{"id":"https://openalex.org/W3015198908","doi":"https://doi.org/10.1109/icassp40776.2020.9053551","title":"Multi-Modal Self-Supervised Pre-Training for Joint Optic Disc and Cup Segmentation in Eye Fundus Images","display_name":"Multi-Modal Self-Supervised Pre-Training for Joint Optic Disc and Cup Segmentation in Eye Fundus Images","publication_year":2020,"publication_date":"2020-04-09","ids":{"openalex":"https://openalex.org/W3015198908","doi":"https://doi.org/10.1109/icassp40776.2020.9053551","mag":"3015198908"},"language":"en","primary_location":{"id":"doi:10.1109/icassp40776.2020.9053551","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp40776.2020.9053551","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","raw_type":"proceedings-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/A5059859767","display_name":"\u00c1lvaro S. Hervella","orcid":"https://orcid.org/0000-0002-9080-9836"},"institutions":[{"id":"https://openalex.org/I11019714","display_name":"Universidade da Coru\u00f1a","ror":"https://ror.org/01qckj285","country_code":"ES","type":"education","lineage":["https://openalex.org/I11019714"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Alvaro S. Hervella","raw_affiliation_strings":["Centro de Investigaci\u00f3n CITIC, Universidade da Coru\u00f1a, A Coru\u00f1a, Spain"],"affiliations":[{"raw_affiliation_string":"Centro de Investigaci\u00f3n CITIC, Universidade da Coru\u00f1a, A Coru\u00f1a, Spain","institution_ids":["https://openalex.org/I11019714"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054843659","display_name":"Luc\u00eda Ramos","orcid":"https://orcid.org/0000-0002-0252-863X"},"institutions":[{"id":"https://openalex.org/I11019714","display_name":"Universidade da Coru\u00f1a","ror":"https://ror.org/01qckj285","country_code":"ES","type":"education","lineage":["https://openalex.org/I11019714"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Lucia Ramos","raw_affiliation_strings":["Centro de Investigaci\u00f3n CITIC, Universidade da Coru\u00f1a, A Coru\u00f1a, Spain"],"affiliations":[{"raw_affiliation_string":"Centro de Investigaci\u00f3n CITIC, Universidade da Coru\u00f1a, A Coru\u00f1a, Spain","institution_ids":["https://openalex.org/I11019714"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057860861","display_name":"Jos\u00e9 Rouco","orcid":"https://orcid.org/0000-0003-4407-9091"},"institutions":[{"id":"https://openalex.org/I11019714","display_name":"Universidade da Coru\u00f1a","ror":"https://ror.org/01qckj285","country_code":"ES","type":"education","lineage":["https://openalex.org/I11019714"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Jose Rouco","raw_affiliation_strings":["Centro de Investigaci\u00f3n CITIC, Universidade da Coru\u00f1a, A Coru\u00f1a, Spain"],"affiliations":[{"raw_affiliation_string":"Centro de Investigaci\u00f3n CITIC, Universidade da Coru\u00f1a, A Coru\u00f1a, Spain","institution_ids":["https://openalex.org/I11019714"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032144370","display_name":"Jorge Novo","orcid":"https://orcid.org/0000-0002-0125-3064"},"institutions":[{"id":"https://openalex.org/I11019714","display_name":"Universidade da Coru\u00f1a","ror":"https://ror.org/01qckj285","country_code":"ES","type":"education","lineage":["https://openalex.org/I11019714"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Jorge Novo","raw_affiliation_strings":["Centro de Investigaci\u00f3n CITIC, Universidade da Coru\u00f1a, A Coru\u00f1a, Spain"],"affiliations":[{"raw_affiliation_string":"Centro de Investigaci\u00f3n CITIC, Universidade da Coru\u00f1a, A Coru\u00f1a, Spain","institution_ids":["https://openalex.org/I11019714"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5077849552","display_name":"Marcos Ortega","orcid":"https://orcid.org/0000-0002-2798-0788"},"institutions":[{"id":"https://openalex.org/I11019714","display_name":"Universidade da Coru\u00f1a","ror":"https://ror.org/01qckj285","country_code":"ES","type":"education","lineage":["https://openalex.org/I11019714"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Marcos Ortega","raw_affiliation_strings":["Centro de Investigaci\u00f3n CITIC, Universidade da Coru\u00f1a, A Coru\u00f1a, Spain"],"affiliations":[{"raw_affiliation_string":"Centro de Investigaci\u00f3n CITIC, Universidade da Coru\u00f1a, A Coru\u00f1a, Spain","institution_ids":["https://openalex.org/I11019714"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5059859767"],"corresponding_institution_ids":["https://openalex.org/I11019714"],"apc_list":null,"apc_paid":null,"fwci":2.7533,"has_fulltext":false,"cited_by_count":31,"citation_normalized_percentile":{"value":0.924,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"961","last_page":"965"},"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":0.9988999962806702,"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/T12874","display_name":"Digital Imaging for Blood Diseases","score":0.9943000078201294,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.8082234859466553},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.8068833947181702},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7918938398361206},{"id":"https://openalex.org/keywords/fundus","display_name":"Fundus (uterus)","score":0.7219821214675903},{"id":"https://openalex.org/keywords/optic-disc","display_name":"Optic disc","score":0.6815893650054932},{"id":"https://openalex.org/keywords/glaucoma","display_name":"Glaucoma","score":0.6201481819152832},{"id":"https://openalex.org/keywords/optic-cup","display_name":"Optic cup (embryology)","score":0.5886124968528748},{"id":"https://openalex.org/keywords/modal","display_name":"Modal","score":0.5713128447532654},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.5391221046447754},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.5129880309104919},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.47049570083618164},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.40706866979599},{"id":"https://openalex.org/keywords/ophthalmology","display_name":"Ophthalmology","score":0.10111162066459656},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.0760875940322876},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.07403218746185303}],"concepts":[{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.8082234859466553},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.8068833947181702},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7918938398361206},{"id":"https://openalex.org/C2776391266","wikidata":"https://www.wikidata.org/wiki/Q9612","display_name":"Fundus (uterus)","level":2,"score":0.7219821214675903},{"id":"https://openalex.org/C2779735895","wikidata":"https://www.wikidata.org/wiki/Q16873995","display_name":"Optic disc","level":3,"score":0.6815893650054932},{"id":"https://openalex.org/C2778527774","wikidata":"https://www.wikidata.org/wiki/Q159701","display_name":"Glaucoma","level":2,"score":0.6201481819152832},{"id":"https://openalex.org/C96021297","wikidata":"https://www.wikidata.org/wiki/Q7098791","display_name":"Optic cup (embryology)","level":5,"score":0.5886124968528748},{"id":"https://openalex.org/C71139939","wikidata":"https://www.wikidata.org/wiki/Q910194","display_name":"Modal","level":2,"score":0.5713128447532654},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.5391221046447754},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.5129880309104919},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.47049570083618164},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.40706866979599},{"id":"https://openalex.org/C118487528","wikidata":"https://www.wikidata.org/wiki/Q161437","display_name":"Ophthalmology","level":1,"score":0.10111162066459656},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0760875940322876},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.07403218746185303},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C127716648","wikidata":"https://www.wikidata.org/wiki/Q104053","display_name":"Phenotype","level":3,"score":0.0},{"id":"https://openalex.org/C188027245","wikidata":"https://www.wikidata.org/wiki/Q750446","display_name":"Polymer chemistry","level":1,"score":0.0},{"id":"https://openalex.org/C114696181","wikidata":"https://www.wikidata.org/wiki/Q5422650","display_name":"Eye development","level":4,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icassp40776.2020.9053551","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp40776.2020.9053551","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W1522301498","https://openalex.org/W1677182931","https://openalex.org/W1901129140","https://openalex.org/W2019500872","https://openalex.org/W2133665775","https://openalex.org/W2189051548","https://openalex.org/W2512450393","https://openalex.org/W2756892287","https://openalex.org/W2782364420","https://openalex.org/W2792289763","https://openalex.org/W2795078241","https://openalex.org/W2884120031","https://openalex.org/W2892033531","https://openalex.org/W2915496375","https://openalex.org/W2935464137","https://openalex.org/W2963730393","https://openalex.org/W2963752842","https://openalex.org/W2964121744","https://openalex.org/W2979101979","https://openalex.org/W2979448322","https://openalex.org/W3101507774","https://openalex.org/W6631190155","https://openalex.org/W6687197975","https://openalex.org/W6768979567"],"related_works":["https://openalex.org/W2784066334","https://openalex.org/W2779576471","https://openalex.org/W3046325364","https://openalex.org/W2531866780","https://openalex.org/W4319934953","https://openalex.org/W2177654152","https://openalex.org/W2534129789","https://openalex.org/W2089257677","https://openalex.org/W4319777531","https://openalex.org/W4323049326"],"abstract_inverted_index":{"This":[0,74],"paper":[1],"presents":[2],"a":[3,61,114,140],"novel":[4,62,75],"approach":[5,76,127],"for":[6],"the":[7,10,30,35,51,54,67,80,85,93,107,118,121,125,134],"segmentation":[8,24,52,81,122],"of":[9,25,38,53,70,87,120,139],"optic":[11,55],"disc":[12,56],"and":[13,57,83,136],"cup":[14],"in":[15,29,66,117],"eye":[16,31,71],"fundus":[17,72],"images":[18],"using":[19],"deep":[20],"learning.":[21],"The":[22,103],"accurate":[23],"these":[26],"anatomical":[27],"structures":[28],"is":[32,144],"important":[33],"towards":[34,131],"early":[36,137],"detection":[37],"glaucoma":[39],"and,":[40],"therefore,":[41],"potentially":[42],"avoiding":[43,84],"severe":[44],"vision":[45],"loss.":[46],"In":[47],"order":[48],"to":[49,113],"improve":[50],"cup,":[58],"we":[59,95],"propose":[60],"self-supervised":[63,110],"pretraining":[64],"consisting":[65],"multi-modal":[68,109],"reconstruction":[69],"images.":[73],"aims":[77],"at":[78],"facilitating":[79],"task":[82],"necessity":[86],"excessively":[88],"large":[89],"annotated":[90],"datasets.To":[91],"validate":[92],"proposal,":[94],"perform":[96],"several":[97],"experiments":[98],"on":[99],"different":[100],"public":[101],"datasets.":[102],"results":[104],"show":[105],"that":[106],"proposed":[108],"pre-training":[111],"leads":[112],"significant":[115],"improvement":[116],"performance":[119],"task.":[123],"Consequently,":[124],"presented":[126],"shows":[128],"remarkable":[129],"potential":[130],"further":[132],"improving":[133],"interpretable":[135],"diagnosis":[138],"relevant":[141],"disease":[142],"as":[143],"glaucoma.":[145]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":7},{"year":2021,"cited_by_count":7},{"year":2020,"cited_by_count":5}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
