{"id":"https://openalex.org/W4393253218","doi":"https://doi.org/10.1109/tim.2024.3381655","title":"Semi-Supervised Speckle Noise Reduction in OCT Images With UNet and Swin-Uformer","display_name":"Semi-Supervised Speckle Noise Reduction in OCT Images With UNet and Swin-Uformer","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4393253218","doi":"https://doi.org/10.1109/tim.2024.3381655"},"language":"en","primary_location":{"id":"doi:10.1109/tim.2024.3381655","is_oa":true,"landing_page_url":"https://doi.org/10.1109/tim.2024.3381655","pdf_url":"https://ieeexplore.ieee.org/ielx7/19/4407674/10480360.pdf","source":{"id":"https://openalex.org/S10892749","display_name":"IEEE Transactions on Instrumentation and Measurement","issn_l":"0018-9456","issn":["0018-9456","1557-9662"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Instrumentation and Measurement","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://ieeexplore.ieee.org/ielx7/19/4407674/10480360.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5107048509","display_name":"Yupei Chen","orcid":"https://orcid.org/0009-0007-2708-7934"},"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":"Yupei Chen","raw_affiliation_strings":["State Key Laboratory of Ophthalmology and Guangdong Provincial Key Laboratory of Ophthalmology and Visual Science, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangzhou, China"],"raw_orcid":"https://orcid.org/0009-0007-2708-7934","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Ophthalmology and Guangdong Provincial Key Laboratory of Ophthalmology and Visual Science, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangzhou, China","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051668262","display_name":"J Li","orcid":"https://orcid.org/0009-0001-5351-8175"},"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":"Jiaxiong Li","raw_affiliation_strings":["State Key Laboratory of Ophthalmology and Guangdong Provincial Key Laboratory of Ophthalmology and Visual Science, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangzhou, China"],"raw_orcid":"https://orcid.org/0009-0001-5351-8175","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Ophthalmology and Guangdong Provincial Key Laboratory of Ophthalmology and Visual Science, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangzhou, China","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086202734","display_name":"Zhongzhou Luo","orcid":"https://orcid.org/0009-0002-2945-6602"},"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":"Zhongzhou Luo","raw_affiliation_strings":["State Key Laboratory of Ophthalmology and Guangdong Provincial Key Laboratory of Ophthalmology and Visual Science, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangzhou, China"],"raw_orcid":"https://orcid.org/0009-0002-2945-6602","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Ophthalmology and Guangdong Provincial Key Laboratory of Ophthalmology and Visual Science, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangzhou, China","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021565232","display_name":"Keyi Fei","orcid":"https://orcid.org/0009-0006-4994-4821"},"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":"Keyi Fei","raw_affiliation_strings":["State Key Laboratory of Ophthalmology and Guangdong Provincial Key Laboratory of Ophthalmology and Visual Science, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangzhou, China"],"raw_orcid":"https://orcid.org/0009-0006-4994-4821","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Ophthalmology and Guangdong Provincial Key Laboratory of Ophthalmology and Visual Science, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangzhou, China","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055700863","display_name":"Yan Luo","orcid":"https://orcid.org/0000-0002-5262-4363"},"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":"Yan Luo","raw_affiliation_strings":["State Key Laboratory of Ophthalmology and Guangdong Provincial Key Laboratory of Ophthalmology and Visual Science, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-5262-4363","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Ophthalmology and Guangdong Provincial Key Laboratory of Ophthalmology and Visual Science, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangzhou, China","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077896799","display_name":"Zhengyu Duan","orcid":"https://orcid.org/0009-0008-6597-5518"},"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":"Zhengyu Duan","raw_affiliation_strings":["State Key Laboratory of Ophthalmology and Guangdong Provincial Key Laboratory of Ophthalmology and Visual Science, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangzhou, China","State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangdong Provincial Key Laboratory of Ophthalmology and Visual Science, Guangzhou 510060, China"],"raw_orcid":"https://orcid.org/0009-0008-6597-5518","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Ophthalmology and Guangdong Provincial Key Laboratory of Ophthalmology and Visual Science, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangzhou, China","institution_ids":["https://openalex.org/I157773358"]},{"raw_affiliation_string":"State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangdong Provincial Key Laboratory of Ophthalmology and Visual Science, Guangzhou 510060, China","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"middle","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":false,"raw_author_name":"Jin Yuan","raw_affiliation_strings":["State Key Laboratory of Ophthalmology and Guangdong Provincial Key Laboratory of Ophthalmology and Visual Science, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangzhou, China"],"raw_orcid":"https://orcid.org/0000-0001-5756-5414","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Ophthalmology and Guangdong Provincial Key Laboratory of Ophthalmology and Visual Science, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangzhou, China","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5072848580","display_name":"Peng Xiao","orcid":"https://orcid.org/0000-0002-2860-0249"},"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":"Peng Xiao","raw_affiliation_strings":["State Key Laboratory of Ophthalmology and Guangdong Provincial Key Laboratory of Ophthalmology and Visual Science, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-2860-0249","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Ophthalmology and Guangdong Provincial Key Laboratory of Ophthalmology and Visual Science, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangzhou, China","institution_ids":["https://openalex.org/I157773358"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5107048509"],"corresponding_institution_ids":["https://openalex.org/I157773358"],"apc_list":null,"apc_paid":null,"fwci":1.7674,"has_fulltext":true,"cited_by_count":10,"citation_normalized_percentile":{"value":0.83257885,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"73","issue":null,"first_page":"1","last_page":"10"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11569","display_name":"Optical Coherence Tomography Applications","score":0.9965999722480774,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11569","display_name":"Optical Coherence Tomography Applications","score":0.9965999722480774,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12015","display_name":"Photoacoustic and Ultrasonic Imaging","score":0.9781000018119812,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13869","display_name":"Ocular and Laser Science Research","score":0.9498999714851379,"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/speckle-pattern","display_name":"Speckle pattern","score":0.708541989326477},{"id":"https://openalex.org/keywords/speckle-noise","display_name":"Speckle noise","score":0.7068676948547363},{"id":"https://openalex.org/keywords/noise-reduction","display_name":"Noise reduction","score":0.6653092503547668},{"id":"https://openalex.org/keywords/noise","display_name":"Noise (video)","score":0.5571961998939514},{"id":"https://openalex.org/keywords/reduction","display_name":"Reduction (mathematics)","score":0.5301687717437744},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5100765824317932},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.47236210107803345},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.453838586807251},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.17480334639549255},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.12275564670562744}],"concepts":[{"id":"https://openalex.org/C102290492","wikidata":"https://www.wikidata.org/wiki/Q7575045","display_name":"Speckle pattern","level":2,"score":0.708541989326477},{"id":"https://openalex.org/C180940675","wikidata":"https://www.wikidata.org/wiki/Q7575045","display_name":"Speckle noise","level":3,"score":0.7068676948547363},{"id":"https://openalex.org/C163294075","wikidata":"https://www.wikidata.org/wiki/Q581861","display_name":"Noise reduction","level":2,"score":0.6653092503547668},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.5571961998939514},{"id":"https://openalex.org/C111335779","wikidata":"https://www.wikidata.org/wiki/Q3454686","display_name":"Reduction (mathematics)","level":2,"score":0.5301687717437744},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5100765824317932},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.47236210107803345},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.453838586807251},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.17480334639549255},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.12275564670562744},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tim.2024.3381655","is_oa":true,"landing_page_url":"https://doi.org/10.1109/tim.2024.3381655","pdf_url":"https://ieeexplore.ieee.org/ielx7/19/4407674/10480360.pdf","source":{"id":"https://openalex.org/S10892749","display_name":"IEEE Transactions on Instrumentation and Measurement","issn_l":"0018-9456","issn":["0018-9456","1557-9662"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Instrumentation and Measurement","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1109/tim.2024.3381655","is_oa":true,"landing_page_url":"https://doi.org/10.1109/tim.2024.3381655","pdf_url":"https://ieeexplore.ieee.org/ielx7/19/4407674/10480360.pdf","source":{"id":"https://openalex.org/S10892749","display_name":"IEEE Transactions on Instrumentation and Measurement","issn_l":"0018-9456","issn":["0018-9456","1557-9662"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Instrumentation and Measurement","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/13","score":0.5299999713897705,"display_name":"Climate action"}],"awards":[{"id":"https://openalex.org/G1245176173","display_name":null,"funder_award_id":"2021TQ06Y137","funder_id":"https://openalex.org/F4320324202","funder_display_name":"Guangdong Science and Technology Department"},{"id":"https://openalex.org/G2009824463","display_name":null,"funder_award_id":"202103010001","funder_id":"https://openalex.org/F4320335480","funder_display_name":"Guangzhou Municipal Science and Technology Project"},{"id":"https://openalex.org/G2492176215","display_name":null,"funder_award_id":"82271133","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G568092281","display_name":null,"funder_award_id":"2022A1515011486","funder_id":"https://openalex.org/F4320337111","funder_display_name":"Basic and Applied Basic Research Foundation of Guangdong Province"},{"id":"https://openalex.org/G6597310876","display_name":null,"funder_award_id":"82230033","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8530224192","display_name":null,"funder_award_id":"2021TX06Y127","funder_id":"https://openalex.org/F4320324202","funder_display_name":"Guangdong Science and Technology Department"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320324202","display_name":"Guangdong Science and Technology Department","ror":"https://ror.org/00tjzgn92"},{"id":"https://openalex.org/F4320335480","display_name":"Guangzhou Municipal Science and Technology Project","ror":null},{"id":"https://openalex.org/F4320337111","display_name":"Basic and Applied Basic Research Foundation of Guangdong Province","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4393253218.pdf","grobid_xml":"https://content.openalex.org/works/W4393253218.grobid-xml"},"referenced_works_count":66,"referenced_works":["https://openalex.org/W1901129140","https://openalex.org/W1921523184","https://openalex.org/W1970003143","https://openalex.org/W1974438823","https://openalex.org/W1987304071","https://openalex.org/W1996176493","https://openalex.org/W2011237852","https://openalex.org/W2015861736","https://openalex.org/W2021229920","https://openalex.org/W2027606067","https://openalex.org/W2047781078","https://openalex.org/W2048679005","https://openalex.org/W2052602819","https://openalex.org/W2056370875","https://openalex.org/W2058584842","https://openalex.org/W2061240737","https://openalex.org/W2064076387","https://openalex.org/W2093381832","https://openalex.org/W2103457061","https://openalex.org/W2124871973","https://openalex.org/W2127998931","https://openalex.org/W2160547390","https://openalex.org/W2319074294","https://openalex.org/W2338570568","https://openalex.org/W2418802570","https://openalex.org/W2618530766","https://openalex.org/W2620889673","https://openalex.org/W2741826584","https://openalex.org/W2791702886","https://openalex.org/W2894857791","https://openalex.org/W2899663614","https://openalex.org/W2905660188","https://openalex.org/W2908510526","https://openalex.org/W2953070460","https://openalex.org/W2963182372","https://openalex.org/W2963735582","https://openalex.org/W2964159205","https://openalex.org/W2976605874","https://openalex.org/W2979733033","https://openalex.org/W2980107940","https://openalex.org/W2987385519","https://openalex.org/W3025121970","https://openalex.org/W3080434985","https://openalex.org/W3112976132","https://openalex.org/W3121054072","https://openalex.org/W3145635799","https://openalex.org/W3155350616","https://openalex.org/W3171581326","https://openalex.org/W3200379731","https://openalex.org/W3207918547","https://openalex.org/W4210997624","https://openalex.org/W4214493665","https://openalex.org/W4282935701","https://openalex.org/W4312812783","https://openalex.org/W4313134080","https://openalex.org/W4372260382","https://openalex.org/W4379508440","https://openalex.org/W4385245566","https://openalex.org/W6640185926","https://openalex.org/W6733814495","https://openalex.org/W6743446608","https://openalex.org/W6751647823","https://openalex.org/W6755977528","https://openalex.org/W6757817989","https://openalex.org/W6773005947","https://openalex.org/W6796298902"],"related_works":["https://openalex.org/W2065648684","https://openalex.org/W2009383287","https://openalex.org/W2042914788","https://openalex.org/W2182190754","https://openalex.org/W4321264664","https://openalex.org/W2055824452","https://openalex.org/W2121688719","https://openalex.org/W2727313114","https://openalex.org/W2016481886","https://openalex.org/W4241911733"],"abstract_inverted_index":{"Speckle":[0],"noise":[1,17,56,146,166],"is":[2,19,52,153],"the":[3,23,30,73,99,105,154],"main":[4],"cause":[5,25],"for":[6,26,39,54,70,115,163],"quality":[7],"degradation":[8],"of":[9,32,36,107],"Optical":[10],"Coherence":[11],"Tomography":[12],"(OCT)":[13],"images.":[14],"However,":[15],"speckle":[16,55,145,165],"reduction":[18,57,167],"challenging":[20],"due":[21],"to":[22,87,111,157],"complex":[24],"statistically":[27],"modelling":[28],"and":[29,81,92,124,131,161,168],"requirement":[31],"a":[33,47],"large":[34],"amount":[35],"annotated":[37],"data":[38],"conventional":[40],"supervised":[41],"learning":[42,50],"strategies.":[43],"In":[44],"this":[45,151],"paper,":[46],"novel":[48],"semi-supervised":[49,164],"method":[51,66,136],"proposed":[53,96],"in":[58,72],"OCT":[59,126],"images":[60,127],"with":[61,84,128],"limited":[62],"labeled":[63],"data.":[64],"Our":[65,135],"creates":[67],"pseudo":[68],"labels":[69],"co-teaching":[71],"training":[74],"process":[75],"between":[76,101],"U-shaped":[77,82],"Convolutional":[78],"Neural":[79],"Network":[80],"Transformer":[83,162],"shifted":[85],"window":[86],"preserve":[88],"both":[89,108,122],"global":[90],"information":[91],"local":[93],"details.":[94],"The":[95],"scheme":[97],"encourages":[98],"consistency":[100],"different":[102,129,133,173],"streams":[103],"when":[104],"advantages":[106,138],"are":[109],"leveraged":[110],"compensate":[112],"each":[113],"other":[114,141],"better":[116],"convergence.":[117],"It":[118],"shows":[119],"robustness":[120],"on":[121,144,172],"normal":[123],"pathological":[125],"diseases":[130],"from":[132],"devices.":[134],"exhibits":[137],"over":[139],"several":[140],"state-of-the-art":[142],"methods":[143],"reduction.":[147],"To":[148],"our":[149],"knowledge,":[150],"work":[152],"first":[155],"attempt":[156],"combine":[158],"convolutional":[159],"networks":[160],"achieves":[169],"promising":[170],"results":[171],"datasets.":[174]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":9}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
