{"id":"https://openalex.org/W3004446423","doi":"https://doi.org/10.1109/bibm47256.2019.8983136","title":"Blind Image Inpainting Using Pyramid GAN on Thyroid Ultrasound Images","display_name":"Blind Image Inpainting Using Pyramid GAN on Thyroid Ultrasound Images","publication_year":2019,"publication_date":"2019-11-01","ids":{"openalex":"https://openalex.org/W3004446423","doi":"https://doi.org/10.1109/bibm47256.2019.8983136","mag":"3004446423"},"language":"en","primary_location":{"id":"doi:10.1109/bibm47256.2019.8983136","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibm47256.2019.8983136","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5100429597","display_name":"Xuewei Li","orcid":"https://orcid.org/0000-0002-5330-7298"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Xuewei Li","raw_affiliation_strings":["Tianjin Key Laboratory of Advanced Networking,China","Tianjin Key Laboratory of Advanced Networking, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tianjin Key Laboratory of Advanced Networking,China","institution_ids":[]},{"raw_affiliation_string":"Tianjin Key Laboratory of Advanced Networking, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070603373","display_name":"Hongqian Shen","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Hongqian Shen","raw_affiliation_strings":["Tianjin Key Laboratory of Advanced Networking,China","Tianjin Key Laboratory of Advanced Networking, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tianjin Key Laboratory of Advanced Networking,China","institution_ids":[]},{"raw_affiliation_string":"Tianjin Key Laboratory of Advanced Networking, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027142928","display_name":"Mei Yu","orcid":"https://orcid.org/0000-0002-5169-4829"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Mei Yu","raw_affiliation_strings":["Tianjin Key Laboratory of Advanced Networking,China","Tianjin Key Laboratory of Advanced Networking, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tianjin Key Laboratory of Advanced Networking,China","institution_ids":[]},{"raw_affiliation_string":"Tianjin Key Laboratory of Advanced Networking, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108217456","display_name":"Xi Wei","orcid":null},"institutions":[{"id":"https://openalex.org/I2802573037","display_name":"Tianjin Medical University Cancer Institute and Hospital","ror":"https://ror.org/0152hn881","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I2802573037"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xi Wei","raw_affiliation_strings":["Tianjin Medical University Cancer Institute and Hospital","Tianjin Key Laboratory of Advanced Networking, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tianjin Medical University Cancer Institute and Hospital","institution_ids":["https://openalex.org/I2802573037"]},{"raw_affiliation_string":"Tianjin Key Laboratory of Advanced Networking, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101479726","display_name":"Han Jiang","orcid":"https://orcid.org/0000-0002-6286-0220"},"institutions":[{"id":"https://openalex.org/I2802573037","display_name":"Tianjin Medical University Cancer Institute and Hospital","ror":"https://ror.org/0152hn881","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I2802573037"]},{"id":"https://openalex.org/I4210123492","display_name":"Advanced Technology & Materials (China)","ror":"https://ror.org/02s3fnw45","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210123492"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiang Han","raw_affiliation_strings":["Beijing AXIS Technology Company Limited,China","Tianjin Medical University Cancer Institute and Hospital"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing AXIS Technology Company Limited,China","institution_ids":["https://openalex.org/I4210123492"]},{"raw_affiliation_string":"Tianjin Medical University Cancer Institute and Hospital","institution_ids":["https://openalex.org/I2802573037"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101830202","display_name":"Jialin Zhu","orcid":"https://orcid.org/0000-0002-3126-2148"},"institutions":[{"id":"https://openalex.org/I2802573037","display_name":"Tianjin Medical University Cancer Institute and Hospital","ror":"https://ror.org/0152hn881","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I2802573037"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jialin Zhu","raw_affiliation_strings":["Tianjin Medical University Cancer Institute and Hospital","Beijing AXIS Technology Company Limited, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tianjin Medical University Cancer Institute and Hospital","institution_ids":["https://openalex.org/I2802573037"]},{"raw_affiliation_string":"Beijing AXIS Technology Company Limited, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101520408","display_name":"Jie Gao","orcid":"https://orcid.org/0000-0002-9061-2259"},"institutions":[{"id":"https://openalex.org/I2802573037","display_name":"Tianjin Medical University Cancer Institute and Hospital","ror":"https://ror.org/0152hn881","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I2802573037"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jie Gao","raw_affiliation_strings":["Tianjin Key Laboratory of Advanced Networking,China","Tianjin Medical University Cancer Institute and Hospital"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tianjin Key Laboratory of Advanced Networking,China","institution_ids":[]},{"raw_affiliation_string":"Tianjin Medical University Cancer Institute and Hospital","institution_ids":["https://openalex.org/I2802573037"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100415093","display_name":"Zhi-Qiang Liu","orcid":"https://orcid.org/0000-0002-1883-2871"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhiqiang Liu","raw_affiliation_strings":["Tianjin Key Laboratory of Advanced Networking,China","Tianjin Key Laboratory of Advanced Networking, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tianjin Key Laboratory of Advanced Networking,China","institution_ids":[]},{"raw_affiliation_string":"Tianjin Key Laboratory of Advanced Networking, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100778270","display_name":"Yulin Zhang","orcid":"https://orcid.org/0000-0001-7231-3880"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yulin Zhang","raw_affiliation_strings":["Tianjin Key Laboratory of Advanced Networking,China","Tianjin Key Laboratory of Advanced Networking, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tianjin Key Laboratory of Advanced Networking,China","institution_ids":[]},{"raw_affiliation_string":"Tianjin Key Laboratory of Advanced Networking, China","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5110584498","display_name":"Ruiguo Yu","orcid":"https://orcid.org/0000-0003-4039-2355"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ruiguo Yu","raw_affiliation_strings":["Tianjin Key Laboratory of Advanced Networking,China","Tianjin Key Laboratory of Advanced Networking, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tianjin Key Laboratory of Advanced Networking,China","institution_ids":[]},{"raw_affiliation_string":"Tianjin Key Laboratory of Advanced Networking, China","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"678","last_page":"683"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.9976999759674072,"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/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.9976999759674072,"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/T11105","display_name":"Advanced Image Processing Techniques","score":0.996399998664856,"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/T10862","display_name":"AI in cancer detection","score":0.9902999997138977,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/discriminator","display_name":"Discriminator","score":0.8640594482421875},{"id":"https://openalex.org/keywords/inpainting","display_name":"Inpainting","score":0.8352429866790771},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7591162323951721},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.6363568305969238},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6315181851387024},{"id":"https://openalex.org/keywords/pyramid","display_name":"Pyramid (geometry)","score":0.5996227264404297},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.5645186305046082},{"id":"https://openalex.org/keywords/pixel","display_name":"Pixel","score":0.5264630913734436},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.519795298576355},{"id":"https://openalex.org/keywords/image-texture","display_name":"Image texture","score":0.49901843070983887},{"id":"https://openalex.org/keywords/generator","display_name":"Generator (circuit theory)","score":0.4947749972343445},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.46929723024368286},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.4362218976020813},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.4196479618549347},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.250690758228302},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.0882662832736969},{"id":"https://openalex.org/keywords/power","display_name":"Power (physics)","score":0.07859018445014954}],"concepts":[{"id":"https://openalex.org/C2779803651","wikidata":"https://www.wikidata.org/wiki/Q5282088","display_name":"Discriminator","level":3,"score":0.8640594482421875},{"id":"https://openalex.org/C11727466","wikidata":"https://www.wikidata.org/wiki/Q1628157","display_name":"Inpainting","level":3,"score":0.8352429866790771},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7591162323951721},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.6363568305969238},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6315181851387024},{"id":"https://openalex.org/C142575187","wikidata":"https://www.wikidata.org/wiki/Q3358290","display_name":"Pyramid (geometry)","level":2,"score":0.5996227264404297},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5645186305046082},{"id":"https://openalex.org/C160633673","wikidata":"https://www.wikidata.org/wiki/Q355198","display_name":"Pixel","level":2,"score":0.5264630913734436},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.519795298576355},{"id":"https://openalex.org/C63099799","wikidata":"https://www.wikidata.org/wiki/Q17147001","display_name":"Image texture","level":4,"score":0.49901843070983887},{"id":"https://openalex.org/C2780992000","wikidata":"https://www.wikidata.org/wiki/Q17016113","display_name":"Generator (circuit theory)","level":3,"score":0.4947749972343445},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.46929723024368286},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.4362218976020813},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.4196479618549347},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.250690758228302},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0882662832736969},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.07859018445014954},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"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/C94915269","wikidata":"https://www.wikidata.org/wiki/Q1834857","display_name":"Detector","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bibm47256.2019.8983136","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibm47256.2019.8983136","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Reduced inequalities","score":0.6899999976158142,"id":"https://metadata.un.org/sdg/10"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":30,"referenced_works":["https://openalex.org/W134498629","https://openalex.org/W1945616565","https://openalex.org/W1993120651","https://openalex.org/W2012875423","https://openalex.org/W2070604790","https://openalex.org/W2099471712","https://openalex.org/W2125873654","https://openalex.org/W2146337213","https://openalex.org/W2147901574","https://openalex.org/W2173520492","https://openalex.org/W2476548250","https://openalex.org/W2479644247","https://openalex.org/W2557414982","https://openalex.org/W2731516742","https://openalex.org/W2738588019","https://openalex.org/W2798365772","https://openalex.org/W2808226164","https://openalex.org/W2962700793","https://openalex.org/W2962793481","https://openalex.org/W2963207607","https://openalex.org/W2963420272","https://openalex.org/W2963684088","https://openalex.org/W2963771536","https://openalex.org/W2963917315","https://openalex.org/W2964013315","https://openalex.org/W2997095758","https://openalex.org/W3043547428","https://openalex.org/W4320013936","https://openalex.org/W6681686951","https://openalex.org/W6746466744"],"related_works":["https://openalex.org/W3118801205","https://openalex.org/W2030411253","https://openalex.org/W4360784979","https://openalex.org/W3017192027","https://openalex.org/W2204605857","https://openalex.org/W1996489018","https://openalex.org/W2120981610","https://openalex.org/W2007664797","https://openalex.org/W3129669851","https://openalex.org/W2360759360"],"abstract_inverted_index":{"Thyroid":[0],"ultrasound":[1],"image":[2,51,79,91,148],"is":[3],"an":[4],"important":[5],"basis":[6],"for":[7,49],"artificial":[8],"intelligence":[9],"assisted":[10],"treatment":[11],"of":[12,27,74,98,104,116],"thyroid-related":[13],"diseases,":[14],"but":[15,120],"existing":[16,146],"images":[17],"usually":[18],"contain":[19],"special":[20],"cross":[21,55],"symbols":[22],"which":[23,93],"represent":[24],"the":[25,34,41,72,75,84,95,105,111,117,123,132],"location":[26],"nodules":[28],"marked":[29],"by":[30,40],"doctors,":[31],"thus":[32],"affecting":[33],"features":[35],"and":[36,64,78,113,140],"diagnostic":[37],"results":[38,103],"extracted":[39],"deep":[42],"learning":[43],"algorithm.":[44],"We":[45],"propose":[46],"Pyramid":[47],"GAN(Py-GAN)":[48],"blind":[50],"inpainting":[52,102,149],"to":[53,88,145],"remove":[54],"symbols.":[56],"Py-GAN":[57,107],"contains":[58],"a":[59,65],"generator":[60,82],"with":[61],"pyramid":[62],"structure":[63],"global":[66,69],"discriminator.":[67],"The":[68,81,101],"discriminator":[70],"improves":[71],"authenticity":[73],"corrupted":[76,133],"regions":[77],"consistency.":[80],"uses":[83],"joint":[85],"context":[86],"loss":[87,97],"get":[89],"clear":[90],"restoration,":[92],"prevents":[94],"information":[96,115],"non-completion":[99],"area.":[100],"proposed":[106],"not":[108],"only":[109],"maintains":[110],"texture":[112],"structural":[114],"original":[118],"image,":[119],"also":[121],"has":[122],"greatest":[124],"advantage":[125],"that":[126],"there":[127],"are":[128,143],"no":[129],"artifacts":[130],"in":[131],"regions,":[134],"achieving":[135],"pixel-level":[136],"realism.":[137],"Both":[138],"qualitative":[139],"quantitative":[141],"comparisons":[142],"superior":[144],"learning/non-learning":[147],"works.":[150]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":2}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
