{"id":"https://openalex.org/W4403060280","doi":"https://doi.org/10.1109/iccsce61582.2024.10696203","title":"PSO-optimized U-Net for Automatic Retinal Optic Disk Segmentation","display_name":"PSO-optimized U-Net for Automatic Retinal Optic Disk Segmentation","publication_year":2024,"publication_date":"2024-08-23","ids":{"openalex":"https://openalex.org/W4403060280","doi":"https://doi.org/10.1109/iccsce61582.2024.10696203"},"language":"en","primary_location":{"id":"doi:10.1109/iccsce61582.2024.10696203","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccsce61582.2024.10696203","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 14th International Conference on Control System, Computing and Engineering (ICCSCE)","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/A5043852181","display_name":"Audrey Huong","orcid":"https://orcid.org/0000-0002-4505-5860"},"institutions":[{"id":"https://openalex.org/I930072361","display_name":"Tun Hussein Onn University of Malaysia","ror":"https://ror.org/01c5wha71","country_code":"MY","type":"education","lineage":["https://openalex.org/I930072361"]}],"countries":["MY"],"is_corresponding":true,"raw_author_name":"Audrey Huong","raw_affiliation_strings":["Universiti Tun Hussein Onn Malaysia,Faculty of Electrical and Electronic Engineering,Batu Pahat,Johor,Malaysia"],"affiliations":[{"raw_affiliation_string":"Universiti Tun Hussein Onn Malaysia,Faculty of Electrical and Electronic Engineering,Batu Pahat,Johor,Malaysia","institution_ids":["https://openalex.org/I930072361"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5090845736","display_name":"Xavier Ngu","orcid":"https://orcid.org/0000-0001-8718-9931"},"institutions":[{"id":"https://openalex.org/I930072361","display_name":"Tun Hussein Onn University of Malaysia","ror":"https://ror.org/01c5wha71","country_code":"MY","type":"education","lineage":["https://openalex.org/I930072361"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Xavier Ngu","raw_affiliation_strings":["Universiti Tun Hussein Onn Malaysia,Faculty of Electrical and Electronic Engineering,Batu Pahat,Johor,Malaysia"],"affiliations":[{"raw_affiliation_string":"Universiti Tun Hussein Onn Malaysia,Faculty of Electrical and Electronic Engineering,Batu Pahat,Johor,Malaysia","institution_ids":["https://openalex.org/I930072361"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5043852181"],"corresponding_institution_ids":["https://openalex.org/I930072361"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.291682,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"41","last_page":"45"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11438","display_name":"Retinal Imaging and Analysis","score":0.9987999796867371,"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":0.9987999796867371,"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":0.9178000092506409,"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/computer-science","display_name":"Computer science","score":0.7271128296852112},{"id":"https://openalex.org/keywords/retinal","display_name":"Retinal","score":0.4957202672958374},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.49439096450805664},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.48343169689178467},{"id":"https://openalex.org/keywords/optic-disk","display_name":"Optic disk","score":0.4745657742023468},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.45220234990119934},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.4229724407196045},{"id":"https://openalex.org/keywords/ophthalmology","display_name":"Ophthalmology","score":0.1851481795310974},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.08292990922927856}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7271128296852112},{"id":"https://openalex.org/C2780827179","wikidata":"https://www.wikidata.org/wiki/Q422001","display_name":"Retinal","level":2,"score":0.4957202672958374},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.49439096450805664},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.48343169689178467},{"id":"https://openalex.org/C2983497740","wikidata":"https://www.wikidata.org/wiki/Q16873995","display_name":"Optic disk","level":3,"score":0.4745657742023468},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.45220234990119934},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.4229724407196045},{"id":"https://openalex.org/C118487528","wikidata":"https://www.wikidata.org/wiki/Q161437","display_name":"Ophthalmology","level":1,"score":0.1851481795310974},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.08292990922927856}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iccsce61582.2024.10696203","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccsce61582.2024.10696203","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 14th International Conference on Control System, Computing and Engineering (ICCSCE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320310112","display_name":"Universiti Tun Hussein Onn Malaysia","ror":"https://ror.org/01c5wha71"},{"id":"https://openalex.org/F4320321147","display_name":"Ministry of Higher Education","ror":"https://ror.org/0512bh102"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W2080472483","https://openalex.org/W2143899514","https://openalex.org/W2513367050","https://openalex.org/W2562235650","https://openalex.org/W2739347363","https://openalex.org/W2783157867","https://openalex.org/W2890602145","https://openalex.org/W3111200499","https://openalex.org/W4200108381","https://openalex.org/W4224981214","https://openalex.org/W4285151677","https://openalex.org/W4390411447"],"related_works":["https://openalex.org/W4387265590","https://openalex.org/W1995904975","https://openalex.org/W3032712071","https://openalex.org/W4389019322","https://openalex.org/W3040090327","https://openalex.org/W2756647615","https://openalex.org/W83614871","https://openalex.org/W2979526170","https://openalex.org/W1522196789","https://openalex.org/W2319016705"],"abstract_inverted_index":{"Retinal":[0],"optic":[1],"disk":[2],"(OD)":[3],"fundus":[4,68],"imaging":[5],"is":[6,73],"a":[7,56,98,105],"valuable":[8],"tool":[9],"for":[10,154],"glaucoma":[11,156],"diagnostics,":[12],"while":[13],"deep":[14,31],"learning":[15,89],"methods":[16],"are":[17],"often":[18],"used":[19,74,153],"to":[20,63,75,91],"assist":[21],"ophthalmologists":[22],"in":[23,49,67],"their":[24],"clinical":[25],"practice.":[26],"Nonetheless,":[27],"the":[28,40,44,77,110,131,134,141,146],"performance":[29,95,108,121],"of":[30,46,83,109,117,133],"learning-assisted":[32],"OD":[33,66],"evaluation":[34,122],"can":[35],"be":[36,152],"severely":[37],"affected":[38],"by":[39],"experiment":[41],"variations":[42],"and":[43,87,119,127,158],"use":[45],"small":[47,99],"samples":[48],"network":[50],"training.":[51],"This":[52,137],"study":[53,138],"proposes":[54],"using":[55,145],"particle":[57],"swarm":[58],"optimization":[59,148],"(PSO)-optimized":[60],"U-Net":[61],"model":[62,112,143],"automatically":[64],"segment":[65],"photographs.":[69],"The":[70,102],"PSO":[71],"method":[72],"fine-tune":[76],"training":[78,100],"hyperparameters,":[79],"i.e.,":[80],"learner,":[81],"number":[82],"epochs,":[84],"mini-batch":[85],"size,":[86],"initial":[88],"rate,":[90],"achieve":[92],"good":[93,107],"generalization":[94],"even":[96],"with":[97,113,130],"dataset.":[101],"findings":[103],"showed":[104],"considerably":[106],"trained":[111,144],"average":[114],"overlap":[115],"measures":[116],"0.93-0.96":[118],"mean":[120],"metrics":[123],"ranging":[124],"between":[125],"0.89":[126],"0.99,":[128],"comparable":[129],"results":[132],"state-of-the-art":[135],"methods.":[136],"concluded":[139],"that":[140],"segmentation":[142],"proposed":[147],"framework":[149],"could":[150],"potentially":[151],"early":[155],"detection":[157],"improve":[159],"healthcare":[160],"delivery.":[161]},"counts_by_year":[],"updated_date":"2025-12-19T19:40:27.379048","created_date":"2025-10-10T00:00:00"}
