{"id":"https://openalex.org/W2054184672","doi":"https://doi.org/10.1142/s0218126609005721","title":"ON THE COMPARISON OF NN-BASED ARCHITECTURES FOR DIABETIC DAMAGE DETECTION IN RETINAL IMAGES","display_name":"ON THE COMPARISON OF NN-BASED ARCHITECTURES FOR DIABETIC DAMAGE DETECTION IN RETINAL IMAGES","publication_year":2009,"publication_date":"2009-11-30","ids":{"openalex":"https://openalex.org/W2054184672","doi":"https://doi.org/10.1142/s0218126609005721","mag":"2054184672"},"language":"en","primary_location":{"id":"doi:10.1142/s0218126609005721","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0218126609005721","pdf_url":null,"source":{"id":"https://openalex.org/S167602672","display_name":"Journal of Circuits Systems and Computers","issn_l":"0218-1266","issn":["0218-1266","1793-6454"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Circuits, Systems and Computers","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/A5050013557","display_name":"Vitoantonio Bevilacqua","orcid":"https://orcid.org/0000-0002-3088-0788"},"institutions":[{"id":"https://openalex.org/I68618741","display_name":"Polytechnic University of Bari","ror":"https://ror.org/03c44v465","country_code":"IT","type":"education","lineage":["https://openalex.org/I68618741"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"VITOANTONIO BEVILACQUA","raw_affiliation_strings":["Dipartimento di Elettrotecnica ed Elettronica, Politecnico di Bari, via Orabona, 4, Bari, 70125, Italy","e.B.I.S. s.r.l. (Electronic Business in Security), Spin-Off of Polytechnic of Bari, Via Pavoncelli, 139, Bari, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dipartimento di Elettrotecnica ed Elettronica, Politecnico di Bari, via Orabona, 4, Bari, 70125, Italy","institution_ids":["https://openalex.org/I68618741"]},{"raw_affiliation_string":"e.B.I.S. s.r.l. (Electronic Business in Security), Spin-Off of Polytechnic of Bari, Via Pavoncelli, 139, Bari, Italy","institution_ids":["https://openalex.org/I68618741"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067482166","display_name":"Leonarda Carnimeo","orcid":"https://orcid.org/0000-0003-0319-3680"},"institutions":[{"id":"https://openalex.org/I68618741","display_name":"Polytechnic University of Bari","ror":"https://ror.org/03c44v465","country_code":"IT","type":"education","lineage":["https://openalex.org/I68618741"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"LEONARDA CARNIMEO","raw_affiliation_strings":["Dipartimento di Elettrotecnica ed Elettronica, Politecnico di Bari, via Orabona, 4, Bari, 70125, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dipartimento di Elettrotecnica ed Elettronica, Politecnico di Bari, via Orabona, 4, Bari, 70125, Italy","institution_ids":["https://openalex.org/I68618741"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112701792","display_name":"Giuseppe Mastronardi","orcid":null},"institutions":[{"id":"https://openalex.org/I68618741","display_name":"Polytechnic University of Bari","ror":"https://ror.org/03c44v465","country_code":"IT","type":"education","lineage":["https://openalex.org/I68618741"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"GIUSEPPE MASTRONARDI","raw_affiliation_strings":["Dipartimento di Elettrotecnica ed Elettronica, Politecnico di Bari, via Orabona, 4, Bari, 70125, Italy","e.B.I.S. s.r.l. (Electronic Business in Security), Spin-Off of Polytechnic of Bari, Via Pavoncelli, 139, Bari, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dipartimento di Elettrotecnica ed Elettronica, Politecnico di Bari, via Orabona, 4, Bari, 70125, Italy","institution_ids":["https://openalex.org/I68618741"]},{"raw_affiliation_string":"e.B.I.S. s.r.l. (Electronic Business in Security), Spin-Off of Polytechnic of Bari, Via Pavoncelli, 139, Bari, Italy","institution_ids":["https://openalex.org/I68618741"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041672525","display_name":"Vito Santarcangelo","orcid":"https://orcid.org/0000-0003-4971-8788"},"institutions":[{"id":"https://openalex.org/I68618741","display_name":"Polytechnic University of Bari","ror":"https://ror.org/03c44v465","country_code":"IT","type":"education","lineage":["https://openalex.org/I68618741"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"VITO SANTARCANGELO","raw_affiliation_strings":["Dipartimento di Elettrotecnica ed Elettronica, Politecnico di Bari, via Orabona, 4, Bari, 70125, Italy","e.B.I.S. s.r.l. (Electronic Business in Security), Spin-Off of Polytechnic of Bari, Via Pavoncelli, 139, Bari, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dipartimento di Elettrotecnica ed Elettronica, Politecnico di Bari, via Orabona, 4, Bari, 70125, Italy","institution_ids":["https://openalex.org/I68618741"]},{"raw_affiliation_string":"e.B.I.S. s.r.l. (Electronic Business in Security), Spin-Off of Polytechnic of Bari, Via Pavoncelli, 139, Bari, Italy","institution_ids":["https://openalex.org/I68618741"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5071068236","display_name":"Rocco Scaramuzzi","orcid":null},"institutions":[{"id":"https://openalex.org/I68618741","display_name":"Polytechnic University of Bari","ror":"https://ror.org/03c44v465","country_code":"IT","type":"education","lineage":["https://openalex.org/I68618741"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"ROCCO SCARAMUZZI","raw_affiliation_strings":["Dipartimento di Elettrotecnica ed Elettronica, Politecnico di Bari, via Orabona, 4, Bari, 70125, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dipartimento di Elettrotecnica ed Elettronica, Politecnico di Bari, via Orabona, 4, Bari, 70125, Italy","institution_ids":["https://openalex.org/I68618741"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I68618741"],"apc_list":null,"apc_paid":null,"fwci":0.7858,"has_fulltext":false,"cited_by_count":17,"citation_normalized_percentile":{"value":0.75381434,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"18","issue":"08","first_page":"1369","last_page":"1380"},"is_retracted":false,"is_paratext":false,"is_xpac":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/T10250","display_name":"Glaucoma and retinal disorders","score":0.9901000261306763,"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"}},{"id":"https://openalex.org/T10170","display_name":"Retinal Diseases and Treatments","score":0.9890999794006348,"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/thresholding","display_name":"Thresholding","score":0.8151850700378418},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.741235613822937},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6987471580505371},{"id":"https://openalex.org/keywords/contrast","display_name":"Contrast (vision)","score":0.5583241581916809},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5541109442710876},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5524625778198242},{"id":"https://openalex.org/keywords/pixel","display_name":"Pixel","score":0.521425724029541},{"id":"https://openalex.org/keywords/fundus","display_name":"Fundus (uterus)","score":0.5203068256378174},{"id":"https://openalex.org/keywords/retinal","display_name":"Retinal","score":0.5025858879089355},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.483275443315506},{"id":"https://openalex.org/keywords/gold-standard","display_name":"Gold standard (test)","score":0.4192814826965332},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.32477056980133057},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.17747652530670166},{"id":"https://openalex.org/keywords/ophthalmology","display_name":"Ophthalmology","score":0.07482108473777771}],"concepts":[{"id":"https://openalex.org/C191178318","wikidata":"https://www.wikidata.org/wiki/Q2256906","display_name":"Thresholding","level":3,"score":0.8151850700378418},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.741235613822937},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6987471580505371},{"id":"https://openalex.org/C2776502983","wikidata":"https://www.wikidata.org/wiki/Q690182","display_name":"Contrast (vision)","level":2,"score":0.5583241581916809},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5541109442710876},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5524625778198242},{"id":"https://openalex.org/C160633673","wikidata":"https://www.wikidata.org/wiki/Q355198","display_name":"Pixel","level":2,"score":0.521425724029541},{"id":"https://openalex.org/C2776391266","wikidata":"https://www.wikidata.org/wiki/Q9612","display_name":"Fundus (uterus)","level":2,"score":0.5203068256378174},{"id":"https://openalex.org/C2780827179","wikidata":"https://www.wikidata.org/wiki/Q422001","display_name":"Retinal","level":2,"score":0.5025858879089355},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.483275443315506},{"id":"https://openalex.org/C40993552","wikidata":"https://www.wikidata.org/wiki/Q514654","display_name":"Gold standard (test)","level":2,"score":0.4192814826965332},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.32477056980133057},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.17747652530670166},{"id":"https://openalex.org/C118487528","wikidata":"https://www.wikidata.org/wiki/Q161437","display_name":"Ophthalmology","level":1,"score":0.07482108473777771},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1142/s0218126609005721","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0218126609005721","pdf_url":null,"source":{"id":"https://openalex.org/S167602672","display_name":"Journal of Circuits Systems and Computers","issn_l":"0218-1266","issn":["0218-1266","1793-6454"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Circuits, Systems and Computers","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W1507470219","https://openalex.org/W1508603936","https://openalex.org/W1543399908","https://openalex.org/W1948203804","https://openalex.org/W1989786678","https://openalex.org/W2095006131","https://openalex.org/W2102419299","https://openalex.org/W2108934838","https://openalex.org/W2120389036","https://openalex.org/W2124776405","https://openalex.org/W2142866653","https://openalex.org/W2162698990","https://openalex.org/W2166466781","https://openalex.org/W3023411394"],"related_works":["https://openalex.org/W2953058328","https://openalex.org/W1542224353","https://openalex.org/W1661087619","https://openalex.org/W2116854923","https://openalex.org/W2750730210","https://openalex.org/W2236974868","https://openalex.org/W4312766348","https://openalex.org/W4233939244","https://openalex.org/W2730764323","https://openalex.org/W3123806511"],"abstract_inverted_index":{"The":[0],"automatic":[1],"screening":[2],"of":[3,10,17,126,153,158,173],"retinal":[4,39],"images":[5,40,83,143,168],"for":[6],"an":[7,14,91,114],"early":[8,15],"detection":[9,37,157],"diabetic":[11,18,35,104],"symptoms":[12],"and":[13,178],"prevention":[16],"retinopathies":[19],"has":[20],"been":[21],"a":[22,31,69,76,96,122,163],"prime":[23],"focus":[24],"in":[25,38,140,155],"recent":[26],"times.":[27],"In":[28,99],"this":[29],"paper":[30],"contribution":[32],"to":[33],"improve":[34],"damage":[36],"via":[41,162],"neural":[42,49,97,117],"networks":[43],"is":[44,73,119,129],"proposed":[45],"by":[46,64,95,131,145,150,170],"comparing":[47],"two":[48],"strategies.":[50],"By":[51,109],"considering":[52,110],"the":[53,111,156],"first":[54],"architecture,":[55,113],"fundus":[56],"oculi":[57],"symptomatic":[58],"pale":[59],"regions":[60],"are":[61,87,106,148,176],"firstly":[62],"highlighted":[63],"enhancing":[65],"image":[66],"contrast":[67],"with":[68,84,165,180],"neurofuzzy":[70],"subnet,":[71],"which":[72],"synthesized":[74],"using":[75],"Sparsely-Connected":[77],"Neural":[78],"Network.":[79],"Then,":[80],"obtained":[81],"contrast-enhanced":[82],"bimodal":[85],"histograms":[86],"globally":[88],"segmented,":[89],"after":[90],"optimal":[92],"thresholding":[93],"performed":[94],"subsystem.":[98],"output":[100],"binary":[101],"images,":[102],"suspect":[103,127,159],"areas":[105,161],"finally":[107],"isolated.":[108],"second":[112],"EBP":[115],"MLP":[116],"net":[118],"synthesized,":[120],"where":[121],"suitable":[123],"training":[124],"set":[125],"patterns":[128],"developed":[130],"(5":[132],"\u00d7":[133],"5)":[134],"windows":[135],"centered":[136],"on":[137],"damaged":[138,160],"pixels":[139],"gold":[141,166],"standard":[142,167],"provided":[144,169],"clinicians.":[146,171],"Performances":[147],"evaluated":[149],"percentage":[151],"measures":[152],"exactness":[154],"comparison":[164],"Results":[172],"both":[174],"strategies":[175],"discussed":[177],"compared":[179],"other":[181],"researchers'":[182],"ones.":[183]},"counts_by_year":[{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":4},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":3},{"year":2016,"cited_by_count":2},{"year":2015,"cited_by_count":2},{"year":2014,"cited_by_count":1},{"year":2012,"cited_by_count":3}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
