{"id":"https://openalex.org/W4388855632","doi":"https://doi.org/10.1109/ipta59101.2023.10320012","title":"A Robustness Study of Machine Learning Based Methods for Macula Detection in Pathological Fundus Images","display_name":"A Robustness Study of Machine Learning Based Methods for Macula Detection in Pathological Fundus Images","publication_year":2023,"publication_date":"2023-10-16","ids":{"openalex":"https://openalex.org/W4388855632","doi":"https://doi.org/10.1109/ipta59101.2023.10320012"},"language":"en","primary_location":{"id":"doi:10.1109/ipta59101.2023.10320012","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ipta59101.2023.10320012","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 Twelfth International Conference on Image Processing Theory, Tools and Applications (IPTA)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://hal.science/hal-04451216/document","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5001052947","display_name":"Yaroub Elloumi","orcid":"https://orcid.org/0000-0001-8878-7562"},"institutions":[{"id":"https://openalex.org/I8636806","display_name":"University of Sousse","ror":"https://ror.org/00dmpgj58","country_code":"TN","type":"education","lineage":["https://openalex.org/I8636806"]}],"countries":["TN"],"is_corresponding":false,"raw_author_name":"Yaroub Elloumi","raw_affiliation_strings":["ISITCom Hammam-Sousse, University of Sousse,Medical Technology and Image Processing Laboratory,Tunisia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ISITCom Hammam-Sousse, University of Sousse,Medical Technology and Image Processing Laboratory,Tunisia","institution_ids":["https://openalex.org/I8636806"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5082453205","display_name":"Rostom Kachouri","orcid":"https://orcid.org/0000-0002-9451-4269"},"institutions":[{"id":"https://openalex.org/I12187552","display_name":"UniLaSalle Amiens (ESIEE-Amiens)","ror":"https://ror.org/03r13py57","country_code":"FR","type":"education","lineage":["https://openalex.org/I12187552"]},{"id":"https://openalex.org/I4210154111","display_name":"Universit\u00e9 Gustave Eiffel","ror":"https://ror.org/03x42jk29","country_code":"FR","type":"education","lineage":["https://openalex.org/I4210154111"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Rostom Kachouri","raw_affiliation_strings":["Gustave Eiffel University,Gaspard Monge Computer Science Laboratory, ESIEE-Paris,France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Gustave Eiffel University,Gaspard Monge Computer Science Laboratory, ESIEE-Paris,France","institution_ids":["https://openalex.org/I12187552","https://openalex.org/I4210154111"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.7723,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.7934302,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"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/T12874","display_name":"Digital Imaging for Blood Diseases","score":0.996999979019165,"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/T12599","display_name":"Retinal and Optic Conditions","score":0.9882000088691711,"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/computer-science","display_name":"Computer science","score":0.7306257486343384},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.7225583791732788},{"id":"https://openalex.org/keywords/fundus","display_name":"Fundus (uterus)","score":0.6833732724189758},{"id":"https://openalex.org/keywords/retinal","display_name":"Retinal","score":0.6257919073104858},{"id":"https://openalex.org/keywords/retina","display_name":"Retina","score":0.47423431277275085},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.44910407066345215},{"id":"https://openalex.org/keywords/macula-lutea","display_name":"Macula Lutea","score":0.4319073259830475},{"id":"https://openalex.org/keywords/ophthalmology","display_name":"Ophthalmology","score":0.38722318410873413},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.2815612554550171},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.09647545218467712},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.07993379235267639}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7306257486343384},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.7225583791732788},{"id":"https://openalex.org/C2776391266","wikidata":"https://www.wikidata.org/wiki/Q9612","display_name":"Fundus (uterus)","level":2,"score":0.6833732724189758},{"id":"https://openalex.org/C2780827179","wikidata":"https://www.wikidata.org/wiki/Q422001","display_name":"Retinal","level":2,"score":0.6257919073104858},{"id":"https://openalex.org/C2777093970","wikidata":"https://www.wikidata.org/wiki/Q169342","display_name":"Retina","level":2,"score":0.47423431277275085},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.44910407066345215},{"id":"https://openalex.org/C2909528911","wikidata":"https://www.wikidata.org/wiki/Q747023","display_name":"Macula Lutea","level":3,"score":0.4319073259830475},{"id":"https://openalex.org/C118487528","wikidata":"https://www.wikidata.org/wiki/Q161437","display_name":"Ophthalmology","level":1,"score":0.38722318410873413},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.2815612554550171},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.09647545218467712},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.07993379235267639},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/ipta59101.2023.10320012","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ipta59101.2023.10320012","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 Twelfth International Conference on Image Processing Theory, Tools and Applications (IPTA)","raw_type":"proceedings-article"},{"id":"pmh:oai:HAL:hal-04451216v1","is_oa":true,"landing_page_url":"https://hal.science/hal-04451216","pdf_url":"https://hal.science/hal-04451216/document","source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"2023 Twelfth International Conference on Image Processing Theory, Tools and Applications (IPTA), Oct 2023, Paris, France. &#x27E8;10.1109/IPTA59101.2023.10320012&#x27E9;","raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":{"id":"pmh:oai:HAL:hal-04451216v1","is_oa":true,"landing_page_url":"https://hal.science/hal-04451216","pdf_url":"https://hal.science/hal-04451216/document","source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"2023 Twelfth International Conference on Image Processing Theory, Tools and Applications (IPTA), Oct 2023, Paris, France. &#x27E8;10.1109/IPTA59101.2023.10320012&#x27E9;","raw_type":"info:eu-repo/semantics/conferenceObject"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4388855632.pdf","grobid_xml":"https://content.openalex.org/works/W4388855632.grobid-xml"},"referenced_works_count":42,"referenced_works":["https://openalex.org/W1483010708","https://openalex.org/W1966206262","https://openalex.org/W1967114187","https://openalex.org/W2008101778","https://openalex.org/W2020172624","https://openalex.org/W2033589392","https://openalex.org/W2037614166","https://openalex.org/W2038952578","https://openalex.org/W2054383075","https://openalex.org/W2064816085","https://openalex.org/W2081350414","https://openalex.org/W2081642188","https://openalex.org/W2089393349","https://openalex.org/W2096333975","https://openalex.org/W2105685332","https://openalex.org/W2109646304","https://openalex.org/W2116273337","https://openalex.org/W2119324198","https://openalex.org/W2122810933","https://openalex.org/W2124931791","https://openalex.org/W2136856007","https://openalex.org/W2146898399","https://openalex.org/W2169736040","https://openalex.org/W2301001905","https://openalex.org/W2342949904","https://openalex.org/W2587499148","https://openalex.org/W2603301894","https://openalex.org/W2790206647","https://openalex.org/W2791227043","https://openalex.org/W2905189760","https://openalex.org/W3010752005","https://openalex.org/W3018822903","https://openalex.org/W3111341286","https://openalex.org/W3127858011","https://openalex.org/W3174055775","https://openalex.org/W4220761022","https://openalex.org/W4220774840","https://openalex.org/W4224213093","https://openalex.org/W4243107695","https://openalex.org/W4293812491","https://openalex.org/W4313344257","https://openalex.org/W6776145315"],"related_works":["https://openalex.org/W2119498694","https://openalex.org/W1977334515","https://openalex.org/W2037746501","https://openalex.org/W2093210804","https://openalex.org/W1993625448","https://openalex.org/W2079032350","https://openalex.org/W2417883271","https://openalex.org/W4210487853","https://openalex.org/W4318996861","https://openalex.org/W2028767173"],"abstract_inverted_index":{"The":[0,67],"macula":[1,61,79,99,106,120,125],"detection":[2,26,80,100],"is":[3,72],"an":[4],"important":[5],"step":[6],"for":[7,16],"screening":[8],"retinal":[9,29,86,115],"diseases.":[10],"Several":[11],"methods":[12,81,101],"have":[13],"been":[14],"proposed":[15],"detecting":[17],"macula,":[18],"with":[19],"the":[20,75,78,91,105,114,119,136],"aim":[21],"of":[22,40,69,77,84,138,143],"achieving":[23],"a":[24,59],"higher":[25],"performance":[27],"despite":[28],"pathologies.":[30,54,87,144],"Their":[31],"processing":[32],"principles":[33],"are":[34,45,95,102,111,121,127],"based":[35],"on":[36],"well-known":[37],"anatomical":[38],"criteria":[39,44,94,107],"macula.":[41],"However,":[42],"these":[43],"subject":[46],"to":[47,58,73,134],"significant":[48],"changes":[49,126],"caused":[50,124],"by":[51],"various":[52],"eye":[53],"Therefore,":[55],"it":[56],"leads":[57],"non-performing":[60],"detection,":[62],"and":[63],"hence":[64],"pathology":[65],"screening.":[66],"objective":[68],"this":[70,89],"work":[71],"study":[74,131],"robustness":[76,137],"in":[82,141],"terms":[83,142],"each":[85,139],"For":[88],"purpose,":[90],"main":[92],"macular":[93],"extracted.":[96],"Then,":[97],"recent":[98],"detailed":[103],"where":[104,123],"taken":[108],"into":[109],"account":[110],"identified.":[112],"Thereafter,":[113],"pathologies":[116],"that":[117],"affect":[118],"listed":[122],"figured":[128],"out.":[129],"This":[130],"allows":[132],"us":[133],"synthesise":[135],"method":[140]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2026-08-01T09:00:35.917206","created_date":"2025-10-10T00:00:00"}
