031835531","https://openalex.org/W2388590088","https://openalex.org/W2034516402","https://openalex.org/W4386596916","https://openalex.org/W1522196789"],"abstract_inverted_index":{"Accurate":[0],"retinal":[1,24],"vessel":[2,25],"segmentation":[3,26,91,134],"plays":[4],"a":[5,22,35],"critical":[6],"role":[7],"in":[8],"the":[9,48,79,86,94,104,110,116,121,126],"early":[10],"detection":[11],"and":[12,73,81,136],"monitoring":[13],"of":[14,50,120],"ophthalmic":[15],"diseases.":[16],"In":[17,124],"this":[18],"work,":[19],"we":[20],"propose":[21],"novel":[23],"method":[27,128],"that":[28,85],"integrates":[29],"Neural":[30],"Architecture":[31],"Search":[32],"(NAS)":[33],"with":[34,60,93],"U-shaped":[36],"encoder-decoder":[37],"network,":[38],"optimized":[39],"using":[40],"particle":[41],"swarm":[42],"optimization":[43],"(PSO).":[44],"The":[45],"framework":[46],"automates":[47],"design":[49],"scalable":[51],"architectures":[52],"by":[53],"exploring":[54],"an":[55,130],"extensible":[56],"search":[57],"space":[58],"built":[59],"lightweight":[61],"construction":[62],"modules,":[63,72],"including":[64],"3":[65,67],"\u00d7":[66],"convolutions,":[68],"batch":[69],"normalization,":[70],"attention":[71],"residual":[74],"connections.":[75],"Experimental":[76],"results":[77],"on":[78,109],"DRIVE":[80],"CHASE_DB1":[82],"datasets":[83],"demonstrate":[84],"searched":[87,122],"model":[88,105,137],"achieves":[89,129],"superior":[90],"accuracy":[92,135],"fewest":[95],"parameters":[96],"(only":[97],"0.04M)":[98],"compared":[99],"to":[100],"existing":[101],"methods.":[102],"Furthermore,":[103],"exhibits":[106],"competitive":[107],"performance":[108],"crack":[111],"bench-mark":[112],"dataset":[113],"CrackLS315,":[114],"highlighting":[115],"strong":[117],"generalization":[118],"capability":[119],"architecture.":[123],"conclusion,":[125],"proposed":[127],"optimal":[131],"balance":[132],"between":[133],"complexity,":[138],"demonstrating":[139],"its":[140],"potential":[141],"for":[142],"clinical":[143],"applications.":[144]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
