{"id":"https://openalex.org/W3033167529","doi":"https://doi.org/10.1109/iccp48838.2020.9105215","title":"Fast confocal microscopy imaging based on deep learning","display_name":"Fast confocal microscopy imaging based on deep learning","publication_year":2020,"publication_date":"2020-04-01","ids":{"openalex":"https://openalex.org/W3033167529","doi":"https://doi.org/10.1109/iccp48838.2020.9105215","mag":"3033167529"},"language":"en","primary_location":{"id":"doi:10.1109/iccp48838.2020.9105215","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccp48838.2020.9105215","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 IEEE International Conference on Computational Photography (ICCP)","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/A5100754504","display_name":"Xiu Li","orcid":"https://orcid.org/0000-0003-0403-1923"},"institutions":[{"id":"https://openalex.org/I4210114105","display_name":"Tsinghua\u2013Berkeley Shenzhen Institute","ror":"https://ror.org/02hhwwz98","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210114105","https://openalex.org/I95457486","https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiu Li","raw_affiliation_strings":["Tsinghua Shenzhen International Graduate School,Shenzhen,China,518055","Tsinghua Shenzhen International Graduate School, Shenzhen, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tsinghua Shenzhen International Graduate School,Shenzhen,China,518055","institution_ids":["https://openalex.org/I4210114105"]},{"raw_affiliation_string":"Tsinghua Shenzhen International Graduate School, Shenzhen, China","institution_ids":["https://openalex.org/I4210114105"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045885484","display_name":"Jiuyang Dong","orcid":"https://orcid.org/0009-0008-2114-3525"},"institutions":[{"id":"https://openalex.org/I4210114105","display_name":"Tsinghua\u2013Berkeley Shenzhen Institute","ror":"https://ror.org/02hhwwz98","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210114105","https://openalex.org/I95457486","https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiuyang Dong","raw_affiliation_strings":["Tsinghua Shenzhen International Graduate School,Shenzhen,China,518055","Tsinghua Shenzhen International Graduate School, Shenzhen, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tsinghua Shenzhen International Graduate School,Shenzhen,China,518055","institution_ids":["https://openalex.org/I4210114105"]},{"raw_affiliation_string":"Tsinghua Shenzhen International Graduate School, Shenzhen, China","institution_ids":["https://openalex.org/I4210114105"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100387262","display_name":"Bowen Li","orcid":"https://orcid.org/0000-0001-7525-9672"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bowen Li","raw_affiliation_strings":["Tsinghua University,Beijing,China,100091","Tsinghua University, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tsinghua University,Beijing,China,100091","institution_ids":["https://openalex.org/I99065089"]},{"raw_affiliation_string":"Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100388295","display_name":"Yi Zhang","orcid":"https://orcid.org/0000-0003-1970-9397"},"institutions":[{"id":"https://openalex.org/I4210114105","display_name":"Tsinghua\u2013Berkeley Shenzhen Institute","ror":"https://ror.org/02hhwwz98","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210114105","https://openalex.org/I95457486","https://openalex.org/I99065089"]},{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yi Zhang","raw_affiliation_strings":["Tsinghua Shenzhen International Graduate School,Shenzhen,China,518055","Tsinghua University,Beijing,China,100091","Tsinghua University, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tsinghua Shenzhen International Graduate School,Shenzhen,China,518055","institution_ids":["https://openalex.org/I4210114105"]},{"raw_affiliation_string":"Tsinghua University,Beijing,China,100091","institution_ids":["https://openalex.org/I99065089"]},{"raw_affiliation_string":"Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101653272","display_name":"Yongbing Zhang","orcid":"https://orcid.org/0000-0003-3320-2904"},"institutions":[{"id":"https://openalex.org/I4210114105","display_name":"Tsinghua\u2013Berkeley Shenzhen Institute","ror":"https://ror.org/02hhwwz98","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210114105","https://openalex.org/I95457486","https://openalex.org/I99065089"]},{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yongbing Zhang","raw_affiliation_strings":["Tsinghua Shenzhen International Graduate School,Shenzhen,China,518055","Tsinghua University,Beijing,China,100091","Tsinghua Shenzhen International Graduate School, Shenzhen, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tsinghua Shenzhen International Graduate School,Shenzhen,China,518055","institution_ids":["https://openalex.org/I4210114105"]},{"raw_affiliation_string":"Tsinghua University,Beijing,China,100091","institution_ids":["https://openalex.org/I99065089"]},{"raw_affiliation_string":"Tsinghua Shenzhen International Graduate School, Shenzhen, China","institution_ids":["https://openalex.org/I4210114105"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073971393","display_name":"Ashok Veeraraghavan","orcid":"https://orcid.org/0000-0001-5043-7460"},"institutions":[{"id":"https://openalex.org/I74775410","display_name":"Rice University","ror":"https://ror.org/008zs3103","country_code":"US","type":"education","lineage":["https://openalex.org/I74775410"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ashok Veeraraghavan","raw_affiliation_strings":["Rice University,Houston,American,77005","Rice University, Houston, American"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Rice University,Houston,American,77005","institution_ids":["https://openalex.org/I74775410"]},{"raw_affiliation_string":"Rice University, Houston, American","institution_ids":["https://openalex.org/I74775410"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5024401174","display_name":"Xiangyang Ji","orcid":"https://orcid.org/0000-0002-7333-9975"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiangyang Ji","raw_affiliation_strings":["Tsinghua University,Beijing,China,100091","Tsinghua University, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tsinghua University,Beijing,China,100091","institution_ids":["https://openalex.org/I99065089"]},{"raw_affiliation_string":"Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"12"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11105","display_name":"Advanced Image Processing Techniques","score":0.9994999766349792,"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":0.9994999766349792,"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":0.9987000226974487,"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"}},{"id":"https://openalex.org/T12859","display_name":"Cell Image Analysis Techniques","score":0.9980000257492065,"subfield":{"id":"https://openalex.org/subfields/1304","display_name":"Biophysics"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/confocal","display_name":"Confocal","score":0.8606389760971069},{"id":"https://openalex.org/keywords/confocal-microscopy","display_name":"Confocal microscopy","score":0.7091387510299683},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6245437860488892},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6165343523025513},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.6163277626037598},{"id":"https://openalex.org/keywords/resolution","display_name":"Resolution (logic)","score":0.5622236728668213},{"id":"https://openalex.org/keywords/image-resolution","display_name":"Image resolution","score":0.5551778078079224},{"id":"https://openalex.org/keywords/projection","display_name":"Projection (relational algebra)","score":0.5346307754516602},{"id":"https://openalex.org/keywords/microscopy","display_name":"Microscopy","score":0.5068157315254211},{"id":"https://openalex.org/keywords/point-spread-function","display_name":"Point spread function","score":0.4838670492172241},{"id":"https://openalex.org/keywords/microscope","display_name":"Microscope","score":0.4584372639656067},{"id":"https://openalex.org/keywords/optics","display_name":"Optics","score":0.4165585935115814},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.19580349326133728},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.13349714875221252}],"concepts":[{"id":"https://openalex.org/C136009344","wikidata":"https://www.wikidata.org/wiki/Q336201","display_name":"Confocal","level":2,"score":0.8606389760971069},{"id":"https://openalex.org/C2779178360","wikidata":"https://www.wikidata.org/wiki/Q902045","display_name":"Confocal microscopy","level":2,"score":0.7091387510299683},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6245437860488892},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6165343523025513},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.6163277626037598},{"id":"https://openalex.org/C138268822","wikidata":"https://www.wikidata.org/wiki/Q1051925","display_name":"Resolution (logic)","level":2,"score":0.5622236728668213},{"id":"https://openalex.org/C205372480","wikidata":"https://www.wikidata.org/wiki/Q210521","display_name":"Image resolution","level":2,"score":0.5551778078079224},{"id":"https://openalex.org/C57493831","wikidata":"https://www.wikidata.org/wiki/Q3134666","display_name":"Projection (relational algebra)","level":2,"score":0.5346307754516602},{"id":"https://openalex.org/C147080431","wikidata":"https://www.wikidata.org/wiki/Q1074953","display_name":"Microscopy","level":2,"score":0.5068157315254211},{"id":"https://openalex.org/C69179731","wikidata":"https://www.wikidata.org/wiki/Q510427","display_name":"Point spread function","level":2,"score":0.4838670492172241},{"id":"https://openalex.org/C67649825","wikidata":"https://www.wikidata.org/wiki/Q196538","display_name":"Microscope","level":2,"score":0.4584372639656067},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.4165585935115814},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.19580349326133728},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.13349714875221252}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iccp48838.2020.9105215","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccp48838.2020.9105215","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 IEEE International Conference on Computational Photography (ICCP)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":39,"referenced_works":["https://openalex.org/W54257720","https://openalex.org/W1677182931","https://openalex.org/W1950594372","https://openalex.org/W2057065563","https://openalex.org/W2124067146","https://openalex.org/W2150081556","https://openalex.org/W2221625691","https://openalex.org/W2242218935","https://openalex.org/W2274287116","https://openalex.org/W2331128040","https://openalex.org/W2614949728","https://openalex.org/W2769389383","https://openalex.org/W2780544323","https://openalex.org/W2787979513","https://openalex.org/W2799120945","https://openalex.org/W2810518847","https://openalex.org/W2884332829","https://openalex.org/W2891158090","https://openalex.org/W2904591139","https://openalex.org/W2955079933","https://openalex.org/W2963396070","https://openalex.org/W2963446712","https://openalex.org/W2963470893","https://openalex.org/W2963474899","https://openalex.org/W2963610452","https://openalex.org/W2963729050","https://openalex.org/W2963864522","https://openalex.org/W2964101377","https://openalex.org/W2964121592","https://openalex.org/W2964168764","https://openalex.org/W2964350391","https://openalex.org/W3044583775","https://openalex.org/W3100420029","https://openalex.org/W4255779515","https://openalex.org/W6602211262","https://openalex.org/W6702130928","https://openalex.org/W6748890762","https://openalex.org/W6753663901","https://openalex.org/W6754405603"],"related_works":["https://openalex.org/W3102476392","https://openalex.org/W4245158446","https://openalex.org/W2776588274","https://openalex.org/W2032337137","https://openalex.org/W2064110996","https://openalex.org/W2726111829","https://openalex.org/W2615020551","https://openalex.org/W4244928564","https://openalex.org/W4312294172","https://openalex.org/W1782140124"],"abstract_inverted_index":{"Confocal":[0],"microscopy":[1,26,59],"is":[2,32,132],"the":[3,14,20,29,125,143],"de-facto":[4],"standard":[5],"technique":[6],"in":[7,13,24],"bio-imaging":[8],"for":[9,36,56,106],"acquiring":[10],"3D":[11],"images":[12,69],"presence":[15],"of":[16,73,86,108,120],"tissue":[17],"scattering.":[18],"However,":[19],"point-scanning":[21],"mechanism":[22],"inherent":[23],"confocal":[25,58,68,110,118,140],"implies":[27],"that":[28,60,128],"capture":[30,64],"speed":[31,145],"much":[33],"too":[34],"slow":[35],"imaging":[37,144],"dynamic":[38],"objects":[39],"at":[40,70],"sufficient":[41],"spatial":[42],"resolution":[43],"and":[44,98,124],"signal":[45],"to":[46,63,134,138,149],"noise":[47],"ratio(SNR).":[48],"In":[49],"this":[50],"paper,":[51],"we":[52],"propose":[53],"an":[54,71,99],"algorithm":[55],"super-resolution":[57,107],"allows":[61],"us":[62],"high-resolution,":[65],"high":[66],"SNR":[67],"order":[72],"magnitude":[74],"faster":[75],"acquisition":[76],"speed.":[77],"The":[78],"proposed":[79,130],"Back-Projection":[80],"Generative":[81],"Adversarial":[82],"Network":[83],"(BPGAN)":[84],"consists":[85],"a":[87,93],"feature":[88],"extraction":[89],"step":[90],"followed":[91],"by":[92],"back-projection":[94],"feedback":[95],"module":[96],"(BPFM)":[97],"associated":[100],"reconstruction":[101],"network,":[102],"these":[103],"together":[104],"allow":[105],"low-resolution":[109],"scans.":[111],"We":[112],"validate":[113],"our":[114,129],"method":[115],"using":[116],"real":[117],"captures":[119],"multiple":[121],"biological":[122],"specimens":[123],"results":[126],"demonstrate":[127],"BPGAN":[131],"able":[133],"achieve":[135],"similar":[136],"quality":[137],"high-resolution":[139],"scans":[141],"while":[142],"can":[146],"be":[147],"up":[148],"64":[150],"times":[151],"faster.":[152]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
