{"id":"https://openalex.org/W3155794344","doi":"https://doi.org/10.1109/jbhi.2021.3074852","title":"Speckle Noise Reduction for OCT Images Based on Image Style Transfer and Conditional GAN","display_name":"Speckle Noise Reduction for OCT Images Based on Image Style Transfer and Conditional GAN","publication_year":2021,"publication_date":"2021-04-21","ids":{"openalex":"https://openalex.org/W3155794344","doi":"https://doi.org/10.1109/jbhi.2021.3074852","mag":"3155794344","pmid":"https://pubmed.ncbi.nlm.nih.gov/33882009"},"language":"en","primary_location":{"id":"doi:10.1109/jbhi.2021.3074852","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2021.3074852","pdf_url":null,"source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Biomedical and Health Informatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5056443318","display_name":"Yi Zhou","orcid":"https://orcid.org/0000-0003-0565-9456"},"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":"Yi Zhou","raw_affiliation_strings":["School of Electronics and Information Engineering, Soochow University, Jiangsu, China"],"raw_orcid":"https://orcid.org/0000-0003-0565-9456","affiliations":[{"raw_affiliation_string":"School of Electronics and Information Engineering, Soochow University, Jiangsu, China","institution_ids":["https://openalex.org/I3923682"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100692616","display_name":"Kai Yu","orcid":"https://orcid.org/0000-0001-6752-6216"},"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":false,"raw_author_name":"Kai Yu","raw_affiliation_strings":["School of Electronics and Information Engineering, Soochow University, Jiangsu, China"],"raw_orcid":"https://orcid.org/0000-0001-6752-6216","affiliations":[{"raw_affiliation_string":"School of Electronics and Information Engineering, Soochow University, Jiangsu, China","institution_ids":["https://openalex.org/I3923682"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100377107","display_name":"Meng Wang","orcid":"https://orcid.org/0000-0001-7882-1747"},"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":false,"raw_author_name":"Meng Wang","raw_affiliation_strings":["School of Electronics and Information Engineering, Soochow University, Jiangsu, China"],"raw_orcid":"https://orcid.org/0000-0001-7882-1747","affiliations":[{"raw_affiliation_string":"School of Electronics and Information Engineering, Soochow University, Jiangsu, China","institution_ids":["https://openalex.org/I3923682"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047676434","display_name":"Yuhui Ma","orcid":"https://orcid.org/0000-0001-5660-5218"},"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":false,"raw_author_name":"Yuhui Ma","raw_affiliation_strings":["School of Electronics and Information Engineering, Soochow University, Jiangsu, China"],"raw_orcid":"https://orcid.org/0000-0001-5660-5218","affiliations":[{"raw_affiliation_string":"School of Electronics and Information Engineering, Soochow University, Jiangsu, 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":[{"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":false,"raw_author_name":"Yuanyuan Peng","raw_affiliation_strings":["School of Electronics and Information Engineering, Soochow University, Jiangsu, China"],"raw_orcid":"https://orcid.org/0000-0003-2852-1951","affiliations":[{"raw_affiliation_string":"School of Electronics and Information Engineering, Soochow University, Jiangsu, China","institution_ids":["https://openalex.org/I3923682"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081468635","display_name":"Zhongyue Chen","orcid":"https://orcid.org/0000-0001-5097-0812"},"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":false,"raw_author_name":"Zhongyue Chen","raw_affiliation_strings":["School of Electronics and Information Engineering, Soochow University, Jiangsu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electronics and Information Engineering, Soochow University, Jiangsu, China","institution_ids":["https://openalex.org/I3923682"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058024483","display_name":"Weifang Zhu","orcid":"https://orcid.org/0000-0001-9540-4101"},"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":false,"raw_author_name":"Weifang Zhu","raw_affiliation_strings":["School of Electronics and Information Engineering, Soochow University, Jiangsu, China"],"raw_orcid":"https://orcid.org/0000-0001-9540-4101","affiliations":[{"raw_affiliation_string":"School of Electronics and Information Engineering, Soochow University, Jiangsu, China","institution_ids":["https://openalex.org/I3923682"]}]},{"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/I3923682","display_name":"Soochow University","ror":"https://ror.org/05t8y2r12","country_code":"CN","type":"education","lineage":["https://openalex.org/I3923682"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fei Shi","raw_affiliation_strings":["School of Electronics and Information Engineering, Soochow University, Jiangsu, China"],"raw_orcid":"https://orcid.org/0000-0002-8878-6655","affiliations":[{"raw_affiliation_string":"School of Electronics and Information Engineering, Soochow University, Jiangsu, China","institution_ids":["https://openalex.org/I3923682"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5079807652","display_name":"Xinjian Chen","orcid":"https://orcid.org/0000-0002-0871-293X"},"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":false,"raw_author_name":"Xinjian Chen","raw_affiliation_strings":["School of Electronics and Information Engineering and the State Key Laboratory of Radiation Medicine and Protection, Soochow University, Jiangsu, China"],"raw_orcid":"https://orcid.org/0000-0002-0871-293X","affiliations":[{"raw_affiliation_string":"School of Electronics and Information Engineering and the State Key Laboratory of Radiation Medicine and Protection, Soochow University, Jiangsu, China","institution_ids":["https://openalex.org/I3923682"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5056443318"],"corresponding_institution_ids":["https://openalex.org/I3923682"],"apc_list":null,"apc_paid":null,"fwci":4.655,"has_fulltext":false,"cited_by_count":76,"citation_normalized_percentile":{"value":0.95982957,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"26","issue":"1","first_page":"139","last_page":"150"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11105","display_name":"Advanced Image Processing 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"}},"topics":[{"id":"https://openalex.org/T11105","display_name":"Advanced Image Processing 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"}},{"id":"https://openalex.org/T11569","display_name":"Optical Coherence Tomography Applications","score":0.9905999898910522,"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/T10531","display_name":"Advanced Vision and Imaging","score":0.9886000156402588,"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/speckle-noise","display_name":"Speckle noise","score":0.8546417951583862},{"id":"https://openalex.org/keywords/optical-coherence-tomography","display_name":"Optical coherence tomography","score":0.7517397999763489},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7505970001220703},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7442722320556641},{"id":"https://openalex.org/keywords/scanner","display_name":"Scanner","score":0.6959131360054016},{"id":"https://openalex.org/keywords/speckle-pattern","display_name":"Speckle pattern","score":0.6659092903137207},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.594658374786377},{"id":"https://openalex.org/keywords/noise","display_name":"Noise (video)","score":0.529607892036438},{"id":"https://openalex.org/keywords/noise-reduction","display_name":"Noise reduction","score":0.47748327255249023},{"id":"https://openalex.org/keywords/image-quality","display_name":"Image quality","score":0.44107717275619507},{"id":"https://openalex.org/keywords/ground-truth","display_name":"Ground truth","score":0.43597468733787537},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3788391947746277},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.22892728447914124},{"id":"https://openalex.org/keywords/optics","display_name":"Optics","score":0.17900142073631287},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.0910535454750061}],"concepts":[{"id":"https://openalex.org/C180940675","wikidata":"https://www.wikidata.org/wiki/Q7575045","display_name":"Speckle noise","level":3,"score":0.8546417951583862},{"id":"https://openalex.org/C2778818243","wikidata":"https://www.wikidata.org/wiki/Q899552","display_name":"Optical coherence tomography","level":2,"score":0.7517397999763489},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7505970001220703},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7442722320556641},{"id":"https://openalex.org/C2779751349","wikidata":"https://www.wikidata.org/wiki/Q1474480","display_name":"Scanner","level":2,"score":0.6959131360054016},{"id":"https://openalex.org/C102290492","wikidata":"https://www.wikidata.org/wiki/Q7575045","display_name":"Speckle pattern","level":2,"score":0.6659092903137207},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.594658374786377},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.529607892036438},{"id":"https://openalex.org/C163294075","wikidata":"https://www.wikidata.org/wiki/Q581861","display_name":"Noise reduction","level":2,"score":0.47748327255249023},{"id":"https://openalex.org/C55020928","wikidata":"https://www.wikidata.org/wiki/Q3813865","display_name":"Image quality","level":3,"score":0.44107717275619507},{"id":"https://openalex.org/C146849305","wikidata":"https://www.wikidata.org/wiki/Q370766","display_name":"Ground truth","level":2,"score":0.43597468733787537},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3788391947746277},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.22892728447914124},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.17900142073631287},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0910535454750061}],"mesh":[{"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":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012160","descriptor_name":"Retina","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D012160","descriptor_name":"Retina","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D012160","descriptor_name":"Retina","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D041623","descriptor_name":"Tomography, Optical Coherence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D041623","descriptor_name":"Tomography, Optical Coherence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D041623","descriptor_name":"Tomography, Optical Coherence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D059629","descriptor_name":"Signal-To-Noise Ratio","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D059629","descriptor_name":"Signal-To-Noise Ratio","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D059629","descriptor_name":"Signal-To-Noise Ratio","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1109/jbhi.2021.3074852","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2021.3074852","pdf_url":null,"source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Biomedical and Health Informatics","raw_type":"journal-article"},{"id":"pmid:33882009","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/33882009","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":"IEEE journal of biomedical and health informatics","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Sustainable cities and communities","id":"https://metadata.un.org/sdg/11","score":0.41999998688697815}],"awards":[{"id":"https://openalex.org/G5260469750","display_name":null,"funder_award_id":"61622114","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":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":59,"referenced_works":["https://openalex.org/W1522301498","https://openalex.org/W1627054999","https://openalex.org/W1901129140","https://openalex.org/W1970003143","https://openalex.org/W1986040035","https://openalex.org/W2021229920","https://openalex.org/W2031818551","https://openalex.org/W2032476163","https://openalex.org/W2037636472","https://openalex.org/W2047781078","https://openalex.org/W2049909233","https://openalex.org/W2056370875","https://openalex.org/W2057771708","https://openalex.org/W2062786827","https://openalex.org/W2070673984","https://openalex.org/W2085232786","https://openalex.org/W2088853231","https://openalex.org/W2097073572","https://openalex.org/W2112437734","https://openalex.org/W2128033169","https://openalex.org/W2133047176","https://openalex.org/W2133665775","https://openalex.org/W2166086209","https://openalex.org/W2170348850","https://openalex.org/W2338570568","https://openalex.org/W2418802570","https://openalex.org/W2502312327","https://openalex.org/W2504874736","https://openalex.org/W2508457857","https://openalex.org/W2523513766","https://openalex.org/W2590289526","https://openalex.org/W2608302828","https://openalex.org/W2641816967","https://openalex.org/W2741826584","https://openalex.org/W2745006834","https://openalex.org/W2766341514","https://openalex.org/W2784344583","https://openalex.org/W2806695658","https://openalex.org/W2886541372","https://openalex.org/W2887746098","https://openalex.org/W2890858414","https://openalex.org/W2891177516","https://openalex.org/W2892052962","https://openalex.org/W2894857791","https://openalex.org/W2907628481","https://openalex.org/W2951842026","https://openalex.org/W2962793481","https://openalex.org/W2963073614","https://openalex.org/W2963470893","https://openalex.org/W2963971125","https://openalex.org/W2977808227","https://openalex.org/W2995072672","https://openalex.org/W3013198566","https://openalex.org/W3101406715","https://openalex.org/W3101808677","https://openalex.org/W4289086616","https://openalex.org/W6631190155","https://openalex.org/W6724804524","https://openalex.org/W6753548976"],"related_works":["https://openalex.org/W2799624451","https://openalex.org/W2133290590","https://openalex.org/W2055824452","https://openalex.org/W2042914788","https://openalex.org/W2182190754","https://openalex.org/W4321264664","https://openalex.org/W2009383287","https://openalex.org/W2121688719","https://openalex.org/W2016481886","https://openalex.org/W1989852278"],"abstract_inverted_index":{"Raw":[0],"optical":[1],"coherence":[2],"tomography":[3],"(OCT)":[4],"images":[5,52,167,178],"typically":[6],"are":[7],"of":[8,24,93,118,176],"low":[9],"quality":[10,20],"because":[11],"speckle":[12,47,86,151,190,225],"noise":[13,48,87,152,191,226],"blurs":[14],"retinal":[15,228],"structures,":[16],"severely":[17],"compromising":[18],"visual":[19],"and":[21,75,182,220,231],"degrading":[22],"performances":[23],"subsequent":[25],"image":[26,110],"analysis":[27],"tasks.":[28],"In":[29,67],"our":[30,79,130,217],"previous":[31,131,218],"study":[32],"(Ma":[33],"et":[34],"al.,":[35],"2018),":[36],"we":[37,60,70,158],"have":[38],"developed":[39],"a":[40,99,136,203],"Conditional":[41],"Generative":[42],"Adversarial":[43],"Network":[44],"(cGAN)":[45],"for":[46,85],"removal":[49],"in":[50,129,153,192,224],"OCT":[51,57,81,109,154],"collected":[53,112,168,205],"by":[54,113,169,206],"several":[55],"commercial":[56],"scanners,":[58],"which":[59],"collectively":[61],"refer":[62],"to":[63,78,103,122,149,164,172,188],"as":[64],"scanner":[65,82,170,180,207],"T.":[66],"this":[68],"paper,":[69],"improve":[71],"the":[72,119,124,141,145,161,174,177,185,193,199,213],"cGAN":[73],"model":[74,91,138,163,187,215],"apply":[76,160],"it":[77],"in-house":[80],"(scanner":[83],"B)":[84],"suppression.":[88],"The":[89,116],"proposed":[90,200],"consists":[92],"two":[94,108],"steps:":[95],"1)":[96],"We":[97,134,197],"train":[98,135],"Cycle-Consistent":[100],"GAN":[101],"(CycleGAN)":[102],"learn":[104],"style":[105,175,194],"transfer":[106],"between":[107],"datasets":[111],"different":[114],"scanners.":[115],"purpose":[117],"CycleGAN":[120,162],"is":[121],"leverage":[123],"ground":[125,146],"truth":[126,147],"dataset":[127,148,204],"created":[128],"study.":[132],"2)":[133],"mini-cGAN":[137,186],"based":[139],"on":[140,202],"PatchGAN":[142],"mechanism":[143],"with":[144],"suppress":[150,189],"images.":[155,196],"After":[156],"training,":[157],"first":[159],"convert":[165],"raw":[166],"B":[171],"match":[173],"from":[179],"T,":[181],"subsequently":[183],"use":[184],"transferred":[195],"evaluate":[198],"method":[201,219],"B.":[208],"Experimental":[209],"results":[210],"show":[211],"that":[212],"improved":[214],"outperforms":[216],"other":[221],"state-of-the-art":[222],"models":[223],"removal,":[227],"structure":[229],"preservation":[230],"contrast":[232],"enhancement.":[233]},"counts_by_year":[{"year":2026,"cited_by_count":8},{"year":2025,"cited_by_count":20},{"year":2024,"cited_by_count":14},{"year":2023,"cited_by_count":21},{"year":2022,"cited_by_count":11},{"year":2021,"cited_by_count":2}],"updated_date":"2026-05-24T08:33:08.758527","created_date":"2025-10-10T00:00:00"}
