{"id":"https://openalex.org/W3214043288","doi":"https://doi.org/10.1109/access.2021.3128721","title":"Compressed Sensing via Measurement-Conditional Generative Models","display_name":"Compressed Sensing via Measurement-Conditional Generative Models","publication_year":2021,"publication_date":"2021-01-01","ids":{"openalex":"https://openalex.org/W3214043288","doi":"https://doi.org/10.1109/access.2021.3128721","mag":"3214043288"},"language":"en","primary_location":{"id":"doi:10.1109/access.2021.3128721","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2021.3128721","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/9312710/09617735.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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 Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/9312710/09617735.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5000349069","display_name":"Kyungsu Kim","orcid":"https://orcid.org/0000-0001-6622-6545"},"institutions":[{"id":"https://openalex.org/I2802194831","display_name":"Samsung Medical Center","ror":"https://ror.org/05a15z872","country_code":"KR","type":"healthcare","lineage":["https://openalex.org/I2250650973","https://openalex.org/I2802194831"]},{"id":"https://openalex.org/I848706","display_name":"Sungkyunkwan University","ror":"https://ror.org/04q78tk20","country_code":"KR","type":"education","lineage":["https://openalex.org/I848706"]}],"countries":["KR"],"is_corresponding":true,"raw_author_name":"Kyung-Su Kim","raw_affiliation_strings":["Medical AI Research Center, Samsung Medical Center, Seoul, South Korea","School of Medicine, Sungkyunkwan University, Seoul, South Korea"],"raw_orcid":"https://orcid.org/0000-0001-6622-6545","affiliations":[{"raw_affiliation_string":"Medical AI Research Center, Samsung Medical Center, Seoul, South Korea","institution_ids":["https://openalex.org/I2802194831"]},{"raw_affiliation_string":"School of Medicine, Sungkyunkwan University, Seoul, South Korea","institution_ids":["https://openalex.org/I848706"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100777393","display_name":"Jung Hyun Lee","orcid":"https://orcid.org/0000-0002-6580-6289"},"institutions":[{"id":"https://openalex.org/I2250650973","display_name":"Samsung (South Korea)","ror":"https://ror.org/04w3jy968","country_code":"KR","type":"company","lineage":["https://openalex.org/I2250650973"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Jung Hyun Lee","raw_affiliation_strings":["Samsung Research, Seoul, Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Samsung Research, Seoul, Republic of Korea","institution_ids":["https://openalex.org/I2250650973"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5086698569","display_name":"Eunho Yang","orcid":"https://orcid.org/0000-0003-2188-0169"},"institutions":[{"id":"https://openalex.org/I157485424","display_name":"Korea Advanced Institute of Science and Technology","ror":"https://ror.org/05apxxy63","country_code":"KR","type":"education","lineage":["https://openalex.org/I157485424"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Eunho Yang","raw_affiliation_strings":["Korea Advanced Institute of Science and Technology (KAIST), Daejeon, South Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Korea Advanced Institute of Science and Technology (KAIST), Daejeon, South Korea","institution_ids":["https://openalex.org/I157485424"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5000349069"],"corresponding_institution_ids":["https://openalex.org/I2802194831","https://openalex.org/I848706"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":0.178,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.4894855,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":"9","issue":null,"first_page":"155335","last_page":"155352"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10500","display_name":"Sparse and Compressive Sensing Techniques","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2206","display_name":"Computational Mechanics"},"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/T10500","display_name":"Sparse and Compressive Sensing Techniques","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2206","display_name":"Computational Mechanics"},"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/T11447","display_name":"Blind Source Separation Techniques","score":0.9991000294685364,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T10688","display_name":"Image and Signal Denoising Methods","score":0.9962999820709229,"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/computer-science","display_name":"Computer science","score":0.8468011617660522},{"id":"https://openalex.org/keywords/margin","display_name":"Margin (machine learning)","score":0.7661086320877075},{"id":"https://openalex.org/keywords/compressed-sensing","display_name":"Compressed sensing","score":0.6360482573509216},{"id":"https://openalex.org/keywords/generator","display_name":"Generator (circuit theory)","score":0.6013574004173279},{"id":"https://openalex.org/keywords/signal","display_name":"SIGNAL (programming language)","score":0.5749467611312866},{"id":"https://openalex.org/keywords/signal-reconstruction","display_name":"Signal reconstruction","score":0.5597591996192932},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5430722236633301},{"id":"https://openalex.org/keywords/simple","display_name":"Simple (philosophy)","score":0.4442819654941559},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.44305887818336487},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.37684035301208496},{"id":"https://openalex.org/keywords/signal-processing","display_name":"Signal processing","score":0.3619081377983093},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3329768776893616},{"id":"https://openalex.org/keywords/power","display_name":"Power (physics)","score":0.13575196266174316},{"id":"https://openalex.org/keywords/digital-signal-processing","display_name":"Digital signal processing","score":0.06797519326210022}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8468011617660522},{"id":"https://openalex.org/C774472","wikidata":"https://www.wikidata.org/wiki/Q6760393","display_name":"Margin (machine learning)","level":2,"score":0.7661086320877075},{"id":"https://openalex.org/C124851039","wikidata":"https://www.wikidata.org/wiki/Q2665459","display_name":"Compressed sensing","level":2,"score":0.6360482573509216},{"id":"https://openalex.org/C2780992000","wikidata":"https://www.wikidata.org/wiki/Q17016113","display_name":"Generator (circuit theory)","level":3,"score":0.6013574004173279},{"id":"https://openalex.org/C2779843651","wikidata":"https://www.wikidata.org/wiki/Q7390335","display_name":"SIGNAL (programming language)","level":2,"score":0.5749467611312866},{"id":"https://openalex.org/C70958404","wikidata":"https://www.wikidata.org/wiki/Q7512728","display_name":"Signal reconstruction","level":4,"score":0.5597591996192932},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5430722236633301},{"id":"https://openalex.org/C2780586882","wikidata":"https://www.wikidata.org/wiki/Q7520643","display_name":"Simple (philosophy)","level":2,"score":0.4442819654941559},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.44305887818336487},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.37684035301208496},{"id":"https://openalex.org/C104267543","wikidata":"https://www.wikidata.org/wiki/Q208163","display_name":"Signal processing","level":3,"score":0.3619081377983093},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3329768776893616},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.13575196266174316},{"id":"https://openalex.org/C84462506","wikidata":"https://www.wikidata.org/wiki/Q173142","display_name":"Digital signal processing","level":2,"score":0.06797519326210022},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C9390403","wikidata":"https://www.wikidata.org/wiki/Q3966","display_name":"Computer hardware","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/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","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/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2021.3128721","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2021.3128721","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/9312710/09617735.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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 Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:bba1dc7b48244d7eade5d2db3dcb8225","is_oa":true,"landing_page_url":"https://doaj.org/article/bba1dc7b48244d7eade5d2db3dcb8225","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 9, Pp 155335-155352 (2021)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2021.3128721","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2021.3128721","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/9312710/09617735.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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 Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1527627305","display_name":null,"funder_award_id":"KMDF_PR_20200901_0014-2021-02","funder_id":"https://openalex.org/F4320318847","funder_display_name":"Korea Medical Device Development Fund"},{"id":"https://openalex.org/G1769687045","display_name":null,"funder_award_id":"2019-0-00075","funder_id":"https://openalex.org/F4320328359","funder_display_name":"Ministry of Science and ICT, South Korea"},{"id":"https://openalex.org/G2148870006","display_name":null,"funder_award_id":"2019-0-00075","funder_id":"https://openalex.org/F4320324161","funder_display_name":"Korea Advanced Institute of Science and Technology"},{"id":"https://openalex.org/G4637296111","display_name":null,"funder_award_id":"2019R1C1C1009192","funder_id":"https://openalex.org/F4320322120","funder_display_name":"National Research Foundation of Korea"},{"id":"https://openalex.org/G5415505637","display_name":null,"funder_award_id":"2019-0-00075","funder_id":"https://openalex.org/F4320335489","funder_display_name":"Institute for Information and Communications Technology Promotion"},{"id":"https://openalex.org/G637335685","display_name":null,"funder_award_id":"SMX1210791","funder_id":"https://openalex.org/F4320332195","funder_display_name":"Samsung"},{"id":"https://openalex.org/G6672626661","display_name":null,"funder_award_id":"202011B08-02","funder_id":"https://openalex.org/F4320318847","funder_display_name":"Korea Medical Device Development Fund"},{"id":"https://openalex.org/G6969432878","display_name":null,"funder_award_id":"2021R1F1A106153511","funder_id":"https://openalex.org/F4320322120","funder_display_name":"National Research Foundation of Korea"},{"id":"https://openalex.org/G7064264939","display_name":null,"funder_award_id":"2019-0-00075","funder_id":"https://openalex.org/F4320322120","funder_display_name":"National Research Foundation of Korea"},{"id":"https://openalex.org/G8190487336","display_name":null,"funder_award_id":"2018R1A5A1059921","funder_id":"https://openalex.org/F4320322120","funder_display_name":"National Research Foundation of Korea"}],"funders":[{"id":"https://openalex.org/F4320318847","display_name":"Korea Medical Device Development Fund","ror":null},{"id":"https://openalex.org/F4320320671","display_name":"National Research Foundation","ror":"https://ror.org/05s0g1g46"},{"id":"https://openalex.org/F4320321681","display_name":"Ministry of Trade, Industry and Energy","ror":"https://ror.org/008nkqk13"},{"id":"https://openalex.org/F4320322014","display_name":"Ministry of Food and Drug Safety","ror":"https://ror.org/01f7dp456"},{"id":"https://openalex.org/F4320322120","display_name":"National Research Foundation of Korea","ror":"https://ror.org/013aysd81"},{"id":"https://openalex.org/F4320324161","display_name":"Korea Advanced Institute of Science and Technology","ror":"https://ror.org/05apxxy63"},{"id":"https://openalex.org/F4320328359","display_name":"Ministry of Science and ICT, South Korea","ror":"https://ror.org/01wpjm123"},{"id":"https://openalex.org/F4320332195","display_name":"Samsung","ror":"https://ror.org/04w3jy968"},{"id":"https://openalex.org/F4320335489","display_name":"Institute for Information and Communications Technology Promotion","ror":"https://ror.org/01g0hqq23"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3214043288.pdf","grobid_xml":"https://content.openalex.org/works/W3214043288.grobid-xml"},"referenced_works_count":89,"referenced_works":["https://openalex.org/W1577111082","https://openalex.org/W1834627138","https://openalex.org/W1893876825","https://openalex.org/W1959608418","https://openalex.org/W2029816571","https://openalex.org/W2112796928","https://openalex.org/W2118103795","https://openalex.org/W2125389028","https://openalex.org/W2135046866","https://openalex.org/W2171787095","https://openalex.org/W2187089797","https://openalex.org/W2194321275","https://openalex.org/W2405756170","https://openalex.org/W2512482186","https://openalex.org/W2552808051","https://openalex.org/W2604763608","https://openalex.org/W2619204584","https://openalex.org/W2734358244","https://openalex.org/W2786277362","https://openalex.org/W2787898208","https://openalex.org/W2807297697","https://openalex.org/W2808361645","https://openalex.org/W2809866471","https://openalex.org/W2883105305","https://openalex.org/W2889134685","https://openalex.org/W2898001268","https://openalex.org/W2900756484","https://openalex.org/W2907370623","https://openalex.org/W2912027531","https://openalex.org/W2914401487","https://openalex.org/W2950137455","https://openalex.org/W2950634328","https://openalex.org/W2950794910","https://openalex.org/W2951236102","https://openalex.org/W2963073614","https://openalex.org/W2963290405","https://openalex.org/W2963590174","https://openalex.org/W2963684088","https://openalex.org/W2963800363","https://openalex.org/W2964013315","https://openalex.org/W2972862926","https://openalex.org/W2982901377","https://openalex.org/W2996510349","https://openalex.org/W2998280611","https://openalex.org/W3004969262","https://openalex.org/W3005526854","https://openalex.org/W3007086257","https://openalex.org/W3010316883","https://openalex.org/W3034279703","https://openalex.org/W3035596626","https://openalex.org/W3088014942","https://openalex.org/W3105242966","https://openalex.org/W3119085955","https://openalex.org/W3132291493","https://openalex.org/W4226133625","https://openalex.org/W4229991983","https://openalex.org/W4287587105","https://openalex.org/W4293456497","https://openalex.org/W4295274059","https://openalex.org/W4301028776","https://openalex.org/W4320013936","https://openalex.org/W6640963894","https://openalex.org/W6677645113","https://openalex.org/W6678815747","https://openalex.org/W6685352114","https://openalex.org/W6713645886","https://openalex.org/W6725370825","https://openalex.org/W6729455701","https://openalex.org/W6735307612","https://openalex.org/W6736057607","https://openalex.org/W6736155344","https://openalex.org/W6739395123","https://openalex.org/W6739495466","https://openalex.org/W6747977469","https://openalex.org/W6752111200","https://openalex.org/W6752308509","https://openalex.org/W6752579191","https://openalex.org/W6754103055","https://openalex.org/W6755625687","https://openalex.org/W6755694737","https://openalex.org/W6757488450","https://openalex.org/W6758705071","https://openalex.org/W6759377846","https://openalex.org/W6762186144","https://openalex.org/W6763171703","https://openalex.org/W6763538747","https://openalex.org/W6772049009","https://openalex.org/W6786412404","https://openalex.org/W6794570189"],"related_works":["https://openalex.org/W2378166785","https://openalex.org/W2156466545","https://openalex.org/W2379468505","https://openalex.org/W3104324607","https://openalex.org/W4206981968","https://openalex.org/W2308961925","https://openalex.org/W2601968125","https://openalex.org/W4285251805","https://openalex.org/W2102910599","https://openalex.org/W1987102304"],"abstract_inverted_index":{"Pre-trained":[0],"generators":[1],"have":[2],"been":[3],"frequently":[4],"adopted":[5],"in":[6],"compressed":[7],"sensing":[8],"(CS)":[9],"owing":[10],"to":[11,14,37,69,99,132],"their":[12],"ability":[13],"effectively":[15],"estimate":[16],"signals":[17],"with":[18],"the":[19,26,35,95,105,112,124,134],"prior":[20,48],"of":[21,44,102,136],"NNs.":[22],"To":[23],"further":[24],"refine":[25],"NN-based":[27],"prior,":[28],"we":[29,79],"propose":[30],"a":[31,61,89],"framework":[32,59,83,120],"that":[33,81,118],"allows":[34],"generator":[36],"utilize":[38],"additional":[39],"information":[40],"from":[41],"given":[42],"measurements":[43],"training":[45],"samples":[46],"for":[47,55,104],"learning,":[49],"thereby":[50],"yielding":[51],"more":[52],"accurate":[53],"reconstruction":[54,96],"signals.":[56],"As":[57],"our":[58,82,119],"has":[60],"simple":[62],"form,":[63],"it":[64],"can":[65,93,121],"be":[66],"easily":[67],"applied":[68],"existing":[70],"CS":[71],"methods":[72],"using":[73],"pre-trained":[74],"generators.":[75],"Through":[76],"extensive":[77],"experiments,":[78],"demonstrate":[80],"consistently":[84],"outperforms":[85],"these":[86],"works":[87],"by":[88,116],"large":[90],"margin":[91],"and":[92],"reduce":[94],"error":[97],"up":[98],"an":[100],"order":[101],"magnitude":[103],"presented":[106],"target":[107],"applications.":[108],"We":[109],"also":[110],"explain":[111],"experimental":[113],"success":[114,135],"theoretically":[115],"showing":[117],"slightly":[122],"relax":[123],"stringent":[125],"signal":[126,137],"presence":[127],"condition,":[128],"which":[129],"is":[130],"required":[131],"guarantee":[133],"recovery.":[138]},"counts_by_year":[{"year":2022,"cited_by_count":1}],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-10-10T00:00:00"}