{"id":"https://openalex.org/W3165497868","doi":"https://doi.org/10.1109/isbi48211.2021.9433795","title":"Restoration Of Cataract Fundus Images Via Unsupervised Domain Adaptation","display_name":"Restoration Of Cataract Fundus Images Via Unsupervised Domain Adaptation","publication_year":2021,"publication_date":"2021-04-13","ids":{"openalex":"https://openalex.org/W3165497868","doi":"https://doi.org/10.1109/isbi48211.2021.9433795","mag":"3165497868"},"language":"en","primary_location":{"id":"doi:10.1109/isbi48211.2021.9433795","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi48211.2021.9433795","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE 18th International Symposium on Biomedical Imaging (ISBI)","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/A5100338793","display_name":"Heng Li","orcid":"https://orcid.org/0000-0002-1303-8898"},"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":true,"raw_author_name":"Heng Li","raw_affiliation_strings":["School of Computer Science and Engineering, Southern University of Science and Technology, Shenzhen, China","Southern University of Science and Technology,School of Computer Science and Engineering,Shenzhen,China,518055"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Southern University of Science and Technology, Shenzhen, China","institution_ids":["https://openalex.org/I3045169105"]},{"raw_affiliation_string":"Southern University of Science and Technology,School of Computer Science and Engineering,Shenzhen,China,518055","institution_ids":["https://openalex.org/I3045169105"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054309906","display_name":"Haofeng Liu","orcid":"https://orcid.org/0009-0009-0320-3536"},"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":"Haofeng Liu","raw_affiliation_strings":["School of Computer Science and Engineering, Southern University of Science and Technology, Shenzhen, China","Southern University of Science and Technology,School of Computer Science and Engineering,Shenzhen,China,518055"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Southern University of Science and Technology, Shenzhen, China","institution_ids":["https://openalex.org/I3045169105"]},{"raw_affiliation_string":"Southern University of Science and Technology,School of Computer Science and Engineering,Shenzhen,China,518055","institution_ids":["https://openalex.org/I3045169105"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057374436","display_name":"Yan Hu","orcid":"https://orcid.org/0000-0002-7663-3096"},"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":"Yan Hu","raw_affiliation_strings":["School of Computer Science and Engineering, Southern University of Science and Technology, Shenzhen, China","Southern University of Science and Technology,School of Computer Science and Engineering,Shenzhen,China,518055"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Southern University of Science and Technology, Shenzhen, China","institution_ids":["https://openalex.org/I3045169105"]},{"raw_affiliation_string":"Southern University of Science and Technology,School of Computer Science and Engineering,Shenzhen,China,518055","institution_ids":["https://openalex.org/I3045169105"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086896418","display_name":"Risa Higashita","orcid":"https://orcid.org/0000-0002-8160-2841"},"institutions":[{"id":"https://openalex.org/I4210096693","display_name":"Tomey (Japan)","ror":"https://ror.org/00c06mw10","country_code":"JP","type":"company","lineage":["https://openalex.org/I4210096693"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Risa Higashita","raw_affiliation_strings":["Tomey Corporation, Nagoya, Japan","Tomey Corporation,Nagoya,Japan,451-0051"],"affiliations":[{"raw_affiliation_string":"Tomey Corporation, Nagoya, Japan","institution_ids":["https://openalex.org/I4210096693"]},{"raw_affiliation_string":"Tomey Corporation,Nagoya,Japan,451-0051","institution_ids":["https://openalex.org/I4210096693"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057905491","display_name":"Yitian Zhao","orcid":"https://orcid.org/0000-0003-4357-4592"},"institutions":[{"id":"https://openalex.org/I4210165339","display_name":"Ningbo Institute of Industrial Technology","ror":"https://ror.org/05nqg3g04","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165339"]},{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"funder","lineage":["https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yitian Zhao","raw_affiliation_strings":["Chinese Academy of Sciences, Cixi Institute of Biomedical Engineering Ningbo Institute of Industrial Technology, Ningbo, China","Cixi Institute of Biomedical Engineering Ningbo Institute of Industrial Technology,Chinese Academy of Sciences,Ningbo,China,315201"],"affiliations":[{"raw_affiliation_string":"Chinese Academy of Sciences, Cixi Institute of Biomedical Engineering Ningbo Institute of Industrial Technology, Ningbo, China","institution_ids":["https://openalex.org/I4210165339","https://openalex.org/I19820366"]},{"raw_affiliation_string":"Cixi Institute of Biomedical Engineering Ningbo Institute of Industrial Technology,Chinese Academy of Sciences,Ningbo,China,315201","institution_ids":["https://openalex.org/I4210165339","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001238406","display_name":"Hong Qi","orcid":"https://orcid.org/0000-0003-3066-8020"},"institutions":[{"id":"https://openalex.org/I20231570","display_name":"Peking University","ror":"https://ror.org/02v51f717","country_code":"CN","type":"education","lineage":["https://openalex.org/I20231570"]},{"id":"https://openalex.org/I4210141942","display_name":"Peking University Third Hospital","ror":"https://ror.org/04wwqze12","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210141942"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hong Qi","raw_affiliation_strings":["Department of Ophthalmology, Peking University Third Hospital, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Department of Ophthalmology, Peking University Third Hospital, Beijing, China","institution_ids":["https://openalex.org/I20231570","https://openalex.org/I4210141942"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100325209","display_name":"Jiang Liu","orcid":"https://orcid.org/0000-0001-6281-6505"},"institutions":[{"id":"https://openalex.org/I4210165339","display_name":"Ningbo Institute of Industrial Technology","ror":"https://ror.org/05nqg3g04","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165339"]},{"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/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"funder","lineage":["https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiang Liu","raw_affiliation_strings":["Chinese Academy of Sciences, Cixi Institute of Biomedical Engineering Ningbo Institute of Industrial Technology, Ningbo, China","Guangdong Provincial Key Laboratory of Brain-inspired Intelligent Computation, Southern University of Science and Technology, Shenzhen, China","School of Computer Science and Engineering, Southern University of Science and Technology, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"Chinese Academy of Sciences, Cixi Institute of Biomedical Engineering Ningbo Institute of Industrial Technology, Ningbo, China","institution_ids":["https://openalex.org/I4210165339","https://openalex.org/I19820366"]},{"raw_affiliation_string":"Guangdong Provincial Key Laboratory of Brain-inspired Intelligent Computation, Southern University of Science and Technology, Shenzhen, China","institution_ids":["https://openalex.org/I3045169105"]},{"raw_affiliation_string":"School of Computer Science and Engineering, Southern University of Science and Technology, Shenzhen, China","institution_ids":["https://openalex.org/I3045169105"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5100338793"],"corresponding_institution_ids":["https://openalex.org/I3045169105"],"apc_list":null,"apc_paid":null,"fwci":1.5371,"has_fulltext":false,"cited_by_count":21,"citation_normalized_percentile":{"value":0.84792484,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"516","last_page":"520"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11105","display_name":"Advanced Image Processing Techniques","score":0.9973000288009644,"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"}},"topics":[{"id":"https://openalex.org/T11105","display_name":"Advanced Image Processing Techniques","score":0.9973000288009644,"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"}},{"id":"https://openalex.org/T11438","display_name":"Retinal Imaging and Analysis","score":0.996999979019165,"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/T11019","display_name":"Image Enhancement Techniques","score":0.9941999912261963,"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/fundus","display_name":"Fundus (uterus)","score":0.7704688310623169},{"id":"https://openalex.org/keywords/adaptation","display_name":"Adaptation (eye)","score":0.7470297813415527},{"id":"https://openalex.org/keywords/domain-adaptation","display_name":"Domain adaptation","score":0.7191632986068726},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6985001564025879},{"id":"https://openalex.org/keywords/cataract-surgery","display_name":"Cataract surgery","score":0.570137083530426},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.5488373637199402},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5348528623580933},{"id":"https://openalex.org/keywords/blindness","display_name":"Blindness","score":0.5256175398826599},{"id":"https://openalex.org/keywords/image-restoration","display_name":"Image restoration","score":0.48648449778556824},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.39394500851631165},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.324233740568161},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.32079511880874634},{"id":"https://openalex.org/keywords/optometry","display_name":"Optometry","score":0.2543448805809021},{"id":"https://openalex.org/keywords/ophthalmology","display_name":"Ophthalmology","score":0.21838518977165222},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.21324914693832397},{"id":"https://openalex.org/keywords/image-processing","display_name":"Image processing","score":0.1761283576488495},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.13730159401893616},{"id":"https://openalex.org/keywords/optics","display_name":"Optics","score":0.0662652850151062}],"concepts":[{"id":"https://openalex.org/C2776391266","wikidata":"https://www.wikidata.org/wiki/Q9612","display_name":"Fundus (uterus)","level":2,"score":0.7704688310623169},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.7470297813415527},{"id":"https://openalex.org/C2776434776","wikidata":"https://www.wikidata.org/wiki/Q19246213","display_name":"Domain adaptation","level":3,"score":0.7191632986068726},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6985001564025879},{"id":"https://openalex.org/C2775888743","wikidata":"https://www.wikidata.org/wiki/Q1818260","display_name":"Cataract surgery","level":2,"score":0.570137083530426},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.5488373637199402},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5348528623580933},{"id":"https://openalex.org/C2780929884","wikidata":"https://www.wikidata.org/wiki/Q737460","display_name":"Blindness","level":2,"score":0.5256175398826599},{"id":"https://openalex.org/C106430172","wikidata":"https://www.wikidata.org/wiki/Q6002272","display_name":"Image restoration","level":4,"score":0.48648449778556824},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.39394500851631165},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.324233740568161},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.32079511880874634},{"id":"https://openalex.org/C119767625","wikidata":"https://www.wikidata.org/wiki/Q618211","display_name":"Optometry","level":1,"score":0.2543448805809021},{"id":"https://openalex.org/C118487528","wikidata":"https://www.wikidata.org/wiki/Q161437","display_name":"Ophthalmology","level":1,"score":0.21838518977165222},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.21324914693832397},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.1761283576488495},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.13730159401893616},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0662652850151062},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/isbi48211.2021.9433795","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi48211.2021.9433795","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE 18th International Symposium on Biomedical Imaging (ISBI)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.7799999713897705,"id":"https://metadata.un.org/sdg/11","display_name":"Sustainable cities and communities"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W1990592195","https://openalex.org/W2128254161","https://openalex.org/W2548247194","https://openalex.org/W2593768305","https://openalex.org/W2804694216","https://openalex.org/W2962793481","https://openalex.org/W2963073614","https://openalex.org/W3025469038","https://openalex.org/W3033845331","https://openalex.org/W3105586025","https://openalex.org/W6647720530","https://openalex.org/W6728947681","https://openalex.org/W6777352567"],"related_works":["https://openalex.org/W2374520121","https://openalex.org/W2394034517","https://openalex.org/W2364945429","https://openalex.org/W4388037085","https://openalex.org/W2357322570","https://openalex.org/W3044879582","https://openalex.org/W2927930932","https://openalex.org/W2429379476","https://openalex.org/W4361800274","https://openalex.org/W2114077954"],"abstract_inverted_index":{"Cataract":[0],"presents":[1],"the":[2,9,19,24,30,42,47,53,76,117,127,129,150,154],"leading":[3],"cause":[4],"of":[5,15,21,32,38,55,71,79,159,160],"preventable":[6],"blindness":[7],"in":[8,26,134],"world.":[10],"The":[11,82,157],"degraded":[12],"image":[13],"quality":[14],"cataract":[16,39,59,72,80,101],"fundus":[17],"increases":[18],"risk":[20],"misdiagnosis":[22],"and":[23,41,109,138],"uncertainty":[25],"preoperative":[27],"planning.":[28],"Unfortunately,":[29],"absence":[31],"annotated":[33,89],"data,":[34],"which":[35],"should":[36],"consist":[37],"images":[40,73,102],"corresponding":[43],"clear":[44],"ones":[45],"from":[46,120],"same":[48],"patients":[49],"after":[50],"surgery,":[51],"limits":[52],"development":[54],"restoration":[56,69,98,118],"algorithms":[57],"for":[58,100],"images.":[60,95],"In":[61,126],"this":[62,161],"paper,":[63],"we":[64],"propose":[65],"an":[66,88,135],"end-to-end":[67],"unsupervised":[68,112],"method":[70,84,131,152],"to":[74,115,123],"enhance":[75],"clinical":[77],"observation":[78],"fundus.":[81],"proposed":[83,130,151],"begins":[85],"with":[86,141],"constructing":[87],"source":[90],"domain":[91,113],"through":[92],"simulating":[93],"cataract-like":[94],"Then":[96],"a":[97,139],"model":[99],"is":[103,132,147],"designed":[104],"based":[105],"on":[106],"pix2pix":[107],"framework":[108],"trained":[110],"via":[111],"adaptation":[114],"generalize":[116],"mapping":[119],"simulated":[121],"data":[122],"real":[124],"one.":[125],"experiment,":[128],"validated":[133],"ablation":[136],"study":[137],"comparison":[140],"previous":[142,155],"methods.":[143,156],"A":[144],"favorable":[145],"performance":[146],"presented":[148],"by":[149],"against":[153],"code":[158],"paper":[162],"will":[163],"be":[164],"released":[165],"at":[166],"https://github.com/liamheng/Restoration-of-Cataract-Images-via-Domain-Adaptation.":[167]},"counts_by_year":[{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":9}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}