{"id":"https://openalex.org/W4362524035","doi":"https://doi.org/10.1007/s10278-021-00549-9","title":"A Structure-Aware Convolutional Neural Network for Automatic Diagnosis\u00a0of Fungal Keratitis with In Vivo Confocal Microscopy Images","display_name":"A Structure-Aware Convolutional Neural Network for Automatic Diagnosis\u00a0of Fungal Keratitis with In Vivo Confocal Microscopy Images","publication_year":2023,"publication_date":"2023-04-04","ids":{"openalex":"https://openalex.org/W4362524035","doi":"https://doi.org/10.1007/s10278-021-00549-9","pmid":"https://pubmed.ncbi.nlm.nih.gov/37014469"},"language":"en","primary_location":{"id":"doi:10.1007/s10278-021-00549-9","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10278-021-00549-9","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10278-021-00549-9.pdf","source":{"id":"https://openalex.org/S62275304","display_name":"Journal of Digital Imaging","issn_l":"0897-1889","issn":["0897-1889","1618-727X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Digital Imaging","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s10278-021-00549-9.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101917353","display_name":"Shanshan Liang","orcid":"https://orcid.org/0000-0003-0336-3977"},"institutions":[{"id":"https://openalex.org/I4210127899","display_name":"Centre of Excellence for Advanced Materials","ror":"https://ror.org/02sdafq46","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210127899"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Shanshan Liang","raw_affiliation_strings":["National Innovation Center for Advanced Medical Devices, Shenzhen, Guangdong, China. liangshsh@mail.sysu.edu.cn","National Innovation Center for Advanced Medical Devices, Shenzhen, Guangdong, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Innovation Center for Advanced Medical Devices, Shenzhen, Guangdong, China. liangshsh@mail.sysu.edu.cn","institution_ids":["https://openalex.org/I4210127899"]},{"raw_affiliation_string":"National Innovation Center for Advanced Medical Devices, Shenzhen, Guangdong, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103021663","display_name":"Jing Zhong","orcid":"https://orcid.org/0009-0008-0549-1458"},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jing Zhong","raw_affiliation_strings":["State Key Laboratory of Ophthalmology, Guangdong Provincial Key Lab of Ophthalmology and Visual Science, Zhongshan Ophthalmic Center, Sun Yat-Sen University, Guangzhou, Guangdong, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Ophthalmology, Guangdong Provincial Key Lab of Ophthalmology and Visual Science, Zhongshan Ophthalmic Center, Sun Yat-Sen University, Guangzhou, Guangdong, China","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101416221","display_name":"Hongwei Zeng","orcid":"https://orcid.org/0000-0003-2151-6391"},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongwei Zeng","raw_affiliation_strings":["School of Electronics and Information Technology, Sun Yat-Sen University, Guangzhou, Guangdong, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electronics and Information Technology, Sun Yat-Sen University, Guangzhou, Guangdong, China","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032472356","display_name":"Peixun Zhong","orcid":null},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Peixun Zhong","raw_affiliation_strings":["School of Electronics and Information Technology, Sun Yat-Sen University, Guangzhou, Guangdong, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electronics and Information Technology, Sun Yat-Sen University, Guangzhou, Guangdong, China","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108390645","display_name":"Saiqun Li","orcid":null},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Saiqun Li","raw_affiliation_strings":["State Key Laboratory of Ophthalmology, Guangdong Provincial Key Lab of Ophthalmology and Visual Science, Zhongshan Ophthalmic Center, Sun Yat-Sen University, Guangzhou, Guangdong, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Ophthalmology, Guangdong Provincial Key Lab of Ophthalmology and Visual Science, Zhongshan Ophthalmic Center, Sun Yat-Sen University, Guangzhou, Guangdong, China","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100363580","display_name":"Huijun Liu","orcid":"https://orcid.org/0000-0002-0072-0214"},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huijun Liu","raw_affiliation_strings":["State Key Laboratory of Ophthalmology, Guangdong Provincial Key Lab of Ophthalmology and Visual Science, Zhongshan Ophthalmic Center, Sun Yat-Sen University, Guangzhou, Guangdong, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Ophthalmology, Guangdong Provincial Key Lab of Ophthalmology and Visual Science, Zhongshan Ophthalmic Center, Sun Yat-Sen University, Guangzhou, Guangdong, China","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100603551","display_name":"Jin Yuan","orcid":"https://orcid.org/0000-0001-5756-5414"},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jin Yuan","raw_affiliation_strings":["State Key Laboratory of Ophthalmology, Guangdong Provincial Key Lab of Ophthalmology and Visual Science, Zhongshan Ophthalmic Center, Sun Yat-Sen University, Guangzhou, Guangdong, China. yuanjincornea@126.com","State Key Laboratory of Ophthalmology, Guangdong Provincial Key Lab of Ophthalmology and Visual Science, Zhongshan Ophthalmic Center, Sun Yat-Sen University, Guangzhou, Guangdong, China"],"raw_orcid":"https://orcid.org/0000-0001-5756-5414","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Ophthalmology, Guangdong Provincial Key Lab of Ophthalmology and Visual Science, Zhongshan Ophthalmic Center, Sun Yat-Sen University, Guangzhou, Guangdong, China. yuanjincornea@126.com","institution_ids":["https://openalex.org/I157773358"]},{"raw_affiliation_string":"State Key Laboratory of Ophthalmology, Guangdong Provincial Key Lab of Ophthalmology and Visual Science, Zhongshan Ophthalmic Center, Sun Yat-Sen University, Guangzhou, Guangdong, China","institution_ids":["https://openalex.org/I157773358"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5100603551","https://openalex.org/A5101917353"],"corresponding_institution_ids":["https://openalex.org/I157773358","https://openalex.org/I4210127899"],"apc_list":{"value":3190,"currency":"EUR","value_usd":4190},"apc_paid":{"value":3190,"currency":"EUR","value_usd":4190},"fwci":2.7034,"has_fulltext":true,"cited_by_count":11,"citation_normalized_percentile":{"value":0.89974319,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":"36","issue":"4","first_page":"1624","last_page":"1632"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11826","display_name":"Ocular Infections and Treatments","score":0.9984999895095825,"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/T11826","display_name":"Ocular Infections and Treatments","score":0.9984999895095825,"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/T11194","display_name":"Ocular Diseases and Beh\u00e7et\u2019s Syndrome","score":0.9952999949455261,"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":0.9898999929428101,"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/convolutional-neural-network","display_name":"Convolutional neural network","score":0.809705376625061},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7041016817092896},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6902554035186768},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5759924054145813},{"id":"https://openalex.org/keywords/confocal-microscopy","display_name":"Confocal microscopy","score":0.537388265132904},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5311146378517151},{"id":"https://openalex.org/keywords/computer-aided-diagnosis","display_name":"Computer-aided diagnosis","score":0.4652572274208069},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.46095943450927734},{"id":"https://openalex.org/keywords/fungal-keratitis","display_name":"Fungal keratitis","score":0.4300180971622467},{"id":"https://openalex.org/keywords/keratitis","display_name":"Keratitis","score":0.4135303497314453},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.4094114899635315},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.20495975017547607},{"id":"https://openalex.org/keywords/ophthalmology","display_name":"Ophthalmology","score":0.1674409806728363},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.07453787326812744}],"concepts":[{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.809705376625061},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7041016817092896},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6902554035186768},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5759924054145813},{"id":"https://openalex.org/C2779178360","wikidata":"https://www.wikidata.org/wiki/Q902045","display_name":"Confocal microscopy","level":2,"score":0.537388265132904},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5311146378517151},{"id":"https://openalex.org/C2779549770","wikidata":"https://www.wikidata.org/wiki/Q1122413","display_name":"Computer-aided diagnosis","level":2,"score":0.4652572274208069},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.46095943450927734},{"id":"https://openalex.org/C2776079991","wikidata":"https://www.wikidata.org/wiki/Q5509171","display_name":"Fungal keratitis","level":3,"score":0.4300180971622467},{"id":"https://openalex.org/C2778560704","wikidata":"https://www.wikidata.org/wiki/Q757838","display_name":"Keratitis","level":2,"score":0.4135303497314453},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4094114899635315},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.20495975017547607},{"id":"https://openalex.org/C118487528","wikidata":"https://www.wikidata.org/wiki/Q161437","display_name":"Ophthalmology","level":1,"score":0.1674409806728363},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.07453787326812744},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","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},{"id":"https://openalex.org/C95444343","wikidata":"https://www.wikidata.org/wiki/Q7141","display_name":"Cell biology","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D003936","descriptor_name":"Diagnosis, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003936","descriptor_name":"Diagnosis, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003936","descriptor_name":"Diagnosis, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007634","descriptor_name":"Keratitis","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D007634","descriptor_name":"Keratitis","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D007634","descriptor_name":"Keratitis","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D007634","descriptor_name":"Keratitis","qualifier_ui":"Q000382","qualifier_name":"microbiology","is_major_topic":true},{"descriptor_ui":"D007634","descriptor_name":"Keratitis","qualifier_ui":"Q000382","qualifier_name":"microbiology","is_major_topic":true},{"descriptor_ui":"D007634","descriptor_name":"Keratitis","qualifier_ui":"Q000382","qualifier_name":"microbiology","is_major_topic":true},{"descriptor_ui":"D015821","descriptor_name":"Eye Infections, Fungal","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D015821","descriptor_name":"Eye Infections, Fungal","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D015821","descriptor_name":"Eye Infections, Fungal","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D015821","descriptor_name":"Eye Infections, Fungal","qualifier_ui":"Q000382","qualifier_name":"microbiology","is_major_topic":true},{"descriptor_ui":"D015821","descriptor_name":"Eye Infections, Fungal","qualifier_ui":"Q000382","qualifier_name":"microbiology","is_major_topic":true},{"descriptor_ui":"D015821","descriptor_name":"Eye Infections, Fungal","qualifier_ui":"Q000382","qualifier_name":"microbiology","is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018613","descriptor_name":"Microscopy, Confocal","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D018613","descriptor_name":"Microscopy, Confocal","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D018613","descriptor_name":"Microscopy, Confocal","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false}],"locations_count":3,"locations":[{"id":"doi:10.1007/s10278-021-00549-9","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10278-021-00549-9","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10278-021-00549-9.pdf","source":{"id":"https://openalex.org/S62275304","display_name":"Journal of Digital Imaging","issn_l":"0897-1889","issn":["0897-1889","1618-727X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Digital Imaging","raw_type":"journal-article"},{"id":"pmid:37014469","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37014469","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of digital imaging","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:10406782","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10406782","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10406782/pdf/10278_2021_Article_549.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"J Digit Imaging","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1007/s10278-021-00549-9","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10278-021-00549-9","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10278-021-00549-9.pdf","source":{"id":"https://openalex.org/S62275304","display_name":"Journal of Digital Imaging","issn_l":"0897-1889","issn":["0897-1889","1618-727X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Digital Imaging","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16","score":0.5600000023841858},{"display_name":"Reduced inequalities","id":"https://metadata.un.org/sdg/10","score":0.4300000071525574}],"awards":[{"id":"https://openalex.org/G1951834631","display_name":null,"funder_award_id":"61505267","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5509169654","display_name":null,"funder_award_id":"81670826","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"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":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4362524035.pdf"},"referenced_works_count":16,"referenced_works":["https://openalex.org/W1677182931","https://openalex.org/W1966027330","https://openalex.org/W2069439040","https://openalex.org/W2097117768","https://openalex.org/W2108598243","https://openalex.org/W2147224863","https://openalex.org/W2167903799","https://openalex.org/W2194775991","https://openalex.org/W2559881210","https://openalex.org/W2565727965","https://openalex.org/W2792865672","https://openalex.org/W2796980175","https://openalex.org/W2963446712","https://openalex.org/W2968823298","https://openalex.org/W2988916019","https://openalex.org/W3042106636"],"related_works":["https://openalex.org/W1504288058","https://openalex.org/W2331674254","https://openalex.org/W2811390910","https://openalex.org/W2167293474","https://openalex.org/W2146076056","https://openalex.org/W4312376745","https://openalex.org/W3042897387","https://openalex.org/W2048505601","https://openalex.org/W2017205855","https://openalex.org/W2546942002"],"abstract_inverted_index":{"Fungal":[0],"keratitis":[1],"(FK)":[2],"is":[3,11,57,96,115,128],"a":[4,73,92,186],"common":[5],"and":[6,16,21,59,100,133,168,173],"severe":[7],"corneal":[8],"disease,":[9],"which":[10,56,102],"widely":[12],"spread":[13],"in":[14,108],"tropical":[15],"subtropical":[17],"areas.":[18],"Early":[19],"diagnosis":[20,41,77,88,190],"treatment":[22],"are":[23,47,103,142],"vital":[24],"for":[25,39,85,117,130],"patients,":[26],"with":[27],"confocal":[28],"microscopy":[29],"cornea":[30],"imaging":[31],"being":[32],"one":[33],"of":[34,42,54,65,89,120,135,170],"the":[35,40,51,63,66,86,121,125,136,140,146,151,162,180],"most":[36,45],"effective":[37],"methods":[38],"FK.":[43,90],"However,":[44],"cases":[46],"currently":[48],"diagnosed":[49],"by":[50,144],"subjective":[52],"judgment":[53],"ophthalmologists,":[55],"time-consuming":[58],"heavily":[60],"depends":[61],"on":[62,80],"experience":[64],"ophthalmologists.":[67],"In":[68],"this":[69],"paper,":[70],"we":[71],"introduce":[72],"novel":[74],"structure-aware":[75],"automatic":[76],"algorithm":[78],"based":[79],"deep":[81],"convolutional":[82,94],"neural":[83,182],"networks":[84,107],"accurate":[87],"Specifically,":[91],"two-stream":[93],"network":[95,183],"deployed,":[97],"combining":[98],"GoogLeNet":[99],"VGGNet,":[101],"two":[104],"commonly":[105],"used":[106,116,129],"computer":[109],"vision":[110],"architectures.":[111],"The":[112,158],"main":[113],"stream":[114,127],"feature":[118,131],"extraction":[119],"input":[122],"image,":[123],"while":[124],"auxiliary":[126],"discrimination":[132],"enhancement":[134],"hyphae":[137],"structure.":[138],"Then,":[139],"features":[141],"combined":[143],"concatenating":[145],"channel":[147],"dimension":[148],"to":[149],"obtain":[150],"final":[152],"output,":[153],"i.e.,":[154],"normal":[155],"or":[156],"abnormal.":[157],"results":[159,177],"showed":[160],"that":[161,179],"proposed":[163,181],"method":[164],"achieved":[165],"accuracy,":[166],"sensitivity,":[167],"specificity":[169],"97.73%,":[171],"97.02%,":[172],"98.54%,":[174],"respectively.":[175],"These":[176],"suggest":[178],"could":[184],"be":[185],"promising":[187],"computer-aided":[188],"FK":[189],"solution.":[191]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":5}],"updated_date":"2026-06-13T06:13:01.061226","created_date":"2025-10-10T00:00:00"}
