{"id":"https://openalex.org/W2885076424","doi":"https://doi.org/10.1109/tci.2019.2905434","title":"Physics-Based Learned Design: Optimized Coded-Illumination for Quantitative Phase Imaging","display_name":"Physics-Based Learned Design: Optimized Coded-Illumination for Quantitative Phase Imaging","publication_year":2019,"publication_date":"2019-03-15","ids":{"openalex":"https://openalex.org/W2885076424","doi":"https://doi.org/10.1109/tci.2019.2905434","mag":"2885076424"},"language":"en","primary_location":{"id":"doi:10.1109/tci.2019.2905434","is_oa":true,"landing_page_url":"https://doi.org/10.1109/tci.2019.2905434","pdf_url":"https://ieeexplore.ieee.org/ielx7/6745852/8790641/08667888.pdf","source":{"id":"https://openalex.org/S4210233665","display_name":"IEEE Transactions on Computational Imaging","issn_l":"2333-9403","issn":["2333-9403","2573-0436"],"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 Transactions on Computational Imaging","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://ieeexplore.ieee.org/ielx7/6745852/8790641/08667888.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5024309830","display_name":"Michael Kellman","orcid":"https://orcid.org/0000-0001-6311-9875"},"institutions":[{"id":"https://openalex.org/I95457486","display_name":"University of California, Berkeley","ror":"https://ror.org/01an7q238","country_code":"US","type":"education","lineage":["https://openalex.org/I95457486"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Michael R. Kellman","raw_affiliation_strings":["Department of Electrical Engineering and Computer Sciences, University of California, Berkeley, CA, USA"],"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering and Computer Sciences, University of California, Berkeley, CA, USA","institution_ids":["https://openalex.org/I95457486"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009837937","display_name":"Emrah Bostan","orcid":"https://orcid.org/0000-0002-6291-5156"},"institutions":[{"id":"https://openalex.org/I95457486","display_name":"University of California, Berkeley","ror":"https://ror.org/01an7q238","country_code":"US","type":"education","lineage":["https://openalex.org/I95457486"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Emrah Bostan","raw_affiliation_strings":["Department of Electrical Engineering and Computer Sciences, University of California, Berkeley, CA, USA"],"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering and Computer Sciences, University of California, Berkeley, CA, USA","institution_ids":["https://openalex.org/I95457486"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052312038","display_name":"Nicole Repina","orcid":"https://orcid.org/0000-0003-2229-5084"},"institutions":[{"id":"https://openalex.org/I95457486","display_name":"University of California, Berkeley","ror":"https://ror.org/01an7q238","country_code":"US","type":"education","lineage":["https://openalex.org/I95457486"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Nicole A. Repina","raw_affiliation_strings":["Department of Bioengineering, University of California, Berkeley, CA, USA"],"affiliations":[{"raw_affiliation_string":"Department of Bioengineering, University of California, Berkeley, CA, USA","institution_ids":["https://openalex.org/I95457486"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5013394127","display_name":"Laura Waller","orcid":"https://orcid.org/0000-0003-1243-2356"},"institutions":[{"id":"https://openalex.org/I95457486","display_name":"University of California, Berkeley","ror":"https://ror.org/01an7q238","country_code":"US","type":"education","lineage":["https://openalex.org/I95457486"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Laura Waller","raw_affiliation_strings":["Department of Electrical Engineering and Computer Sciences, University of California, Berkeley, CA, USA"],"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering and Computer Sciences, University of California, Berkeley, CA, USA","institution_ids":["https://openalex.org/I95457486"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5024309830"],"corresponding_institution_ids":["https://openalex.org/I95457486"],"apc_list":null,"apc_paid":null,"fwci":28.8679,"has_fulltext":true,"cited_by_count":153,"citation_normalized_percentile":{"value":0.99803952,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"5","issue":"3","first_page":"344","last_page":"353"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11183","display_name":"Advanced X-ray Imaging Techniques","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/3108","display_name":"Radiation"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11183","display_name":"Advanced X-ray Imaging Techniques","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/3108","display_name":"Radiation"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11897","display_name":"Digital Holography and Microscopy","score":0.9988999962806702,"subfield":{"id":"https://openalex.org/subfields/3107","display_name":"Atomic and Molecular Physics, and Optics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10638","display_name":"Optical measurement and interference techniques","score":0.9979000091552734,"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/phase-retrieval","display_name":"Phase retrieval","score":0.6990483999252319},{"id":"https://openalex.org/keywords/ptychography","display_name":"Ptychography","score":0.5990875363349915},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5978562235832214},{"id":"https://openalex.org/keywords/nonlinear-system","display_name":"Nonlinear system","score":0.5900416374206543},{"id":"https://openalex.org/keywords/phase","display_name":"Phase (matter)","score":0.49352705478668213},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4897885322570801},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.4847869277000427},{"id":"https://openalex.org/keywords/iterative-reconstruction","display_name":"Iterative reconstruction","score":0.4596523642539978},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.4552144408226013},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4334319829940796},{"id":"https://openalex.org/keywords/fourier-transform","display_name":"Fourier transform","score":0.42843329906463623},{"id":"https://openalex.org/keywords/optics","display_name":"Optics","score":0.21583181619644165},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.1300557255744934}],"concepts":[{"id":"https://openalex.org/C81793267","wikidata":"https://www.wikidata.org/wiki/Q7180962","display_name":"Phase retrieval","level":3,"score":0.6990483999252319},{"id":"https://openalex.org/C78153596","wikidata":"https://www.wikidata.org/wiki/Q7257147","display_name":"Ptychography","level":3,"score":0.5990875363349915},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5978562235832214},{"id":"https://openalex.org/C158622935","wikidata":"https://www.wikidata.org/wiki/Q660848","display_name":"Nonlinear system","level":2,"score":0.5900416374206543},{"id":"https://openalex.org/C44280652","wikidata":"https://www.wikidata.org/wiki/Q104837","display_name":"Phase (matter)","level":2,"score":0.49352705478668213},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4897885322570801},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.4847869277000427},{"id":"https://openalex.org/C141379421","wikidata":"https://www.wikidata.org/wiki/Q6094427","display_name":"Iterative reconstruction","level":2,"score":0.4596523642539978},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4552144408226013},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4334319829940796},{"id":"https://openalex.org/C102519508","wikidata":"https://www.wikidata.org/wiki/Q6520159","display_name":"Fourier transform","level":2,"score":0.42843329906463623},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.21583181619644165},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.1300557255744934},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","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/C207114421","wikidata":"https://www.wikidata.org/wiki/Q133900","display_name":"Diffraction","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tci.2019.2905434","is_oa":true,"landing_page_url":"https://doi.org/10.1109/tci.2019.2905434","pdf_url":"https://ieeexplore.ieee.org/ielx7/6745852/8790641/08667888.pdf","source":{"id":"https://openalex.org/S4210233665","display_name":"IEEE Transactions on Computational Imaging","issn_l":"2333-9403","issn":["2333-9403","2573-0436"],"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 Transactions on Computational Imaging","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1109/tci.2019.2905434","is_oa":true,"landing_page_url":"https://doi.org/10.1109/tci.2019.2905434","pdf_url":"https://ieeexplore.ieee.org/ielx7/6745852/8790641/08667888.pdf","source":{"id":"https://openalex.org/S4210233665","display_name":"IEEE Transactions on Computational Imaging","issn_l":"2333-9403","issn":["2333-9403","2573-0436"],"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 Transactions on Computational Imaging","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1465869090","display_name":"Eigenschaften des Schweizerholzes (Fichte und Tanne) - Vorprojekt","funder_award_id":"10640","funder_id":"https://openalex.org/F4320320924","funder_display_name":"Schweizerischer Nationalfonds zur F\u00f6rderung der Wissenschaftlichen Forschung"},{"id":"https://openalex.org/G2465514544","display_name":null,"funder_award_id":"1106400","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G2923329302","display_name":null,"funder_award_id":"Graduate Research Fellowship","funder_id":"https://openalex.org/F4320320924","funder_display_name":"Schweizerischer Nationalfonds zur F\u00f6rderung der Wissenschaftlichen Forschung"},{"id":"https://openalex.org/G3094214303","display_name":null,"funder_award_id":"DGE 1106400.","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G3299242641","display_name":null,"funder_award_id":"1548924","funder_id":"https://openalex.org/F4320337367","funder_display_name":"Division of Materials Research"},{"id":"https://openalex.org/G3528151291","display_name":null,"funder_award_id":"P2ELP2 172278","funder_id":"https://openalex.org/F4320320924","funder_display_name":"Schweizerischer Nationalfonds zur F\u00f6rderung der Wissenschaftlichen Forschung"},{"id":"https://openalex.org/G3843572219","display_name":null,"funder_award_id":"DMR 1548924","funder_id":"https://openalex.org/F4320337367","funder_display_name":"Division of Materials Research"},{"id":"https://openalex.org/G3908429563","display_name":null,"funder_award_id":"GBMF4562","funder_id":"https://openalex.org/F4320306202","funder_display_name":"Gordon and Betty Moore Foundation"},{"id":"https://openalex.org/G4621158401","display_name":null,"funder_award_id":"Fellowship","funder_id":"https://openalex.org/F4320320924","funder_display_name":"Schweizerischer Nationalfonds zur F\u00f6rderung der Wissenschaftlichen Forschung"},{"id":"https://openalex.org/G5415523653","display_name":null,"funder_award_id":"DGE 1106400","funder_id":"https://openalex.org/F4320320924","funder_display_name":"Schweizerischer Nationalfonds zur F\u00f6rderung der Wissenschaftlichen Forschung"},{"id":"https://openalex.org/G5423180539","display_name":"Theory of Optical Properties and Spin Dynamics of Excitons in Semiconductor Nanostructures","funder_award_id":"110640","funder_id":"https://openalex.org/F4320320924","funder_display_name":"Schweizerischer Nationalfonds zur F\u00f6rderung der Wissenschaftlichen Forschung"},{"id":"https://openalex.org/G6330822875","display_name":null,"funder_award_id":"P2ELP2_172278","funder_id":"https://openalex.org/F4320320924","funder_display_name":"Schweizerischer Nationalfonds zur F\u00f6rderung der Wissenschaftlichen Forschung"},{"id":"https://openalex.org/G6331000141","display_name":null,"funder_award_id":"Fellowship","funder_id":"https://openalex.org/F4320306202","funder_display_name":"Gordon and Betty Moore Foundation"},{"id":"https://openalex.org/G6450845587","display_name":null,"funder_award_id":"110640","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G6596103399","display_name":"Die historische Dimension der nationalen Identit\u00e4t","funder_award_id":"11064","funder_id":"https://openalex.org/F4320320924","funder_display_name":"Schweizerischer Nationalfonds zur F\u00f6rderung der Wissenschaftlichen Forschung"},{"id":"https://openalex.org/G6894402473","display_name":null,"funder_award_id":"Fellowship","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G7224695010","display_name":"Computational light-field microscopy: High-speed imaging of neuronal activity in the living brain","funder_award_id":"172278","funder_id":"https://openalex.org/F4320320924","funder_display_name":"Schweizerischer Nationalfonds zur F\u00f6rderung der Wissenschaftlichen Forschung"},{"id":"https://openalex.org/G7267383356","display_name":null,"funder_award_id":"DGE 110640","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G7604295981","display_name":null,"funder_award_id":"DMR 1548924","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G782255495","display_name":null,"funder_award_id":"DMR 154892","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G7972530987","display_name":null,"funder_award_id":"DGE 1106400","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G7979817967","display_name":null,"funder_award_id":"P2ELP2 17227","funder_id":"https://openalex.org/F4320320924","funder_display_name":"Schweizerischer Nationalfonds zur F\u00f6rderung der Wissenschaftlichen Forschung"},{"id":"https://openalex.org/G848032724","display_name":null,"funder_award_id":"Science","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G8814082397","display_name":null,"funder_award_id":"1548924","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320306202","display_name":"Gordon and Betty Moore Foundation","ror":"https://ror.org/006wxqw41"},{"id":"https://openalex.org/F4320320924","display_name":"Schweizerischer Nationalfonds zur F\u00f6rderung der Wissenschaftlichen Forschung","ror":"https://ror.org/00yjd3n13"},{"id":"https://openalex.org/F4320337367","display_name":"Division of Materials Research","ror":"https://ror.org/01pc7k308"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2885076424.pdf","grobid_xml":"https://content.openalex.org/works/W2885076424.grobid-xml"},"referenced_works_count":72,"referenced_works":["https://openalex.org/W360867074","https://openalex.org/W1857351257","https://openalex.org/W1946620893","https://openalex.org/W1947092456","https://openalex.org/W1969485064","https://openalex.org/W1972088908","https://openalex.org/W1983273415","https://openalex.org/W1986579450","https://openalex.org/W1989183603","https://openalex.org/W1991438310","https://openalex.org/W2011181254","https://openalex.org/W2012198432","https://openalex.org/W2026174223","https://openalex.org/W2037475910","https://openalex.org/W2044976479","https://openalex.org/W2047416239","https://openalex.org/W2047602908","https://openalex.org/W2048248055","https://openalex.org/W2055129569","https://openalex.org/W2056370875","https://openalex.org/W2060557307","https://openalex.org/W2070309911","https://openalex.org/W2075797850","https://openalex.org/W2076548581","https://openalex.org/W2079858702","https://openalex.org/W2094198850","https://openalex.org/W2100556411","https://openalex.org/W2101675075","https://openalex.org/W2102916755","https://openalex.org/W2118103795","https://openalex.org/W2129859788","https://openalex.org/W2220485312","https://openalex.org/W2261975831","https://openalex.org/W2346728112","https://openalex.org/W2442117232","https://openalex.org/W2505733783","https://openalex.org/W2552808051","https://openalex.org/W2554591675","https://openalex.org/W2574952845","https://openalex.org/W2593966629","https://openalex.org/W2604388535","https://openalex.org/W2612688942","https://openalex.org/W2614949728","https://openalex.org/W2615249850","https://openalex.org/W2620324432","https://openalex.org/W2675611360","https://openalex.org/W2760005823","https://openalex.org/W2776595964","https://openalex.org/W2785985567","https://openalex.org/W2787812201","https://openalex.org/W2808624744","https://openalex.org/W2884332829","https://openalex.org/W2884561329","https://openalex.org/W2913535645","https://openalex.org/W2919115771","https://openalex.org/W2955079933","https://openalex.org/W2963371269","https://openalex.org/W2963926148","https://openalex.org/W3098933358","https://openalex.org/W3099883911","https://openalex.org/W3100420029","https://openalex.org/W3100774664","https://openalex.org/W3102861786","https://openalex.org/W3105078725","https://openalex.org/W3106459670","https://openalex.org/W4231350070","https://openalex.org/W4231392132","https://openalex.org/W4244393449","https://openalex.org/W6677645113","https://openalex.org/W6704980600","https://openalex.org/W6738960811","https://openalex.org/W6745038414"],"related_works":["https://openalex.org/W2964101692","https://openalex.org/W3129129288","https://openalex.org/W2976010825","https://openalex.org/W2093421506","https://openalex.org/W2604617411","https://openalex.org/W4225764830","https://openalex.org/W4285240012","https://openalex.org/W4224918896","https://openalex.org/W1896326723","https://openalex.org/W4289638512"],"abstract_inverted_index":{"Coded":[0],"illumination":[1,40],"can":[2,71,78],"enable":[3],"quantitative":[4],"phase":[5,25,104,153,213,226],"microscopy":[6],"of":[7,34,95,110,125,131,162,169,190],"transparent":[8],"samples":[9],"with":[10,18,242],"minimal":[11],"hardware":[12],"requirements.":[13],"Intensity":[14],"images":[15],"are":[16],"captured":[17],"different":[19],"source":[20],"patterns,":[21],"then":[22],"a":[23,92,137,151,187,211,224],"nonlinear":[24,32,75],"retrieval":[26,105],"optimization":[27],"reconstructs":[28],"the":[29,35,39,48,74,103,111,126,129,160,163,167,170,174,200],"image.":[30],"The":[31,44],"nature":[33],"processing":[36],"makes":[37],"optimizing":[38,142],"pattern":[41],"designs":[42,195],"complicated.":[43],"traditional":[45],"techniques":[46],"for":[47,141,145,150,209,223],"experimental":[49,201,207],"design":[50,175,231],"(e.g.,":[51],"condition":[52],"number":[53,189],"optimization,":[54],"and":[55,64,77,98,128,166,215],"spectral":[56],"analysis)":[57],"consider":[58],"only":[59,186],"linear":[60,65],"measurement":[61,164],"formation":[62],"models":[63],"reconstructions.":[66],"Deep":[67],"neural":[68],"networks":[69],"(DNNs)":[70],"efficiently":[72],"represent":[73],"process":[76],"be":[79],"optimized":[80,222],"over":[81],"via":[82],"training":[83,96,191],"in":[84,199],"an":[85,146],"end-to-end":[86],"framework.":[87],"However,":[88],"DNNs":[89],"typically":[90],"require":[91],"large":[93],"amount":[94],"examples":[97,192],"parameters":[99],"to":[100,120,184,193,239],"properly":[101],"learn":[102,194],"process,":[106],"without":[107,203],"making":[108],"use":[109,121,185],"known":[112],"physical":[113],"models.":[114],"In":[115],"this":[116],"paper,":[117],"we":[118],"aim":[119],"both":[122,159,210],"our":[123],"knowledge":[124],"physics":[127,161],"power":[130],"machine":[132],"learning":[133],"together.":[134],"We":[135,205],"propose":[136],"new":[138],"data-driven":[139],"approach":[140],"coded-illumination":[143,220],"patterns":[144,221],"LED":[147],"array":[148],"microscope":[149],"given":[152],"reconstruction":[154,171,227],"algorithm.":[155,228],"Our":[156,229],"method":[157],"incorporates":[158],"scheme":[165],"nonlinearity":[168],"algorithm":[172],"into":[173],"problem.":[176],"This":[177],"enables":[178],"efficient":[179],"parameterization,":[180],"which":[181],"allows":[182],"us":[183],"small":[188],"that":[196],"generalize":[197],"well":[198],"setting":[202],"retraining.":[204],"show":[206],"results":[208,232],"well-characterized":[212],"target":[214],"mouse":[216],"fibroblast":[217],"cells,":[218],"using":[219,233],"sparsity-based":[225],"learned":[230],"two":[234],"measurements":[235],"demonstrate":[236],"similar":[237],"accuracy":[238],"Fourier":[240],"ptychography":[241],"69":[243],"measurements.":[244]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":18},{"year":2024,"cited_by_count":15},{"year":2023,"cited_by_count":21},{"year":2022,"cited_by_count":23},{"year":2021,"cited_by_count":27},{"year":2020,"cited_by_count":34},{"year":2019,"cited_by_count":12}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}