{"id":"https://openalex.org/W2887840769","doi":"https://doi.org/10.1109/jstars.2018.2856538","title":"Toward Ultralightweight Remote Sensing With Harmonic Lenses and Convolutional Neural Networks","display_name":"Toward Ultralightweight Remote Sensing With Harmonic Lenses and Convolutional Neural Networks","publication_year":2018,"publication_date":"2018-08-02","ids":{"openalex":"https://openalex.org/W2887840769","doi":"https://doi.org/10.1109/jstars.2018.2856538","mag":"2887840769"},"language":"en","primary_location":{"id":"doi:10.1109/jstars.2018.2856538","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jstars.2018.2856538","pdf_url":null,"source":{"id":"https://openalex.org/S117727964","display_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","issn_l":"1939-1404","issn":["1939-1404","2151-1535"],"is_oa":false,"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 Journal of Selected Topics in Applied Earth Observations and Remote Sensing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"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/A5060985527","display_name":"\u0410\u0440\u0442\u0435\u043c \u041d\u0438\u043a\u043e\u043d\u043e\u0440\u043e\u0432","orcid":"https://orcid.org/0000-0003-4292-2049"},"institutions":[{"id":"https://openalex.org/I3124489027","display_name":"Samara National Research University","ror":"https://ror.org/05ggagb37","country_code":"RU","type":"education","lineage":["https://openalex.org/I3124489027"]}],"countries":["RU"],"is_corresponding":true,"raw_author_name":"Artem V. Nikonorov","raw_affiliation_strings":["Samara National Research University, Samara, Russia"],"affiliations":[{"raw_affiliation_string":"Samara National Research University, Samara, Russia","institution_ids":["https://openalex.org/I3124489027"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052313272","display_name":"Maksim Petrov","orcid":"https://orcid.org/0000-0002-2731-8567"},"institutions":[{"id":"https://openalex.org/I3124489027","display_name":"Samara National Research University","ror":"https://ror.org/05ggagb37","country_code":"RU","type":"education","lineage":["https://openalex.org/I3124489027"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Maksim V. Petrov","raw_affiliation_strings":["Samara National Research University, Samara, Russia"],"affiliations":[{"raw_affiliation_string":"Samara National Research University, Samara, Russia","institution_ids":["https://openalex.org/I3124489027"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039833478","display_name":"S. A. Bibikov","orcid":"https://orcid.org/0000-0003-1282-4069"},"institutions":[{"id":"https://openalex.org/I3124489027","display_name":"Samara National Research University","ror":"https://ror.org/05ggagb37","country_code":"RU","type":"education","lineage":["https://openalex.org/I3124489027"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Sergei A. Bibikov","raw_affiliation_strings":["Samara National Research University, Samara, Russia"],"affiliations":[{"raw_affiliation_string":"Samara National Research University, Samara, Russia","institution_ids":["https://openalex.org/I3124489027"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090758673","display_name":"Pavel Yakimov","orcid":"https://orcid.org/0000-0002-5857-7932"},"institutions":[{"id":"https://openalex.org/I3124489027","display_name":"Samara National Research University","ror":"https://ror.org/05ggagb37","country_code":"RU","type":"education","lineage":["https://openalex.org/I3124489027"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Pavel Y. Yakimov","raw_affiliation_strings":["Samara National Research University, Samara, Russia"],"affiliations":[{"raw_affiliation_string":"Samara National Research University, Samara, Russia","institution_ids":["https://openalex.org/I3124489027"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026756471","display_name":"Viktoriya V. Kutikova","orcid":null},"institutions":[{"id":"https://openalex.org/I3124489027","display_name":"Samara National Research University","ror":"https://ror.org/05ggagb37","country_code":"RU","type":"education","lineage":["https://openalex.org/I3124489027"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Viktoriya V. Kutikova","raw_affiliation_strings":["Samara National Research University, Samara, Russia"],"affiliations":[{"raw_affiliation_string":"Samara National Research University, Samara, Russia","institution_ids":["https://openalex.org/I3124489027"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112243677","display_name":"Yuriy Yuzifovich","orcid":null},"institutions":[{"id":"https://openalex.org/I3124489027","display_name":"Samara National Research University","ror":"https://ror.org/05ggagb37","country_code":"RU","type":"education","lineage":["https://openalex.org/I3124489027"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Yuriy V. Yuzifovich","raw_affiliation_strings":["Samara National Research University, Samara, Russia"],"affiliations":[{"raw_affiliation_string":"Samara National Research University, Samara, Russia","institution_ids":["https://openalex.org/I3124489027"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101488976","display_name":"\u0410.\u0410. Morozov","orcid":"https://orcid.org/0000-0002-1462-3570"},"institutions":[{"id":"https://openalex.org/I4210140390","display_name":"Image Processing Systems Institute","ror":"https://ror.org/03134gf68","country_code":"RU","type":"facility","lineage":["https://openalex.org/I1313323035","https://openalex.org/I4210097085","https://openalex.org/I4210140390"]},{"id":"https://openalex.org/I4210157472","display_name":"Federal Scientific Research Centre Crystallography and Photonics","ror":"https://ror.org/05q51gp63","country_code":"RU","type":"facility","lineage":["https://openalex.org/I4210157472"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Andrey A. Morozov","raw_affiliation_strings":["Image Processing Systems Institute - Branch of the Federal Scientific Research Centre \u201cCrystallography and Photonics\u201d of Russian Academy of Sciences, Samara, Russia","Image Processing Systems Institute - Branch of the Federal Scientific Research Centre \"Crystallography and Photonics\" of Russian Academy of Sciences, Samara, Russia"],"affiliations":[{"raw_affiliation_string":"Image Processing Systems Institute - Branch of the Federal Scientific Research Centre \u201cCrystallography and Photonics\u201d of Russian Academy of Sciences, Samara, Russia","institution_ids":["https://openalex.org/I4210140390","https://openalex.org/I4210157472"]},{"raw_affiliation_string":"Image Processing Systems Institute - Branch of the Federal Scientific Research Centre \"Crystallography and Photonics\" of Russian Academy of Sciences, Samara, Russia","institution_ids":["https://openalex.org/I4210140390","https://openalex.org/I4210157472"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038303804","display_name":"\u0420. \u0412. \u0421\u043a\u0438\u0434\u0430\u043d\u043e\u0432","orcid":"https://orcid.org/0000-0001-8514-7156"},"institutions":[{"id":"https://openalex.org/I4210140390","display_name":"Image Processing Systems Institute","ror":"https://ror.org/03134gf68","country_code":"RU","type":"facility","lineage":["https://openalex.org/I1313323035","https://openalex.org/I4210097085","https://openalex.org/I4210140390"]},{"id":"https://openalex.org/I4210157472","display_name":"Federal Scientific Research Centre Crystallography and Photonics","ror":"https://ror.org/05q51gp63","country_code":"RU","type":"facility","lineage":["https://openalex.org/I4210157472"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Roman V. Skidanov","raw_affiliation_strings":["Image Processing Systems Institute - Branch of the Federal Scientific Research Centre \u201cCrystallography and Photonics\u201d of Russian Academy of Sciences, Samara, Russia","Image Processing Systems Institute - Branch of the Federal Scientific Research Centre \"Crystallography and Photonics\" of Russian Academy of Sciences, Samara, Russia"],"affiliations":[{"raw_affiliation_string":"Image Processing Systems Institute - Branch of the Federal Scientific Research Centre \u201cCrystallography and Photonics\u201d of Russian Academy of Sciences, Samara, Russia","institution_ids":["https://openalex.org/I4210140390","https://openalex.org/I4210157472"]},{"raw_affiliation_string":"Image Processing Systems Institute - Branch of the Federal Scientific Research Centre \"Crystallography and Photonics\" of Russian Academy of Sciences, Samara, Russia","institution_ids":["https://openalex.org/I4210140390","https://openalex.org/I4210157472"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5080594712","display_name":"Nikolay L. Kazanskiy","orcid":"https://orcid.org/0000-0002-0180-7522"},"institutions":[{"id":"https://openalex.org/I4210157472","display_name":"Federal Scientific Research Centre Crystallography and Photonics","ror":"https://ror.org/05q51gp63","country_code":"RU","type":"facility","lineage":["https://openalex.org/I4210157472"]},{"id":"https://openalex.org/I4210140390","display_name":"Image Processing Systems Institute","ror":"https://ror.org/03134gf68","country_code":"RU","type":"facility","lineage":["https://openalex.org/I1313323035","https://openalex.org/I4210097085","https://openalex.org/I4210140390"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Nikolay L. Kazanskiy","raw_affiliation_strings":["Image Processing Systems Institute - Branch of the Federal Scientific Research Centre \u201cCrystallography and Photonics\u201d of Russian Academy of Sciences, Samara, Russia","Image Processing Systems Institute - Branch of the Federal Scientific Research Centre \"Crystallography and Photonics\" of Russian Academy of Sciences, Samara, Russia"],"affiliations":[{"raw_affiliation_string":"Image Processing Systems Institute - Branch of the Federal Scientific Research Centre \u201cCrystallography and Photonics\u201d of Russian Academy of Sciences, Samara, Russia","institution_ids":["https://openalex.org/I4210140390","https://openalex.org/I4210157472"]},{"raw_affiliation_string":"Image Processing Systems Institute - Branch of the Federal Scientific Research Centre \"Crystallography and Photonics\" of Russian Academy of Sciences, Samara, Russia","institution_ids":["https://openalex.org/I4210140390","https://openalex.org/I4210157472"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5060985527"],"corresponding_institution_ids":["https://openalex.org/I3124489027"],"apc_list":{"value":1250,"currency":"USD","value_usd":1250},"apc_paid":null,"fwci":3.0293,"has_fulltext":false,"cited_by_count":61,"citation_normalized_percentile":{"value":0.93920079,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"11","issue":"9","first_page":"3338","last_page":"3348"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10531","display_name":"Advanced Vision and Imaging","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"}},"topics":[{"id":"https://openalex.org/T10531","display_name":"Advanced Vision and Imaging","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/T11105","display_name":"Advanced Image Processing Techniques","score":0.9988999962806702,"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/T13114","display_name":"Image Processing Techniques and Applications","score":0.9988999962806702,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"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":0.7290019989013672},{"id":"https://openalex.org/keywords/deconvolution","display_name":"Deconvolution","score":0.7265845537185669},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.6091338992118835},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.5906705856323242},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5483860969543457},{"id":"https://openalex.org/keywords/lens","display_name":"Lens (geology)","score":0.5264649987220764},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4958365857601166},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.4847809672355652},{"id":"https://openalex.org/keywords/image-quality","display_name":"Image quality","score":0.4795791208744049},{"id":"https://openalex.org/keywords/optics","display_name":"Optics","score":0.38289064168930054},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.2167469561100006},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.16441908478736877},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.11030998826026917}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7290019989013672},{"id":"https://openalex.org/C174576160","wikidata":"https://www.wikidata.org/wiki/Q1183700","display_name":"Deconvolution","level":2,"score":0.7265845537185669},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.6091338992118835},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.5906705856323242},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5483860969543457},{"id":"https://openalex.org/C15336307","wikidata":"https://www.wikidata.org/wiki/Q1766051","display_name":"Lens (geology)","level":2,"score":0.5264649987220764},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4958365857601166},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4847809672355652},{"id":"https://openalex.org/C55020928","wikidata":"https://www.wikidata.org/wiki/Q3813865","display_name":"Image quality","level":3,"score":0.4795791208744049},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.38289064168930054},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.2167469561100006},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.16441908478736877},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.11030998826026917},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/jstars.2018.2856538","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jstars.2018.2856538","pdf_url":null,"source":{"id":"https://openalex.org/S117727964","display_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","issn_l":"1939-1404","issn":["1939-1404","2151-1535"],"is_oa":false,"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 Journal of Selected Topics in Applied Earth Observations and Remote Sensing","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.6000000238418579,"display_name":"Sustainable cities and communities","id":"https://metadata.un.org/sdg/11"}],"awards":[{"id":"https://openalex.org/G5447915489","display_name":null,"funder_award_id":"007-\u0413\u0417/\u04273363/26","funder_id":"https://openalex.org/F4320330163","funder_display_name":"Foundation for Advanced Research"}],"funders":[{"id":"https://openalex.org/F4320330163","display_name":"Foundation for Advanced Research","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":39,"referenced_works":["https://openalex.org/W1457323852","https://openalex.org/W1885185971","https://openalex.org/W1936052424","https://openalex.org/W1966855663","https://openalex.org/W1970187788","https://openalex.org/W1987729275","https://openalex.org/W2019323728","https://openalex.org/W2021347102","https://openalex.org/W2033230679","https://openalex.org/W2033959528","https://openalex.org/W2047920195","https://openalex.org/W2070657914","https://openalex.org/W2074502458","https://openalex.org/W2092663520","https://openalex.org/W2105583197","https://openalex.org/W2106219841","https://openalex.org/W2111098473","https://openalex.org/W2122410868","https://openalex.org/W2144148623","https://openalex.org/W2169411586","https://openalex.org/W2242218935","https://openalex.org/W2274472325","https://openalex.org/W2290165953","https://openalex.org/W2293264500","https://openalex.org/W2415475836","https://openalex.org/W2471216944","https://openalex.org/W2474071559","https://openalex.org/W2482626812","https://openalex.org/W2538899480","https://openalex.org/W2588000623","https://openalex.org/W2607041014","https://openalex.org/W2608602932","https://openalex.org/W2620858446","https://openalex.org/W2741701437","https://openalex.org/W2742227705","https://openalex.org/W2757658894","https://openalex.org/W4248723702","https://openalex.org/W6668215608","https://openalex.org/W6742228119"],"related_works":["https://openalex.org/W4250106855","https://openalex.org/W2037261263","https://openalex.org/W3149087629","https://openalex.org/W4231036715","https://openalex.org/W2032074591","https://openalex.org/W1986156575","https://openalex.org/W3193619106","https://openalex.org/W2751689993","https://openalex.org/W1966302070","https://openalex.org/W2064421023"],"abstract_inverted_index":{"In":[0],"this":[1,55],"paper,":[2],"we":[3,74],"describe":[4],"our":[5,77],"advances":[6],"in":[7,52],"manufacturing":[8],"a":[9,28],"256-layer":[10],"7-\u03bcm":[11],"thick":[12],"harmonic":[13],"lens":[14],"with":[15,23,47,76],"150":[16],"and":[17,27,91,93,102],"300":[18],"mm":[19],"focal":[20],"distances":[21],"combined":[22],"color":[24],"correction,":[25],"deconvolution,":[26],"feedforwarding":[29],"deep":[30,62],"learning":[31],"neural":[32,63],"network":[33],"capable":[34],"of":[35,44,71,84],"producing":[36],"images":[37,45],"approaching":[38],"photographic":[39],"visual":[40],"quality.":[41],"While":[42],"reconstruction":[43],"taken":[46],"diffractive":[48],"optics":[49],"was":[50],"presented":[51],"previous":[53],"works,":[54],"paper":[56],"is":[57],"the":[58,66,82],"first":[59],"to":[60],"use":[61],"networks":[64],"during":[65],"restoration":[67],"step.":[68],"The":[69],"level":[70],"imaging":[72,78],"quality":[73],"achieved":[75],"system":[79],"can":[80],"facilitate":[81],"emergence":[83],"ultralightweight":[85],"remote":[86,96],"sensing":[87,97],"cameras":[88],"for":[89,94],"nano-":[90],"pico-satellites,":[92],"aerial":[95],"systems":[98],"onboard":[99],"small":[100],"UAVs":[101],"solar-powered":[103],"airplanes.":[104]},"counts_by_year":[{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":10},{"year":2023,"cited_by_count":13},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":10},{"year":2020,"cited_by_count":10},{"year":2019,"cited_by_count":7},{"year":2018,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}