{"id":"https://openalex.org/W7160040869","doi":"https://doi.org/10.1109/access.2026.3689421","title":"Improving Pinworm Eggs Segmentation With Stacked Transfer Learning-Based U-Net Ensembles","display_name":"Improving Pinworm Eggs Segmentation With Stacked Transfer Learning-Based U-Net Ensembles","publication_year":2026,"publication_date":"2026-01-01","ids":{"openalex":"https://openalex.org/W7160040869","doi":"https://doi.org/10.1109/access.2026.3689421"},"language":"en","primary_location":{"id":"doi:10.1109/access.2026.3689421","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2026.3689421","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","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.2026.3689421","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5058683095","display_name":"Emre \u00d6zb\u0131lge","orcid":"https://orcid.org/0000-0002-2295-752X"},"institutions":[{"id":"https://openalex.org/I16197041","display_name":"Cyprus International University","ror":"https://ror.org/04mk5mk38","country_code":"CY","type":"education","lineage":["https://openalex.org/I16197041"]}],"countries":["CY"],"is_corresponding":false,"raw_author_name":"Emre \u00d6zb\u0131lge","raw_affiliation_strings":["Department of Computer Engineering, Faculty of Engineering, Cyprus International University, Nicosia, North Cyprus, Turkey"],"raw_orcid":"https://orcid.org/0000-0002-2295-752X","affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Faculty of Engineering, Cyprus International University, Nicosia, North Cyprus, Turkey","institution_ids":["https://openalex.org/I16197041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5135169306","display_name":"Mehmet Karlita\u015f","orcid":null},"institutions":[{"id":"https://openalex.org/I16197041","display_name":"Cyprus International University","ror":"https://ror.org/04mk5mk38","country_code":"CY","type":"education","lineage":["https://openalex.org/I16197041"]}],"countries":["CY"],"is_corresponding":false,"raw_author_name":"Mehmet Karlita\u015f","raw_affiliation_strings":["Department of Computer Engineering, Faculty of Engineering, Cyprus International University, Nicosia, North Cyprus, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Faculty of Engineering, Cyprus International University, Nicosia, North Cyprus, Turkey","institution_ids":["https://openalex.org/I16197041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086873335","display_name":"Emrah G\u00fcler","orcid":"https://orcid.org/0000-0002-1635-0051"},"institutions":[{"id":"https://openalex.org/I116528569","display_name":"European University of Lefke","ror":"https://ror.org/00t7bpe49","country_code":"TR","type":"education","lineage":["https://openalex.org/I116528569"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Emrah G\u00fcler","raw_affiliation_strings":["Department of Molecular Biology and Genetics, Faculty of Arts and Sciences, European University of Lefke, Lefke, North Cyprus, Turkey"],"raw_orcid":"https://orcid.org/0000-0002-1635-0051","affiliations":[{"raw_affiliation_string":"Department of Molecular Biology and Genetics, Faculty of Arts and Sciences, European University of Lefke, Lefke, North Cyprus, Turkey","institution_ids":["https://openalex.org/I116528569"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026208779","display_name":"Ebru Ozb\u0131lge","orcid":"https://orcid.org/0000-0002-2998-8134"},"institutions":[{"id":"https://openalex.org/I2803079837","display_name":"American University of the Middle East","ror":"https://ror.org/02gqgne03","country_code":"KW","type":"education","lineage":["https://openalex.org/I2803079837"]}],"countries":["KW"],"is_corresponding":false,"raw_author_name":"Ebru Ozbilge","raw_affiliation_strings":["College of Business Administration, American University of the Middle East, Egaila, Kuwait"],"raw_orcid":"https://orcid.org/0000-0002-2998-8134","affiliations":[{"raw_affiliation_string":"College of Business Administration, American University of the Middle East, Egaila, Kuwait","institution_ids":["https://openalex.org/I2803079837"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5103836509","display_name":"H\u00fcseyin Kaya S\u00fcer","orcid":null},"institutions":[{"id":"https://openalex.org/I69050122","display_name":"Near East University","ror":"https://ror.org/02x8svs93","country_code":"CY","type":"education","lineage":["https://openalex.org/I69050122"]}],"countries":["CY"],"is_corresponding":false,"raw_author_name":"H\u00fcsey\u0131n Kaya S\u00fcer","raw_affiliation_strings":["Department of Infectious Diseases and Clinical Microbiology, Faculty of Medicine, Near East University, Nicosia, North Cyprus, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Infectious Diseases and Clinical Microbiology, Faculty of Medicine, Near East University, Nicosia, North Cyprus, Turkey","institution_ids":["https://openalex.org/I69050122"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":5,"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":0.66917878,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"14","issue":null,"first_page":"67072","last_page":"67087"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.2856999933719635,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.2856999933719635,"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/T12874","display_name":"Digital Imaging for Blood Diseases","score":0.1396999955177307,"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/T10616","display_name":"Smart Agriculture and AI","score":0.041600000113248825,"subfield":{"id":"https://openalex.org/subfields/1110","display_name":"Plant Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.6104000210762024},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5130000114440918},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.49129998683929443},{"id":"https://openalex.org/keywords/transfer","display_name":"Transfer (computing)","score":0.48660001158714294},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.33640000224113464}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6829000115394592},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6455000042915344},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.6104000210762024},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5130000114440918},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.49129998683929443},{"id":"https://openalex.org/C2776175482","wikidata":"https://www.wikidata.org/wiki/Q1195816","display_name":"Transfer (computing)","level":2,"score":0.48660001158714294},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3366999924182892},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.33640000224113464},{"id":"https://openalex.org/C65885262","wikidata":"https://www.wikidata.org/wiki/Q7429708","display_name":"Scale-space segmentation","level":4,"score":0.31150001287460327},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.24040000140666962}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2026.3689421","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2026.3689421","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:e7a4c7a95e4945b99782a0069054bde1","is_oa":true,"landing_page_url":"https://doaj.org/article/e7a4c7a95e4945b99782a0069054bde1","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 14, Pp 67072-67087 (2026)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2026.3689421","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2026.3689421","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Human":[0],"parasites":[1,17,27,34],"negatively":[2],"impact":[3],"health":[4],"and":[5,18,35,45,58,69,100,121,132,151,212,242],"reduce":[6],"the":[7,14,30,47,53,108,138,163,183,196,202,207,219,233],"quality":[8,68],"of":[9,16,50,103,110,165,191,227,236],"life":[10],"worldwide.":[11],"Therefore,":[12],"preventing":[13],"spread":[15],"treating":[19],"infections":[20],"are":[21,28,169],"essential":[22],"for":[23,245],"public":[24],"health.":[25],"Pinworm":[26],"among":[29],"most":[31],"common":[32],"human":[33],"directly":[36],"affect":[37],"sleep":[38,67],"quality.":[39],"It":[40],"has":[41],"a":[42,114,128,155,172,188,215,224,240],"worldwide":[43],"distribution":[44],"is":[46,159],"leading":[48],"cause":[49],"helminthiasis":[51],"in":[52,72,83,136,161,248],"United":[54],"States,":[55],"Western":[56],"Europe,":[57],"Oceania.":[59],"Enterobiasis,":[60],"caused":[61],"by":[62,96],"pinworm":[63,80],"parasites,":[64],"significantly":[65],"impairs":[66],"restfulness,":[70],"particularly":[71],"children.":[73],"This":[74],"study":[75],"aimed":[76],"to":[77],"semantically":[78],"segment":[79],"parasite":[81,104],"eggs":[82],"microscopic":[84,249],"images":[85],"using":[86,171],"deep":[87],"learning":[88],"techniques.":[89],"The":[90,175],"proposed":[91,197],"approach":[92],"assists":[93],"clinical":[94],"experts":[95],"enabling":[97],"more":[98],"accurate":[99],"consistent":[101],"detection":[102],"eggs,":[105],"thereby":[106],"overcoming":[107],"limitations":[109],"visual":[111],"inspection":[112],"under":[113],"microscope.":[115],"Improved":[116],"identification":[117],"supports":[118],"timely":[119],"treatment":[120],"enhances":[122],"patients&#x2019;":[123],"overall":[124,221],"well-being.":[125],"We":[126],"investigated":[127],"baseline":[129],"U-Net":[130,216],"model":[131],"several":[133],"transfer-learning":[134],"variants":[135],"which":[137,162],"encoder":[139],"was":[140],"replaced":[141],"with":[142,187,214,223],"pretrained":[143],"convolutional":[144],"networks,":[145],"including":[146],"VGG19,":[147],"EfficientNetV2M,":[148,211],"MobileNetV2,":[149],"ResNet50V2,":[150],"DenseNet201.":[152],"In":[153,205],"addition,":[154],"stacked":[156],"ensemble":[157,199,208],"framework":[158],"proposed,":[160],"predictions":[164],"multiple":[166],"base":[167],"models":[168],"combined":[170],"meta":[173],"U-Net.":[174],"experimental":[176],"results":[177],"showed":[178],"that":[179,232],"DenseNet201":[180],"+U-Net":[181],"achieved":[182,218],"strongest":[184],"standalone":[185],"performance,":[186,222],"Dice":[189,225],"coefficient":[190,226],"0.9135.":[192],"Based":[193],"on":[194],"this,":[195],"stacking":[198,235],"further":[200],"improves":[201],"segmentation":[203,247],"accuracy.":[204],"particular,":[206],"combining":[209],"DenseNet201,":[210],"MobileNetV2":[213],"meta-learner":[217],"best":[220],"0.9257.":[228],"These":[229],"findings":[230],"confirm":[231],"selective":[234],"complementary":[237],"architectures":[238],"provides":[239],"robust":[241],"effective":[243],"solution":[244],"pinworm-egg":[246],"images.":[250]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2026-05-05T00:00:00"}
