{"id":"https://openalex.org/W4362604217","doi":"https://doi.org/10.1117/12.2654113","title":"Multi-modality network based on CGAN and attention mechanism for glaucoma grading","display_name":"Multi-modality network based on CGAN and attention mechanism for glaucoma grading","publication_year":2023,"publication_date":"2023-04-03","ids":{"openalex":"https://openalex.org/W4362604217","doi":"https://doi.org/10.1117/12.2654113"},"language":"en","primary_location":{"id":"doi:10.1117/12.2654113","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1117/12.2654113","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Medical Imaging 2023: Image Processing","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/A5100343991","display_name":"Ling Liu","orcid":"https://orcid.org/0000-0002-4138-3082"},"institutions":[{"id":"https://openalex.org/I3923682","display_name":"Soochow University","ror":"https://ror.org/05t8y2r12","country_code":"CN","type":"education","lineage":["https://openalex.org/I3923682"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Ling Liu","raw_affiliation_strings":["Soochow Univ. (China)"],"affiliations":[{"raw_affiliation_string":"Soochow Univ. (China)","institution_ids":["https://openalex.org/I3923682"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036920011","display_name":"Yuanyuan Peng","orcid":"https://orcid.org/0000-0003-2852-1951"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yuanyuan Peng","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031688232","display_name":"Dehui Xiang","orcid":"https://orcid.org/0000-0001-7873-9778"},"institutions":[{"id":"https://openalex.org/I4210105982","display_name":"Guangzhou Women and Children Medical Center","ror":"https://ror.org/01g53at17","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210105982"]},{"id":"https://openalex.org/I92039509","display_name":"Guangzhou Medical University","ror":"https://ror.org/00zat6v61","country_code":"CN","type":"education","lineage":["https://openalex.org/I92039509"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dehui Xiang","raw_affiliation_strings":["Guangzhou Women and Children Medical Ctr. (China)"],"affiliations":[{"raw_affiliation_string":"Guangzhou Women and Children Medical Ctr. (China)","institution_ids":["https://openalex.org/I92039509","https://openalex.org/I4210105982"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048091475","display_name":"Fei Shi","orcid":"https://orcid.org/0000-0002-8878-6655"},"institutions":[{"id":"https://openalex.org/I92039509","display_name":"Guangzhou Medical University","ror":"https://ror.org/00zat6v61","country_code":"CN","type":"education","lineage":["https://openalex.org/I92039509"]},{"id":"https://openalex.org/I4210105982","display_name":"Guangzhou Women and Children Medical Center","ror":"https://ror.org/01g53at17","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210105982"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fei Shi","raw_affiliation_strings":["Guangzhou Women and Children Medical Ctr. (China)"],"affiliations":[{"raw_affiliation_string":"Guangzhou Women and Children Medical Ctr. (China)","institution_ids":["https://openalex.org/I92039509","https://openalex.org/I4210105982"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5079807652","display_name":"Xinjian Chen","orcid":"https://orcid.org/0000-0002-0871-293X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Xinjian Chen","raw_affiliation_strings":[],"affiliations":[]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5100343991"],"corresponding_institution_ids":["https://openalex.org/I3923682"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0841057,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"16","last_page":"16"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10250","display_name":"Glaucoma and retinal disorders","score":1.0,"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"}},"topics":[{"id":"https://openalex.org/T10250","display_name":"Glaucoma and retinal disorders","score":1.0,"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/T11438","display_name":"Retinal Imaging and Analysis","score":0.9997000098228455,"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/T10170","display_name":"Retinal Diseases and Treatments","score":0.9943000078201294,"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":0.6344338059425354},{"id":"https://openalex.org/keywords/grading","display_name":"Grading (engineering)","score":0.6108704209327698},{"id":"https://openalex.org/keywords/glaucoma","display_name":"Glaucoma","score":0.5966587662696838},{"id":"https://openalex.org/keywords/modality","display_name":"Modality (human\u2013computer interaction)","score":0.5669921040534973},{"id":"https://openalex.org/keywords/mechanism","display_name":"Mechanism (biology)","score":0.45219218730926514},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4017939269542694},{"id":"https://openalex.org/keywords/ophthalmology","display_name":"Ophthalmology","score":0.19899407029151917},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.16859716176986694},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.13862577080726624},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.10983166098594666}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6344338059425354},{"id":"https://openalex.org/C2777286243","wikidata":"https://www.wikidata.org/wiki/Q5591926","display_name":"Grading (engineering)","level":2,"score":0.6108704209327698},{"id":"https://openalex.org/C2778527774","wikidata":"https://www.wikidata.org/wiki/Q159701","display_name":"Glaucoma","level":2,"score":0.5966587662696838},{"id":"https://openalex.org/C2780226545","wikidata":"https://www.wikidata.org/wiki/Q6888030","display_name":"Modality (human\u2013computer interaction)","level":2,"score":0.5669921040534973},{"id":"https://openalex.org/C89611455","wikidata":"https://www.wikidata.org/wiki/Q6804646","display_name":"Mechanism (biology)","level":2,"score":0.45219218730926514},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4017939269542694},{"id":"https://openalex.org/C118487528","wikidata":"https://www.wikidata.org/wiki/Q161437","display_name":"Ophthalmology","level":1,"score":0.19899407029151917},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.16859716176986694},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.13862577080726624},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.10983166098594666},{"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/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1117/12.2654113","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1117/12.2654113","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Medical Imaging 2023: Image Processing","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":3,"referenced_works":["https://openalex.org/W2793119512","https://openalex.org/W3088956154","https://openalex.org/W4236965008"],"related_works":["https://openalex.org/W2082087664","https://openalex.org/W2385859805","https://openalex.org/W195286095","https://openalex.org/W2530972254","https://openalex.org/W2064165679","https://openalex.org/W1588461101","https://openalex.org/W2885840481","https://openalex.org/W3208525924","https://openalex.org/W4285351923","https://openalex.org/W4240661191"],"abstract_inverted_index":{"Glaucoma":[0],"is":[1,21,38,88,109],"a":[2,64],"progressive":[3],"optic":[4,14],"neuropathy":[5],"characterized":[6],"by":[7],"changes":[8],"in":[9,53],"the":[10,13,24,76,96,99,114],"structure":[11],"of":[12,23,36,39,79],"nerve":[15],"head":[16],"and":[17,33,56],"visual":[18],"field":[19],"which":[20],"one":[22],"major":[25],"irreversible":[26],"blinding":[27],"eye":[28],"diseases":[29],"worldwide.":[30],"Early":[31],"screening":[32],"timely":[34],"diagnosis":[35],"glaucoma":[37,66],"significant":[40],"importance.":[41],"In":[42,59],"recent":[43],"years,":[44],"multi-modal":[45,65,80],"deep":[46],"learning":[47],"methods":[48],"have":[49],"shown":[50],"great":[51],"advantages":[52],"image":[54],"classification":[55,115],"segmentation":[57],"tasks.":[58],"this":[60],"paper,":[61],"we":[62],"propose":[63],"grading":[67],"network":[68,86],"with":[69],"two":[70],"main":[71],"contributions:":[72],"(1)":[73],"To":[74],"address":[75],"inherent":[77],"shortage":[78],"training":[81],"data,":[82],"conditional":[83],"generative":[84],"adversarial":[85],"(CGAN)":[87],"used":[89],"to":[90,111],"generate":[91],"more":[92],"synthetic":[93],"images,":[94],"extending":[95],"dataset":[97],"over":[98],"only":[100],"available":[101],"dataset.":[102],"(2)":[103],"A":[104],"multi-modality":[105],"cross-attention":[106],"(MMCA)":[107],"module":[108],"proposed":[110],"further":[112],"improve":[113],"accuracy.":[116]},"counts_by_year":[],"updated_date":"2025-12-24T23:09:58.560324","created_date":"2025-10-10T00:00:00"}