{"id":"https://openalex.org/W2986934761","doi":"https://doi.org/10.1109/jproc.2019.2949575","title":"Deep-Learning-Based Image Reconstruction and Enhancement in Optical Microscopy","display_name":"Deep-Learning-Based Image Reconstruction and Enhancement in Optical Microscopy","publication_year":2019,"publication_date":"2019-11-14","ids":{"openalex":"https://openalex.org/W2986934761","doi":"https://doi.org/10.1109/jproc.2019.2949575","mag":"2986934761"},"language":"en","primary_location":{"id":"doi:10.1109/jproc.2019.2949575","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jproc.2019.2949575","pdf_url":"https://ieeexplore.ieee.org/ielx7/5/8944310/08901171.pdf","source":{"id":"https://openalex.org/S68686220","display_name":"Proceedings of the IEEE","issn_l":"0018-9219","issn":["0018-9219","1558-2256"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the IEEE","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://ieeexplore.ieee.org/ielx7/5/8944310/08901171.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5026608291","display_name":"Kevin de Haan","orcid":"https://orcid.org/0000-0002-7802-3857"},"institutions":[{"id":"https://openalex.org/I142207940","display_name":"California NanoSystems Institute","ror":"https://ror.org/00q7fqf35","country_code":"US","type":"facility","lineage":["https://openalex.org/I142207940","https://openalex.org/I154570441","https://openalex.org/I161318765"]},{"id":"https://openalex.org/I161318765","display_name":"University of California, Los Angeles","ror":"https://ror.org/046rm7j60","country_code":"US","type":"education","lineage":["https://openalex.org/I161318765"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Kevin de Haan","raw_affiliation_strings":["Bioengineering Department, University of California at Los Angeles, Los Angeles, USA","California NanoSystems Institute (CNSI), University of California at Los Angeles, Los Angeles, USA","Electrical and Computer Engineering Department, University of California at Los Angeles, Los Angeles, USA"],"affiliations":[{"raw_affiliation_string":"Bioengineering Department, University of California at Los Angeles, Los Angeles, USA","institution_ids":["https://openalex.org/I161318765"]},{"raw_affiliation_string":"California NanoSystems Institute (CNSI), University of California at Los Angeles, Los Angeles, USA","institution_ids":["https://openalex.org/I142207940","https://openalex.org/I161318765"]},{"raw_affiliation_string":"Electrical and Computer Engineering Department, University of California at Los Angeles, Los Angeles, USA","institution_ids":["https://openalex.org/I161318765"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058629781","display_name":"Yair Rivenson","orcid":"https://orcid.org/0000-0003-1132-0715"},"institutions":[{"id":"https://openalex.org/I142207940","display_name":"California NanoSystems Institute","ror":"https://ror.org/00q7fqf35","country_code":"US","type":"facility","lineage":["https://openalex.org/I142207940","https://openalex.org/I154570441","https://openalex.org/I161318765"]},{"id":"https://openalex.org/I161318765","display_name":"University of California, Los Angeles","ror":"https://ror.org/046rm7j60","country_code":"US","type":"education","lineage":["https://openalex.org/I161318765"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yair Rivenson","raw_affiliation_strings":["Bioengineering Department, University of California at Los Angeles, Los Angeles, USA","California NanoSystems Institute (CNSI), University of California at Los Angeles, Los Angeles, USA","Electrical and Computer Engineering Department, University of California at Los Angeles, Los Angeles, USA"],"affiliations":[{"raw_affiliation_string":"Bioengineering Department, University of California at Los Angeles, Los Angeles, USA","institution_ids":["https://openalex.org/I161318765"]},{"raw_affiliation_string":"California NanoSystems Institute (CNSI), University of California at Los Angeles, Los Angeles, USA","institution_ids":["https://openalex.org/I142207940","https://openalex.org/I161318765"]},{"raw_affiliation_string":"Electrical and Computer Engineering Department, University of California at Los Angeles, Los Angeles, USA","institution_ids":["https://openalex.org/I161318765"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089055123","display_name":"Yichen Wu","orcid":"https://orcid.org/0000-0002-9343-5489"},"institutions":[{"id":"https://openalex.org/I142207940","display_name":"California NanoSystems Institute","ror":"https://ror.org/00q7fqf35","country_code":"US","type":"facility","lineage":["https://openalex.org/I142207940","https://openalex.org/I154570441","https://openalex.org/I161318765"]},{"id":"https://openalex.org/I161318765","display_name":"University of California, Los Angeles","ror":"https://ror.org/046rm7j60","country_code":"US","type":"education","lineage":["https://openalex.org/I161318765"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yichen Wu","raw_affiliation_strings":["Bioengineering Department, University of California at Los Angeles, Los Angeles, USA","California NanoSystems Institute (CNSI), University of California at Los Angeles, Los Angeles, USA","Electrical and Computer Engineering Department, University of California at Los Angeles, Los Angeles, USA"],"affiliations":[{"raw_affiliation_string":"Bioengineering Department, University of California at Los Angeles, Los Angeles, USA","institution_ids":["https://openalex.org/I161318765"]},{"raw_affiliation_string":"California NanoSystems Institute (CNSI), University of California at Los Angeles, Los Angeles, USA","institution_ids":["https://openalex.org/I142207940","https://openalex.org/I161318765"]},{"raw_affiliation_string":"Electrical and Computer Engineering Department, University of California at Los Angeles, Los Angeles, USA","institution_ids":["https://openalex.org/I161318765"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5016207990","display_name":"Aydogan \u00d6zcan","orcid":"https://orcid.org/0000-0002-0717-683X"},"institutions":[{"id":"https://openalex.org/I142207940","display_name":"California NanoSystems Institute","ror":"https://ror.org/00q7fqf35","country_code":"US","type":"facility","lineage":["https://openalex.org/I142207940","https://openalex.org/I154570441","https://openalex.org/I161318765"]},{"id":"https://openalex.org/I161318765","display_name":"University of California, Los Angeles","ror":"https://ror.org/046rm7j60","country_code":"US","type":"education","lineage":["https://openalex.org/I161318765"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Aydogan Ozcan","raw_affiliation_strings":["Bioengineering Department, University of California at Los Angeles, Los Angeles, USA","California NanoSystems Institute (CNSI), University of California at Los Angeles, Los Angeles, USA","Department of Surgery, David Geffen School of Medicine, University of California at Los Angeles, Los Angeles, USA","Electrical and Computer Engineering Department, University of California at Los Angeles, Los Angeles, USA"],"affiliations":[{"raw_affiliation_string":"Bioengineering Department, University of California at Los Angeles, Los Angeles, USA","institution_ids":["https://openalex.org/I161318765"]},{"raw_affiliation_string":"California NanoSystems Institute (CNSI), University of California at Los Angeles, Los Angeles, USA","institution_ids":["https://openalex.org/I142207940","https://openalex.org/I161318765"]},{"raw_affiliation_string":"Department of Surgery, David Geffen School of Medicine, University of California at Los Angeles, Los Angeles, USA","institution_ids":["https://openalex.org/I161318765"]},{"raw_affiliation_string":"Electrical and Computer Engineering Department, University of California at Los Angeles, Los Angeles, USA","institution_ids":["https://openalex.org/I161318765"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5026608291"],"corresponding_institution_ids":["https://openalex.org/I142207940","https://openalex.org/I161318765"],"apc_list":null,"apc_paid":null,"fwci":21.7619,"has_fulltext":true,"cited_by_count":138,"citation_normalized_percentile":{"value":0.99480789,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"108","issue":"1","first_page":"30","last_page":"50"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12859","display_name":"Cell Image Analysis Techniques","score":0.9998000264167786,"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"}},"topics":[{"id":"https://openalex.org/T12859","display_name":"Cell Image Analysis Techniques","score":0.9998000264167786,"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"}},{"id":"https://openalex.org/T13114","display_name":"Image Processing Techniques and Applications","score":0.9993000030517578,"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/T10540","display_name":"Advanced Fluorescence Microscopy Techniques","score":0.9991999864578247,"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/deep-learning","display_name":"Deep learning","score":0.7819066643714905},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6756322979927063},{"id":"https://openalex.org/keywords/transformative-learning","display_name":"Transformative learning","score":0.6337846517562866},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6253044605255127},{"id":"https://openalex.org/keywords/microscopy","display_name":"Microscopy","score":0.5998839139938354},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.4547346234321594},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4372689127922058},{"id":"https://openalex.org/keywords/deep-neural-networks","display_name":"Deep neural networks","score":0.4342300295829773},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.39566150307655334},{"id":"https://openalex.org/keywords/optics","display_name":"Optics","score":0.15204808115959167},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.09374794363975525}],"concepts":[{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.7819066643714905},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6756322979927063},{"id":"https://openalex.org/C70587473","wikidata":"https://www.wikidata.org/wiki/Q7834111","display_name":"Transformative learning","level":2,"score":0.6337846517562866},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6253044605255127},{"id":"https://openalex.org/C147080431","wikidata":"https://www.wikidata.org/wiki/Q1074953","display_name":"Microscopy","level":2,"score":0.5998839139938354},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.4547346234321594},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4372689127922058},{"id":"https://openalex.org/C2984842247","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep neural networks","level":3,"score":0.4342300295829773},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.39566150307655334},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.15204808115959167},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.09374794363975525},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0},{"id":"https://openalex.org/C19417346","wikidata":"https://www.wikidata.org/wiki/Q7922","display_name":"Pedagogy","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/jproc.2019.2949575","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jproc.2019.2949575","pdf_url":"https://ieeexplore.ieee.org/ielx7/5/8944310/08901171.pdf","source":{"id":"https://openalex.org/S68686220","display_name":"Proceedings of the IEEE","issn_l":"0018-9219","issn":["0018-9219","1558-2256"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the IEEE","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1109/jproc.2019.2949575","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jproc.2019.2949575","pdf_url":"https://ieeexplore.ieee.org/ielx7/5/8944310/08901171.pdf","source":{"id":"https://openalex.org/S68686220","display_name":"Proceedings of the IEEE","issn_l":"0018-9219","issn":["0018-9219","1558-2256"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the IEEE","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2986934761.pdf","grobid_xml":"https://content.openalex.org/works/W2986934761.grobid-xml"},"referenced_works_count":195,"referenced_works":["https://openalex.org/W7682646","https://openalex.org/W51240228","https://openalex.org/W360867074","https://openalex.org/W753012316","https://openalex.org/W1484412996","https://openalex.org/W1514248469","https://openalex.org/W1533713273","https://openalex.org/W1546211452","https://openalex.org/W1582774210","https://openalex.org/W1658472922","https://openalex.org/W1665214252","https://openalex.org/W1686810756","https://openalex.org/W1782900133","https://openalex.org/W1901129140","https://openalex.org/W1934742112","https://openalex.org/W1972822190","https://openalex.org/W1975485479","https://openalex.org/W1976709621","https://openalex.org/W1978249718","https://openalex.org/W1981660199","https://openalex.org/W1983348509","https://openalex.org/W1985586071","https://openalex.org/W1989183603","https://openalex.org/W1991101760","https://openalex.org/W1992560794","https://openalex.org/W1992858116","https://openalex.org/W1995341919","https://openalex.org/W1998808035","https://openalex.org/W2006525216","https://openalex.org/W2018778093","https://openalex.org/W2022508996","https://openalex.org/W2026160954","https://openalex.org/W2034545265","https://openalex.org/W2037521346","https://openalex.org/W2039708501","https://openalex.org/W2051542254","https://openalex.org/W2054455698","https://openalex.org/W2055129569","https://openalex.org/W2055178055","https://openalex.org/W2060258680","https://openalex.org/W2064675550","https://openalex.org/W2068179729","https://openalex.org/W2076425962","https://openalex.org/W2077491411","https://openalex.org/W2082812021","https://openalex.org/W2087322350","https://openalex.org/W2088909704","https://openalex.org/W2089387076","https://openalex.org/W2090928108","https://openalex.org/W2091244702","https://openalex.org/W2097074225","https://openalex.org/W2097117768","https://openalex.org/W2097998348","https://openalex.org/W2099471712","https://openalex.org/W2101189847","https://openalex.org/W2104431608","https://openalex.org/W2107878631","https://openalex.org/W2111765476","https://openalex.org/W2111935653","https://openalex.org/W2112796928","https://openalex.org/W2114424556","https://openalex.org/W2115737236","https://openalex.org/W2122922389","https://openalex.org/W2124188012","https://openalex.org/W2125516659","https://openalex.org/W2131241448","https://openalex.org/W2133665775","https://openalex.org/W2136638837","https://openalex.org/W2142853128","https://openalex.org/W2146914716","https://openalex.org/W2149273372","https://openalex.org/W2149760002","https://openalex.org/W2149933564","https://openalex.org/W2151374006","https://openalex.org/W2152537098","https://openalex.org/W2155893237","https://openalex.org/W2163605009","https://openalex.org/W2168816122","https://openalex.org/W2169791141","https://openalex.org/W2170608748","https://openalex.org/W2182361439","https://openalex.org/W2194775991","https://openalex.org/W2271840356","https://openalex.org/W2331128040","https://openalex.org/W2384495648","https://openalex.org/W2400967955","https://openalex.org/W2517736342","https://openalex.org/W2534320940","https://openalex.org/W2553303224","https://openalex.org/W2556967412","https://openalex.org/W2587305359","https://openalex.org/W2589934064","https://openalex.org/W2593345132","https://openalex.org/W2593966629","https://openalex.org/W2612688942","https://openalex.org/W2614949728","https://openalex.org/W2700381762","https://openalex.org/W2732724430","https://openalex.org/W2751297520","https://openalex.org/W2753427988","https://openalex.org/W2760619301","https://openalex.org/W2766447205","https://openalex.org/W2771842941","https://openalex.org/W2774993480","https://openalex.org/W2775795276","https://openalex.org/W2787020583","https://openalex.org/W2788997417","https://openalex.org/W2790695487","https://openalex.org/W2796384729","https://openalex.org/W2797749376","https://openalex.org/W2798701005","https://openalex.org/W2801396275","https://openalex.org/W2803119376","https://openalex.org/W2806295558","https://openalex.org/W2810363749","https://openalex.org/W2884001105","https://openalex.org/W2884160046","https://openalex.org/W2884332829","https://openalex.org/W2884561329","https://openalex.org/W2885076424","https://openalex.org/W2886851211","https://openalex.org/W2887566712","https://openalex.org/W2888832887","https://openalex.org/W2889672357","https://openalex.org/W2889798024","https://openalex.org/W2894917609","https://openalex.org/W2895320599","https://openalex.org/W2895491352","https://openalex.org/W2896733649","https://openalex.org/W2897353258","https://openalex.org/W2899771611","https://openalex.org/W2899906096","https://openalex.org/W2900936384","https://openalex.org/W2904591139","https://openalex.org/W2908750658","https://openalex.org/W2912269064","https://openalex.org/W2914023967","https://openalex.org/W2914540228","https://openalex.org/W2916119524","https://openalex.org/W2917684769","https://openalex.org/W2919115771","https://openalex.org/W2949493305","https://openalex.org/W2949846184","https://openalex.org/W2949941638","https://openalex.org/W2950094539","https://openalex.org/W2955079933","https://openalex.org/W2962793481","https://openalex.org/W2962835968","https://openalex.org/W2963073614","https://openalex.org/W2963374479","https://openalex.org/W2963665033","https://openalex.org/W2963739978","https://openalex.org/W2963904328","https://openalex.org/W3086110047","https://openalex.org/W3098491829","https://openalex.org/W3098621705","https://openalex.org/W3099186728","https://openalex.org/W3100115611","https://openalex.org/W3100420029","https://openalex.org/W3103056925","https://openalex.org/W3104053397","https://openalex.org/W3105078725","https://openalex.org/W3106459670","https://openalex.org/W4237634397","https://openalex.org/W4299518610","https://openalex.org/W4300293005","https://openalex.org/W4300632638","https://openalex.org/W4300972885","https://openalex.org/W4320013936","https://openalex.org/W6600294690","https://openalex.org/W6622239757","https://openalex.org/W6628955290","https://openalex.org/W6637242042","https://openalex.org/W6637373629","https://openalex.org/W6639824700","https://openalex.org/W6674385629","https://openalex.org/W6678911119","https://openalex.org/W6682132143","https://openalex.org/W6684191040","https://openalex.org/W6685961532","https://openalex.org/W6694517276","https://openalex.org/W6702130928","https://openalex.org/W6729956949","https://openalex.org/W6729983426","https://openalex.org/W6734147758","https://openalex.org/W6740483536","https://openalex.org/W6743833179","https://openalex.org/W6747218270","https://openalex.org/W6750344830","https://openalex.org/W6753490951","https://openalex.org/W6753664474","https://openalex.org/W6754509688","https://openalex.org/W6755485552","https://openalex.org/W6756040250","https://openalex.org/W6759545180"],"related_works":["https://openalex.org/W2169196470","https://openalex.org/W4377865163","https://openalex.org/W3042419602","https://openalex.org/W3193857078","https://openalex.org/W2966649771","https://openalex.org/W2888956734","https://openalex.org/W3000197790","https://openalex.org/W4315865067","https://openalex.org/W3208304128","https://openalex.org/W2979433843"],"abstract_inverted_index":{"In":[0,24],"recent":[1,113],"years,":[2],"deep":[3,52,116],"learning":[4,15,53,83],"has":[5,34],"been":[6],"shown":[7],"to":[8,26,62,66,97,119],"be":[9],"one":[10],"of":[11,21,47,51,109,111],"the":[12,112],"leading":[13],"machine":[14],"techniques":[16],"for":[17,38],"a":[18],"wide":[19],"variety":[20],"inference":[22],"tasks.":[23],"addition":[25],"its":[27],"mainstream":[28],"applications,":[29],"such":[30],"as":[31,70,72],"classification,":[32],"it":[33],"created":[35],"transformative":[36],"opportunities":[37],"image":[39,56,80],"reconstruction":[40],"and":[41,95,123,130],"enhancement":[42],"in":[43],"optical":[44],"microscopy.":[45],"Some":[46],"these":[48],"emerging":[49],"applications":[50],"range":[54],"from":[55],"transformations":[57],"between":[58],"microscopic":[59],"imaging":[60,68],"systems":[61],"adding":[63],"new":[64],"capabilities":[65],"existing":[67],"techniques,":[69],"well":[71],"solving":[73],"various":[74],"inverse":[75],"problems":[76],"based":[77],"on":[78],"microscopy":[79,94,122],"data.":[81],"Deep":[82],"is":[84],"helping":[85],"us":[86],"move":[87],"toward":[88],"data-driven":[89],"instrument":[90],"designs":[91],"that":[92],"blend":[93],"computing":[96],"achieve":[98],"what":[99],"neither":[100],"can":[101],"do":[102],"alone.":[103],"This":[104],"article":[105],"provides":[106],"an":[107],"overview":[108],"some":[110],"work":[114],"using":[115],"neural":[117],"networks":[118],"advance":[120],"computational":[121],"sensing":[124],"systems,":[125],"also":[126],"covering":[127],"their":[128],"current":[129],"future":[131],"biomedical":[132],"applications.":[133]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":18},{"year":2024,"cited_by_count":19},{"year":2023,"cited_by_count":14},{"year":2022,"cited_by_count":35},{"year":2021,"cited_by_count":31},{"year":2020,"cited_by_count":16},{"year":2018,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
