{"id":"https://openalex.org/W4221144624","doi":"https://doi.org/10.1109/isbi52829.2022.9761712","title":"Corolla: An Efficient Multi-Modality Fusion Framework with Supervised Contrastive Learning for Glaucoma Grading","display_name":"Corolla: An Efficient Multi-Modality Fusion Framework with Supervised Contrastive Learning for Glaucoma Grading","publication_year":2022,"publication_date":"2022-03-28","ids":{"openalex":"https://openalex.org/W4221144624","doi":"https://doi.org/10.1109/isbi52829.2022.9761712"},"language":"en","primary_location":{"id":"doi:10.1109/isbi52829.2022.9761712","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi52829.2022.9761712","pdf_url":null,"source":{"id":"https://openalex.org/S4363605129","display_name":"2022 IEEE 19th International Symposium on Biomedical Imaging (ISBI)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE 19th International Symposium on Biomedical Imaging (ISBI)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5102060229","display_name":"Zhiyuan Cai","orcid":"https://orcid.org/0009-0008-2374-6186"},"institutions":[{"id":"https://openalex.org/I3045169105","display_name":"Southern University of Science and Technology","ror":"https://ror.org/049tv2d57","country_code":"CN","type":"education","lineage":["https://openalex.org/I3045169105"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhiyuan Cai","raw_affiliation_strings":["Southern University of Science and Technology,Department of Electronic and Electrical Engineering,Shenzhen,China","Department of Electronic and Electrical Engineering, Southern University of Science and Technology, Shenzhen, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Southern University of Science and Technology,Department of Electronic and Electrical Engineering,Shenzhen,China","institution_ids":["https://openalex.org/I3045169105"]},{"raw_affiliation_string":"Department of Electronic and Electrical Engineering, Southern University of Science and Technology, Shenzhen, China","institution_ids":["https://openalex.org/I3045169105"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100459666","display_name":"Li Lin","orcid":"https://orcid.org/0000-0002-9789-0825"},"institutions":[{"id":"https://openalex.org/I3045169105","display_name":"Southern University of Science and Technology","ror":"https://ror.org/049tv2d57","country_code":"CN","type":"education","lineage":["https://openalex.org/I3045169105"]},{"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":"Li Lin","raw_affiliation_strings":["Southern University of Science and Technology,Department of Electronic and Electrical Engineering,Shenzhen,China","Department of Electronic and Electrical Engineering, Southern University of Science and Technology, Shenzhen, China","Department of Electrical and Electronic Engineering, The University of Hong Kong, Hong Kong, SAR, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Southern University of Science and Technology,Department of Electronic and Electrical Engineering,Shenzhen,China","institution_ids":["https://openalex.org/I3045169105"]},{"raw_affiliation_string":"Department of Electronic and Electrical Engineering, Southern University of Science and Technology, Shenzhen, China","institution_ids":["https://openalex.org/I3045169105"]},{"raw_affiliation_string":"Department of Electrical and Electronic Engineering, The University of Hong Kong, Hong Kong, SAR, China","institution_ids":["https://openalex.org/I889458895"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045295020","display_name":"Huaqing He","orcid":"https://orcid.org/0009-0006-1906-708X"},"institutions":[{"id":"https://openalex.org/I3045169105","display_name":"Southern University of Science and Technology","ror":"https://ror.org/049tv2d57","country_code":"CN","type":"education","lineage":["https://openalex.org/I3045169105"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huaqing He","raw_affiliation_strings":["Southern University of Science and Technology,Department of Electronic and Electrical Engineering,Shenzhen,China","Department of Electronic and Electrical Engineering, Southern University of Science and Technology, Shenzhen, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Southern University of Science and Technology,Department of Electronic and Electrical Engineering,Shenzhen,China","institution_ids":["https://openalex.org/I3045169105"]},{"raw_affiliation_string":"Department of Electronic and Electrical Engineering, Southern University of Science and Technology, Shenzhen, China","institution_ids":["https://openalex.org/I3045169105"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5080168999","display_name":"Xiaoying Tang","orcid":"https://orcid.org/0000-0002-7549-6560"},"institutions":[{"id":"https://openalex.org/I3045169105","display_name":"Southern University of Science and Technology","ror":"https://ror.org/049tv2d57","country_code":"CN","type":"education","lineage":["https://openalex.org/I3045169105"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoying Tang","raw_affiliation_strings":["Southern University of Science and Technology,Department of Electronic and Electrical Engineering,Shenzhen,China","Department of Electronic and Electrical Engineering, Southern University of Science and Technology, Shenzhen, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Southern University of Science and Technology,Department of Electronic and Electrical Engineering,Shenzhen,China","institution_ids":["https://openalex.org/I3045169105"]},{"raw_affiliation_string":"Department of Electronic and Electrical Engineering, Southern University of Science and Technology, Shenzhen, China","institution_ids":["https://openalex.org/I3045169105"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":23,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11438","display_name":"Retinal Imaging and Analysis","score":0.9994000196456909,"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":0.9994000196456909,"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":0.9991000294685364,"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/T10052","display_name":"Medical Image Segmentation Techniques","score":0.9656999707221985,"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/computer-science","display_name":"Computer science","score":0.7262415289878845},{"id":"https://openalex.org/keywords/modality","display_name":"Modality (human\u2013computer interaction)","score":0.6330487728118896},{"id":"https://openalex.org/keywords/grading","display_name":"Grading (engineering)","score":0.573572039604187},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5477076768875122},{"id":"https://openalex.org/keywords/fusion","display_name":"Fusion","score":0.4982724189758301},{"id":"https://openalex.org/keywords/glaucoma","display_name":"Glaucoma","score":0.49189162254333496},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.48715874552726746},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.21827158331871033},{"id":"https://openalex.org/keywords/linguistics","display_name":"Linguistics","score":0.1453271210193634},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1114647388458252},{"id":"https://openalex.org/keywords/ophthalmology","display_name":"Ophthalmology","score":0.10756585001945496}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7262415289878845},{"id":"https://openalex.org/C2780226545","wikidata":"https://www.wikidata.org/wiki/Q6888030","display_name":"Modality (human\u2013computer interaction)","level":2,"score":0.6330487728118896},{"id":"https://openalex.org/C2777286243","wikidata":"https://www.wikidata.org/wiki/Q5591926","display_name":"Grading (engineering)","level":2,"score":0.573572039604187},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5477076768875122},{"id":"https://openalex.org/C158525013","wikidata":"https://www.wikidata.org/wiki/Q2593739","display_name":"Fusion","level":2,"score":0.4982724189758301},{"id":"https://openalex.org/C2778527774","wikidata":"https://www.wikidata.org/wiki/Q159701","display_name":"Glaucoma","level":2,"score":0.49189162254333496},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.48715874552726746},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.21827158331871033},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.1453271210193634},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1114647388458252},{"id":"https://openalex.org/C118487528","wikidata":"https://www.wikidata.org/wiki/Q161437","display_name":"Ophthalmology","level":1,"score":0.10756585001945496},{"id":"https://openalex.org/C147176958","wikidata":"https://www.wikidata.org/wiki/Q77590","display_name":"Civil engineering","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/isbi52829.2022.9761712","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi52829.2022.9761712","pdf_url":null,"source":{"id":"https://openalex.org/S4363605129","display_name":"2022 IEEE 19th International Symposium on Biomedical Imaging (ISBI)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE 19th International Symposium on Biomedical Imaging (ISBI)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/10","display_name":"Reduced inequalities","score":0.7400000095367432}],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W2055160582","https://openalex.org/W2061156600","https://openalex.org/W2093545979","https://openalex.org/W2104704101","https://openalex.org/W2127318120","https://openalex.org/W2155806188","https://openalex.org/W2520804276","https://openalex.org/W2970546341","https://openalex.org/W3101310341","https://openalex.org/W3113359589","https://openalex.org/W3157031588","https://openalex.org/W3183017707","https://openalex.org/W4287812705","https://openalex.org/W4294214983","https://openalex.org/W6665847011","https://openalex.org/W6776700526"],"related_works":["https://openalex.org/W2082087664","https://openalex.org/W2070104888","https://openalex.org/W2385859805","https://openalex.org/W2530972254","https://openalex.org/W2064165679","https://openalex.org/W1588461101","https://openalex.org/W4285351923","https://openalex.org/W3208525924","https://openalex.org/W4389542577","https://openalex.org/W2591833644"],"abstract_inverted_index":{"Glaucoma":[0],"is":[1,140],"one":[2],"of":[3,133],"the":[4,46,86,106,147],"ophthalmic":[5],"diseases":[6],"that":[7],"may":[8],"cause":[9],"blindness,":[10],"for":[11,67,142],"which":[12],"early":[13],"detection":[14],"and":[15,22,51,78,90,109,137],"treatment":[16],"are":[17,28,83],"very":[18],"important.":[19],"Fundus":[20],"images":[21,27],"optical":[23],"coherence":[24],"tomography":[25],"(OCT)":[26],"both":[29],"widely-used":[30],"modalities":[31],"in":[32,97],"diagnosing":[33],"glaucoma.":[34],"However,":[35],"existing":[36],"glaucoma":[37,68,155],"grading":[38,156],"approaches":[39],"mainly":[40],"utilize":[41],"a":[42,93],"single":[43],"modality,":[44,95],"ignoring":[45],"complementary":[47],"information":[48],"between":[49],"fundus":[50,135],"OCT.":[52],"In":[53],"this":[54],"paper,":[55],"we":[56,116],"propose":[57],"an":[58],"efficient":[59,99],"multi-modality":[60],"supervised":[61,118],"contrastive":[62,119],"learning":[63,120],"framework,":[64],"named":[65],"COROLLA,":[66],"grading.":[69],"Through":[70],"layer":[71],"segmentation":[72],"as":[73,75,92],"well":[74],"thickness":[76,81,138],"calculation":[77],"projection,":[79],"retinal":[80],"maps":[82],"extracted":[84],"from":[85],"original":[87],"OCT":[88],"volumes":[89],"used":[91],"replacing":[94],"resulting":[96],"more":[98],"calculations":[100],"with":[101,127],"less":[102],"memory":[103],"usage.":[104],"Given":[105],"high":[107],"structure":[108],"distribution":[110],"similarities":[111],"across":[112],"medical":[113],"image":[114,136],"samples,":[115],"employ":[117],"to":[121,159],"increase":[122],"our":[123,150],"models\u2019":[124],"discriminative":[125],"power":[126],"better":[128],"convergence.":[129],"Moreover,":[130],"feature-level":[131],"fusion":[132],"paired":[134],"map":[139],"conducted":[141],"enhanced":[143],"diagnosis":[144],"accuracy.":[145],"On":[146],"GAMMA":[148],"dataset,":[149],"COROLLA":[151],"framework":[152],"achieves":[153],"overwhelming":[154],"performance":[157],"compared":[158],"state-of-the-art":[160],"methods.":[161]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":9},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":7},{"year":2022,"cited_by_count":1}],"updated_date":"2026-07-15T18:14:33.161393","created_date":"2025-10-10T00:00:00"}