{"id":"https://openalex.org/W2779400480","doi":"https://doi.org/10.1109/dicta.2017.8227413","title":"Boosting Sensitivity of a Retinal Vessel Segmentation Algorithm with Convolutional Neural Network","display_name":"Boosting Sensitivity of a Retinal Vessel Segmentation Algorithm with Convolutional Neural Network","publication_year":2017,"publication_date":"2017-11-01","ids":{"openalex":"https://openalex.org/W2779400480","doi":"https://doi.org/10.1109/dicta.2017.8227413","mag":"2779400480"},"language":"en","primary_location":{"is_oa":false,"landing_page_url":"https://doi.org/10.1109/dicta.2017.8227413","pdf_url":null,"source":null,"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false},"type":"article","type_crossref":"proceedings-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/A5008967203","display_name":"Toufique Ahmed Soomro","orcid":"https://orcid.org/0000-0002-8560-0026"},"institutions":[{"id":"https://openalex.org/I153230381","display_name":"Charles Sturt University","ror":"https://ror.org/00wfvh315","country_code":"AU","type":"education","lineage":["https://openalex.org/I153230381"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Toufique A. Soomro","raw_affiliation_strings":["School of Computing and Mathematics, Charles Sturt University, Bathurst, Australia"],"affiliations":[{"raw_affiliation_string":"School of Computing and Mathematics, Charles Sturt University, Bathurst, Australia","institution_ids":["https://openalex.org/I153230381"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039719067","display_name":"Ahmed J. Afifi","orcid":"https://orcid.org/0000-0001-6782-6753"},"institutions":[{"id":"https://openalex.org/I4577782","display_name":"Technische Universit\u00e4t Berlin","ror":"https://ror.org/03v4gjf40","country_code":"DE","type":"education","lineage":["https://openalex.org/I4577782"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Ahmed J. Afifi","raw_affiliation_strings":["Computer Vision & Remote Sensing, Technische Universit\u00e4t Berlin, Berlin, Germany"],"affiliations":[{"raw_affiliation_string":"Computer Vision & Remote Sensing, Technische Universit\u00e4t Berlin, Berlin, Germany","institution_ids":["https://openalex.org/I4577782"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015817857","display_name":"Junbin Gao","orcid":"https://orcid.org/0000-0001-9803-0256"},"institutions":[{"id":"https://openalex.org/I129604602","display_name":"University of Sydney","ror":"https://ror.org/0384j8v12","country_code":"AU","type":"education","lineage":["https://openalex.org/I129604602"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Junbin Gao","raw_affiliation_strings":["Discipline of Business Analytics, The University of Sydney, Australia"],"affiliations":[{"raw_affiliation_string":"Discipline of Business Analytics, The University of Sydney, Australia","institution_ids":["https://openalex.org/I129604602"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081055268","display_name":"Olaf Hellwich","orcid":"https://orcid.org/0000-0002-2871-9266"},"institutions":[{"id":"https://openalex.org/I4577782","display_name":"Technische Universit\u00e4t Berlin","ror":"https://ror.org/03v4gjf40","country_code":"DE","type":"education","lineage":["https://openalex.org/I4577782"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Olaf Hellwich","raw_affiliation_strings":["Computer Vision & Remote Sensing, Technische Universit\u00e4t Berlin, Berlin, Germany"],"affiliations":[{"raw_affiliation_string":"Computer Vision & Remote Sensing, Technische Universit\u00e4t Berlin, Berlin, Germany","institution_ids":["https://openalex.org/I4577782"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070815655","display_name":"Mohammad A. U. Khan","orcid":"https://orcid.org/0000-0003-2640-3986"},"institutions":[{"id":"https://openalex.org/I124866261","display_name":"Al Ghurair University","ror":"https://ror.org/05y8x6h30","country_code":"AE","type":"education","lineage":["https://openalex.org/I124866261"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Mohammad A. U. Khan","raw_affiliation_strings":["College of Engineering and Computing, Al Ghurair University, Dubai, UAE"],"affiliations":[{"raw_affiliation_string":"College of Engineering and Computing, Al Ghurair University, Dubai, UAE","institution_ids":["https://openalex.org/I124866261"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002818315","display_name":"Manoranjan Paul","orcid":"https://orcid.org/0000-0001-6870-5056"},"institutions":[{"id":"https://openalex.org/I153230381","display_name":"Charles Sturt University","ror":"https://ror.org/00wfvh315","country_code":"AU","type":"education","lineage":["https://openalex.org/I153230381"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Manoranjan Paul","raw_affiliation_strings":["School of Computing and Mathematics, Harles Sturt University, Bathurst, Australia, Wagga Wagga, Australia"],"affiliations":[{"raw_affiliation_string":"School of Computing and Mathematics, Harles Sturt University, Bathurst, Australia, Wagga Wagga, Australia","institution_ids":["https://openalex.org/I153230381"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5030828106","display_name":"Lihong Zheng","orcid":"https://orcid.org/0000-0001-5728-4356"},"institutions":[{"id":"https://openalex.org/I153230381","display_name":"Charles Sturt University","ror":"https://ror.org/00wfvh315","country_code":"AU","type":"education","lineage":["https://openalex.org/I153230381"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Lihong Zheng","raw_affiliation_strings":["School of Computing and Mathematics, Harles Sturt University, Bathurst, Australia, Wagga Wagga, Australia"],"affiliations":[{"raw_affiliation_string":"School of Computing and Mathematics, Harles Sturt University, Bathurst, Australia, Wagga Wagga, Australia","institution_ids":["https://openalex.org/I153230381"]}]}],"institution_assertions":[],"countries_distinct_count":3,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":7.965,"has_fulltext":true,"fulltext_origin":"ngrams","cited_by_count":45,"citation_normalized_percentile":{"value":0.959792,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"primary_topic":{"id":"https://openalex.org/T11438","display_name":"Retinal Imaging and Analysis","score":1.0,"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":1.0,"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/T12874","display_name":"Digital Imaging for Blood Diseases","score":0.9936,"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/T10170","display_name":"Retinal Diseases and Treatments","score":0.9871,"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/boosting","display_name":"Boosting","score":0.50093555}],"concepts":[{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.8139181},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.80596113},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.7946855},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.76565033},{"id":"https://openalex.org/C21200559","wikidata":"https://www.wikidata.org/wiki/Q7451068","display_name":"Sensitivity (control systems)","level":2,"score":0.583548},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.5761862},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.5168953},{"id":"https://openalex.org/C46686674","wikidata":"https://www.wikidata.org/wiki/Q466303","display_name":"Boosting (machine learning)","level":2,"score":0.50093555},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.46189252},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.44464603},{"id":"https://openalex.org/C160633673","wikidata":"https://www.wikidata.org/wiki/Q355198","display_name":"Pixel","level":2,"score":0.44169325},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.059747845},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"is_oa":false,"landing_page_url":"https://doi.org/10.1109/dicta.2017.8227413","pdf_url":null,"source":null,"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false}],"best_oa_location":null,"sustainable_development_goals":[],"grants":[],"datasets":[],"versions":[],"referenced_works_count":38,"referenced_works":["https://openalex.org/W1579287100","https://openalex.org/W1686810756","https://openalex.org/W1963882359","https://openalex.org/W2010965043","https://openalex.org/W2037776979","https://openalex.org/W2044880603","https://openalex.org/W2051578148","https://openalex.org/W2090272372","https://openalex.org/W2097117768","https://openalex.org/W2104195344","https://openalex.org/W2109037308","https://openalex.org/W2116628223","https://openalex.org/W2119399382","https://openalex.org/W2121913681","https://openalex.org/W2123434300","https://openalex.org/W2150769593","https://openalex.org/W2152990105","https://openalex.org/W2163344010","https://openalex.org/W2163605009","https://openalex.org/W2170092083","https://openalex.org/W2171459511","https://openalex.org/W2297761292","https://openalex.org/W2327793514","https://openalex.org/W2395842378","https://openalex.org/W2404019942","https://openalex.org/W2433259561","https://openalex.org/W2555262786","https://openalex.org/W2564596280","https://openalex.org/W2565139801","https://openalex.org/W2568855851","https://openalex.org/W2617945389","https://openalex.org/W2622875757","https://openalex.org/W2962835968","https://openalex.org/W2963881378","https://openalex.org/W3098547059","https://openalex.org/W32702003","https://openalex.org/W4293437635","https://openalex.org/W845365781"],"related_works":["https://openalex.org/W4231274751","https://openalex.org/W2583763619","https://openalex.org/W2556012038","https://openalex.org/W2333896121","https://openalex.org/W2154063878","https://openalex.org/W2145073242","https://openalex.org/W2125652721","https://openalex.org/W1570592793","https://openalex.org/W1540371141","https://openalex.org/W1522196789"],"abstract_inverted_index":{"Accurate":[0],"vessel":[1,60],"segmentation":[2,14,36,61,126],"is":[3,22,85,112],"a":[4,57,74,96],"tough":[5],"task":[6],"for":[7,24,50,133],"various":[8],"medical":[9],"images":[10,17,131],"applications":[11],"especially":[12,132],"the":[13,26,65,89,116,142],"of":[15,28,33,67,91,155,161,167],"retinal":[16,35,59],"vessels.":[18,54,123,136],"A":[19,31],"computerised":[20,34],"algorithm":[21,62],"required":[23],"analysing":[25],"progress":[27],"eye":[29],"diseases.":[30],"variety":[32],"methods":[37,44],"have":[38],"been":[39],"proposed":[40,71,125],"but":[41],"almost":[42],"all":[43],"to":[45,63,87,105,114,120,158],"date":[46],"show":[47],"low":[48,52,68],"sensitivity":[49,154],"narrowly":[51],"contrast":[53],"We":[55,94,137],"propose":[56],"new":[58],"address":[64],"issue":[66,90],"sensitivity.":[69],"The":[70,83,124,152],"method":[72,127,140],"introduces":[73],"deep":[75],"learning":[76],"model":[77],"along":[78],"with":[79,164],"pre-processing":[80,84],"and":[81,102,149],"post-processing.":[82],"used":[86,113,144],"handle":[88],"uneven":[92],"illuminations.":[93],"design":[95],"fully":[97],"Convolutional":[98],"Neural":[99],"Network":[100],"(CNN)":[101],"train":[103],"it":[104],"get":[106],"fine":[107],"vessels":[108,163],"observation.The":[109],"post-processing":[110],"step":[111],"remove":[115],"background":[117],"noise":[118],"pixels":[119],"achieve":[121],"well-segmented":[122],"gives":[128],"good":[129],"segmented":[130],"detecting":[134],"tiny":[135,162],"evaluate":[138],"our":[139],"on":[141],"commonly":[143],"publicly":[145],"available":[146],"databases:":[147],"DRIVE":[148],"STARE":[150],"databases.":[151],"higher":[153],"75%":[156],"leads":[157],"proper":[159],"detection":[160],"an":[165],"accuracy":[166],"94.7%.":[168]},"cited_by_api_url":"https://api.openalex.org/works?filter=cites:W2779400480","counts_by_year":[{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":11},{"year":2021,"cited_by_count":6},{"year":2020,"cited_by_count":11},{"year":2019,"cited_by_count":6},{"year":2018,"cited_by_count":3}],"updated_date":"2024-12-07T12:13:41.370547","created_date":"2018-01-05"}