{"id":"https://openalex.org/W3165758078","doi":"https://doi.org/10.1109/ismict51748.2021.9434912","title":"A Decomposition-based Network for Non-uniform Illuminated Retinal Image Enhancement","display_name":"A Decomposition-based Network for Non-uniform Illuminated Retinal Image Enhancement","publication_year":2021,"publication_date":"2021-04-14","ids":{"openalex":"https://openalex.org/W3165758078","doi":"https://doi.org/10.1109/ismict51748.2021.9434912","mag":"3165758078"},"language":"en","primary_location":{"id":"doi:10.1109/ismict51748.2021.9434912","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ismict51748.2021.9434912","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 15th International Symposium on Medical Information and Communication Technology (ISMICT)","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/A5082115655","display_name":"Lujian Ye","orcid":null},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Lujian Ye","raw_affiliation_strings":["University of Science and Technology of China,China","University of Science and Technology of China, China"],"affiliations":[{"raw_affiliation_string":"University of Science and Technology of China,China","institution_ids":["https://openalex.org/I126520041"]},{"raw_affiliation_string":"University of Science and Technology of China, China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079007635","display_name":"Xueyang Fu","orcid":"https://orcid.org/0000-0001-8036-4071"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xueyang Fu","raw_affiliation_strings":["University of Science and Technology of China,China","University of Science and Technology of China, China"],"affiliations":[{"raw_affiliation_string":"University of Science and Technology of China,China","institution_ids":["https://openalex.org/I126520041"]},{"raw_affiliation_string":"University of Science and Technology of China, China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100756739","display_name":"Aiping Liu","orcid":"https://orcid.org/0000-0001-8849-5228"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Aiping Liu","raw_affiliation_strings":["University of Science and Technology of China,China","University of Science and Technology of China, China"],"affiliations":[{"raw_affiliation_string":"University of Science and Technology of China,China","institution_ids":["https://openalex.org/I126520041"]},{"raw_affiliation_string":"University of Science and Technology of China, China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5003217535","display_name":"Zheng-Jun Zha","orcid":"https://orcid.org/0000-0003-2510-8993"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zheng-Jun Zha","raw_affiliation_strings":["University of Science and Technology of China,China","University of Science and Technology of China, China"],"affiliations":[{"raw_affiliation_string":"University of Science and Technology of China,China","institution_ids":["https://openalex.org/I126520041"]},{"raw_affiliation_string":"University of Science and Technology of China, China","institution_ids":["https://openalex.org/I126520041"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5082115655"],"corresponding_institution_ids":["https://openalex.org/I126520041"],"apc_list":null,"apc_paid":null,"fwci":0.1375,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.46734178,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"59","last_page":"64"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"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"}},"topics":[{"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/T11019","display_name":"Image Enhancement Techniques","score":0.9990000128746033,"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/T11569","display_name":"Optical Coherence Tomography Applications","score":0.9983000159263611,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7595273852348328},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7265506386756897},{"id":"https://openalex.org/keywords/color-constancy","display_name":"Color constancy","score":0.6605428457260132},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.6520893573760986},{"id":"https://openalex.org/keywords/image-quality","display_name":"Image quality","score":0.594773530960083},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.5784158706665039},{"id":"https://openalex.org/keywords/reflectivity","display_name":"Reflectivity","score":0.41327619552612305},{"id":"https://openalex.org/keywords/decomposition","display_name":"Decomposition","score":0.41281378269195557},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.40929436683654785},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3336248993873596},{"id":"https://openalex.org/keywords/optics","display_name":"Optics","score":0.15979310870170593}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7595273852348328},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7265506386756897},{"id":"https://openalex.org/C187888035","wikidata":"https://www.wikidata.org/wiki/Q2563885","display_name":"Color constancy","level":3,"score":0.6605428457260132},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.6520893573760986},{"id":"https://openalex.org/C55020928","wikidata":"https://www.wikidata.org/wiki/Q3813865","display_name":"Image quality","level":3,"score":0.594773530960083},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.5784158706665039},{"id":"https://openalex.org/C108597893","wikidata":"https://www.wikidata.org/wiki/Q663650","display_name":"Reflectivity","level":2,"score":0.41327619552612305},{"id":"https://openalex.org/C124681953","wikidata":"https://www.wikidata.org/wiki/Q339062","display_name":"Decomposition","level":2,"score":0.41281378269195557},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.40929436683654785},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3336248993873596},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.15979310870170593},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ismict51748.2021.9434912","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ismict51748.2021.9434912","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 15th International Symposium on Medical Information and Communication Technology (ISMICT)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3","score":0.7699999809265137}],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":50,"referenced_works":["https://openalex.org/W1513440577","https://openalex.org/W1878947057","https://openalex.org/W1987444808","https://openalex.org/W1997183308","https://openalex.org/W2001412060","https://openalex.org/W2054814429","https://openalex.org/W2060488209","https://openalex.org/W2062786827","https://openalex.org/W2066146532","https://openalex.org/W2100756624","https://openalex.org/W2108598243","https://openalex.org/W2119523460","https://openalex.org/W2127757833","https://openalex.org/W2128926607","https://openalex.org/W2133665775","https://openalex.org/W2150461190","https://openalex.org/W2150769593","https://openalex.org/W2166524747","https://openalex.org/W2169736040","https://openalex.org/W2194775991","https://openalex.org/W2468596194","https://openalex.org/W2523532944","https://openalex.org/W2566376500","https://openalex.org/W2611742580","https://openalex.org/W2616936297","https://openalex.org/W2622927176","https://openalex.org/W2782364420","https://openalex.org/W2783573276","https://openalex.org/W2784067660","https://openalex.org/W2804694216","https://openalex.org/W2887817889","https://openalex.org/W2897662688","https://openalex.org/W2904488225","https://openalex.org/W2905038296","https://openalex.org/W2921406441","https://openalex.org/W2948475969","https://openalex.org/W2949187370","https://openalex.org/W2950335850","https://openalex.org/W2967085153","https://openalex.org/W3035731588","https://openalex.org/W3093105640","https://openalex.org/W3101507774","https://openalex.org/W3102864715","https://openalex.org/W3103010481","https://openalex.org/W3105586025","https://openalex.org/W3121661546","https://openalex.org/W6639138679","https://openalex.org/W6677637580","https://openalex.org/W6754146604","https://openalex.org/W6763226398"],"related_works":["https://openalex.org/W4237735386","https://openalex.org/W2982638676","https://openalex.org/W2622554317","https://openalex.org/W2006198159","https://openalex.org/W2114667878","https://openalex.org/W1603973577","https://openalex.org/W2159871081","https://openalex.org/W2082294883","https://openalex.org/W3129115184","https://openalex.org/W219947092"],"abstract_inverted_index":{"The":[0],"retinal":[1,23,64,175],"images":[2,24],"are":[3,25,153],"often":[4],"used":[5],"in":[6,99,203],"diagnosis":[7,32],"of":[8,22,26,33,40,62,69,143,207],"eye":[9,34],"diseases.":[10],"However,":[11],"due":[12],"to":[13,53,58,76,93,111,117,134,155,184],"the":[14,38,55,60,63,72,86,90,95,100,113,119,124,136,141,147,151,157,187,191,197,205],"non-uniform":[15,56],"illumination":[16,57,81,92,120,138,149,188],"during":[17],"imaging,":[18],"a":[19,50,106,167],"considerable":[20],"proportion":[21],"low":[27],"quality,":[28],"which":[29],"affect":[30],"doctors'":[31],"diseases":[35],"and":[36,82,85,121,139,150,193],"reduce":[37],"performance":[39],"downstream":[41],"diagnostic":[42],"systems.":[43],"To":[44,161],"address":[45],"this":[46],"problem,":[47],"we":[48,104,165],"propose":[49],"decomposition-based":[51],"network":[52,67,110,130,163],"remove":[54],"enhance":[59,186],"quality":[61,174],"images.":[65,145,176],"Our":[66],"consists":[68],"two":[70],"parts:":[71],"first":[73],"sub-network":[74],"aims":[75],"decompose":[77],"an":[78,128],"image":[79,96,101,125],"into":[80],"reflectance":[83,152],"maps,":[84],"second":[87],"one":[88],"adjusts":[89],"estimated":[91,137],"improve":[94],"quality.":[97],"Specifically,":[98],"decomposition":[102,115],"stage,":[103,127],"train":[105],"deep":[107],"convolutional":[108],"neural":[109],"approximate":[112],"Retinex-based":[114],"algorithm":[116],"estimate":[118],"reflectance.":[122],"In":[123],"enhancement":[126],"encoder-decoder":[129],"structure":[131],"is":[132,182],"adopted":[133],"adjust":[135],"learn":[140],"distribution":[142],"well-lit":[144],"Finally,":[146],"adjusted":[148],"combined":[154],"obtain":[156],"final":[158],"enhanced":[159],"result.":[160],"facilitate":[162],"training,":[164],"construct":[166],"new":[168],"dataset":[169],"that":[170,179],"contains":[171],"paired":[172],"low/high":[173],"Experiments":[177],"show":[178],"our":[180],"method":[181,199],"able":[183],"effectively":[185],"while":[189],"preserving":[190],"detail":[192],"color":[194],"information.":[195],"Furthermore,":[196],"proposed":[198],"also":[200],"has":[201],"advantages":[202],"improving":[204],"accuracy":[206],"blood":[208],"vessel":[209],"segmentation.":[210]},"counts_by_year":[{"year":2023,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}