{"id":"https://openalex.org/W4400112007","doi":"https://doi.org/10.1109/tim.2024.3420264","title":"Diffusion Probabilistic Learning With Gate-Fusion Transformer and Edge-Frequency Attention for Retinal Vessel Segmentation","display_name":"Diffusion Probabilistic Learning With Gate-Fusion Transformer and Edge-Frequency Attention for Retinal Vessel Segmentation","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4400112007","doi":"https://doi.org/10.1109/tim.2024.3420264"},"language":"en","primary_location":{"id":"doi:10.1109/tim.2024.3420264","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2024.3420264","pdf_url":null,"source":{"id":"https://openalex.org/S10892749","display_name":"IEEE Transactions on Instrumentation and Measurement","issn_l":"0018-9456","issn":["0018-9456","1557-9662"],"is_oa":false,"is_in_doaj":false,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Instrumentation and Measurement","raw_type":"journal-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/A5100421442","display_name":"Yang Li","orcid":"https://orcid.org/0000-0002-1751-1742"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yang Li","raw_affiliation_strings":["Department of Automation Science and Electrical Engineering, Beihang University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Department of Automation Science and Electrical Engineering, Beihang University, Beijing, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030265224","display_name":"L. Q. Xu","orcid":"https://orcid.org/0009-0007-3648-9038"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lingfu Xu","raw_affiliation_strings":["Department of Automation Science and Electrical Engineering, Beihang University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Department of Automation Science and Electrical Engineering, Beihang University, Beijing, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013550859","display_name":"Yizhu Jin","orcid":"https://orcid.org/0000-0001-5197-7768"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yizhu Jin","raw_affiliation_strings":["Department of Automation Science and Electrical Engineering, Beihang University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Department of Automation Science and Electrical Engineering, Beihang University, Beijing, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083732711","display_name":"Xihe Kuang","orcid":"https://orcid.org/0000-0002-4696-5284"},"institutions":[{"id":"https://openalex.org/I889458895","display_name":"University of Hong Kong","ror":"https://ror.org/02zhqgq86","country_code":"HK","type":"education","lineage":["https://openalex.org/I889458895"]},{"id":"https://openalex.org/I177725633","display_name":"Chinese University of Hong Kong","ror":"https://ror.org/00t33hh48","country_code":"CN","type":"education","lineage":["https://openalex.org/I177725633"]}],"countries":["CN","HK"],"is_corresponding":false,"raw_author_name":"Xihe Kuang","raw_affiliation_strings":["Department of Orthopaedics and Traumatology, Faculty of Medicine, The University of Hong Kong, Hong Kong, China"],"affiliations":[{"raw_affiliation_string":"Department of Orthopaedics and Traumatology, Faculty of Medicine, The University of Hong Kong, Hong Kong, China","institution_ids":["https://openalex.org/I177725633","https://openalex.org/I889458895"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100333644","display_name":"Yue Zhang","orcid":"https://orcid.org/0000-0001-6733-5014"},"institutions":[{"id":"https://openalex.org/I177725633","display_name":"Chinese University of Hong Kong","ror":"https://ror.org/00t33hh48","country_code":"CN","type":"education","lineage":["https://openalex.org/I177725633"]},{"id":"https://openalex.org/I889458895","display_name":"University of Hong Kong","ror":"https://ror.org/02zhqgq86","country_code":"HK","type":"education","lineage":["https://openalex.org/I889458895"]}],"countries":["CN","HK"],"is_corresponding":false,"raw_author_name":"Yue Zhang","raw_affiliation_strings":["Department of Orthopaedics and Traumatology, Faculty of Medicine, The University of Hong Kong, Hong Kong, China"],"affiliations":[{"raw_affiliation_string":"Department of Orthopaedics and Traumatology, Faculty of Medicine, The University of Hong Kong, Hong Kong, China","institution_ids":["https://openalex.org/I177725633","https://openalex.org/I889458895"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067818534","display_name":"Weigang Cui","orcid":"https://orcid.org/0000-0002-7983-9161"},"institutions":[{"id":"https://openalex.org/I177725633","display_name":"Chinese University of Hong Kong","ror":"https://ror.org/00t33hh48","country_code":"CN","type":"education","lineage":["https://openalex.org/I177725633"]},{"id":"https://openalex.org/I889458895","display_name":"University of Hong Kong","ror":"https://ror.org/02zhqgq86","country_code":"HK","type":"education","lineage":["https://openalex.org/I889458895"]}],"countries":["CN","HK"],"is_corresponding":false,"raw_author_name":"Weigang Cui","raw_affiliation_strings":["Department of Orthopaedics and Traumatology, Faculty of Medicine, The University of Hong Kong, Hong Kong, China"],"affiliations":[{"raw_affiliation_string":"Department of Orthopaedics and Traumatology, Faculty of Medicine, The University of Hong Kong, Hong Kong, China","institution_ids":["https://openalex.org/I177725633","https://openalex.org/I889458895"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100372506","display_name":"Teng Zhang","orcid":"https://orcid.org/0000-0002-5310-8766"},"institutions":[{"id":"https://openalex.org/I177725633","display_name":"Chinese University of Hong Kong","ror":"https://ror.org/00t33hh48","country_code":"CN","type":"education","lineage":["https://openalex.org/I177725633"]},{"id":"https://openalex.org/I889458895","display_name":"University of Hong Kong","ror":"https://ror.org/02zhqgq86","country_code":"HK","type":"education","lineage":["https://openalex.org/I889458895"]}],"countries":["CN","HK"],"is_corresponding":false,"raw_author_name":"Teng Zhang","raw_affiliation_strings":["Department of Orthopaedics and Traumatology, Faculty of Medicine, The University of Hong Kong, Hong Kong, China"],"affiliations":[{"raw_affiliation_string":"Department of Orthopaedics and Traumatology, Faculty of Medicine, The University of Hong Kong, Hong Kong, China","institution_ids":["https://openalex.org/I177725633","https://openalex.org/I889458895"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5100421442"],"corresponding_institution_ids":["https://openalex.org/I82880672"],"apc_list":null,"apc_paid":null,"fwci":5.1682,"has_fulltext":false,"cited_by_count":12,"citation_normalized_percentile":{"value":0.95883949,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"73","issue":null,"first_page":"1","last_page":"13"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11438","display_name":"Retinal Imaging and Analysis","score":0.9998000264167786,"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":0.9998000264167786,"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":0.9722999930381775,"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"}},{"id":"https://openalex.org/T12702","display_name":"Brain Tumor Detection and Classification","score":0.940500020980835,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/probabilistic-logic","display_name":"Probabilistic logic","score":0.6302258968353271},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.5580558180809021},{"id":"https://openalex.org/keywords/transformer","display_name":"Transformer","score":0.5131476521492004},{"id":"https://openalex.org/keywords/fusion","display_name":"Fusion","score":0.49383383989334106},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.45391279458999634},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4528043568134308},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.38657867908477783},{"id":"https://openalex.org/keywords/electronic-engineering","display_name":"Electronic engineering","score":0.38499051332473755},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.22699794173240662},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1942567229270935},{"id":"https://openalex.org/keywords/voltage","display_name":"Voltage","score":0.13548263907432556}],"concepts":[{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.6302258968353271},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.5580558180809021},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.5131476521492004},{"id":"https://openalex.org/C158525013","wikidata":"https://www.wikidata.org/wiki/Q2593739","display_name":"Fusion","level":2,"score":0.49383383989334106},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.45391279458999634},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4528043568134308},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.38657867908477783},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.38499051332473755},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.22699794173240662},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1942567229270935},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.13548263907432556},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tim.2024.3420264","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2024.3420264","pdf_url":null,"source":{"id":"https://openalex.org/S10892749","display_name":"IEEE Transactions on Instrumentation and Measurement","issn_l":"0018-9456","issn":["0018-9456","1557-9662"],"is_oa":false,"is_in_doaj":false,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Instrumentation and Measurement","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1847208428","display_name":null,"funder_award_id":"82303957","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5675910337","display_name":null,"funder_award_id":"623B2011","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2494523064","https://openalex.org/W2943623134","https://openalex.org/W2588219639","https://openalex.org/W2215759665","https://openalex.org/W2030292806","https://openalex.org/W2960358116","https://openalex.org/W4287727129","https://openalex.org/W3041172967","https://openalex.org/W2749065928","https://openalex.org/W2147155098"],"abstract_inverted_index":{"Retinal":[0],"vessel":[1,18,42,85,153],"topology":[2],"provides":[3],"unique":[4],"biological":[5],"information":[6,48],"for":[7,83],"the":[8,88,91,100,105,113,132,142,152,162,172,194],"diagnosis":[9],"of":[10,174],"fundus":[11,25,136,210],"diseases.":[12],"However,":[13],"most":[14],"existing":[15],"deep":[16],"learning-based":[17],"segmentation":[19,63,101,203],"methods":[20],"mainly":[21],"focus":[22],"on":[23,164,181],"global":[24],"structure,":[26],"which":[27,103],"may":[28],"suffer":[29],"from":[30,121],"generalization":[31],"errors":[32],"and":[33,38,45,56,79,123,138,156,170,179,186,200,212],"blurring":[34],"caused":[35],"by":[36,108],"lesions":[37,211],"image":[39,92,168],"noise.":[40,213],"Besides,":[41],"edge":[43,154],"details":[44,155],"feature":[46],"channel":[47,158],"are":[49],"generally":[50],"ignored":[51],"or":[52],"not":[53],"considered":[54],"simultaneously,":[55],"this":[57],"insufficiency":[58],"commonly":[59],"leads":[60],"to":[61,98,149],"suboptimal":[62],"performance.":[64],"To":[65],"tackle":[66],"these":[67],"issues,":[68],"we":[69],"propose":[70],"a":[71,95,128],"novel":[72],"diffusion":[73,124],"probabilistic":[74],"learning":[75,109],"with":[76,127],"gate-fusion":[77,114],"transformer":[78,115],"edge-frequency":[80,143],"attention":[81,144],"(DPL-GFT-EFA)":[82],"retinal":[84,167],"segmentation.":[86],"Specifically,":[87],"DPL":[89],"leverages":[90],"denoising":[93],"as":[94],"proxy":[96],"task":[97],"pretrain":[99],"model,":[102],"enhances":[104],"anti-interference":[106],"ability":[107],"noise-related":[110],"information.":[111],"Then,":[112],"(GFT)":[116],"block":[117,146],"fuses":[118],"high-level":[119],"representations":[120],"condition":[122],"encoders":[125],"(DEs)":[126],"gate":[129],"mechanism,":[130],"highlighting":[131],"mutual":[133],"features":[134],"between":[135],"patterns":[137],"noisy":[139],"images.":[140],"Finally,":[141],"(EFA)":[145],"is":[147,217],"introduced":[148],"further":[150],"consolidate":[151],"discriminative":[157],"features.":[159],"We":[160],"conduct":[161],"experiments":[163],"five":[165],"public":[166],"datasets,":[169,188],"achieve":[171,201],"accuracies":[173],"97.05%,":[175],"97.70%,":[176],"97.71%,":[177],"97.16%,":[178],"97.26%":[180],"DRIVE,":[182],"STARE,":[183],"CHASE_DB1,":[184],"HRF,":[185],"IOSTAR":[187],"respectively.":[189],"These":[190],"results":[191],"demonstrate":[192],"that":[193],"proposed":[195],"method":[196],"outperforms":[197],"state-of-the-art":[198],"models":[199],"promising":[202],"performance":[204],"even":[205],"in":[206],"complex":[207],"images":[208],"containing":[209],"Our":[214],"source":[215],"code":[216],"available":[218],"at":[219],"<uri":[220],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[221],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">https://github.com/YangLibuaa/DPL-GTF-EFA</uri>.":[222]},"counts_by_year":[{"year":2025,"cited_by_count":9},{"year":2024,"cited_by_count":3}],"updated_date":"2025-12-26T23:08:49.675405","created_date":"2025-10-10T00:00:00"}
