{"id":"https://openalex.org/W4296605922","doi":"https://doi.org/10.48550/arxiv.2209.09408","title":"Deep learning at the edge enables real-time streaming ptychographic imaging","display_name":"Deep learning at the edge enables real-time streaming ptychographic imaging","publication_year":2022,"publication_date":"2022-09-20","ids":{"openalex":"https://openalex.org/W4296605922","doi":"https://doi.org/10.48550/arxiv.2209.09408"},"language":"en","primary_location":{"id":"pmh:oai:arXiv.org:2209.09408","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2209.09408","pdf_url":"https://arxiv.org/pdf/2209.09408","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},"type":"preprint","indexed_in":["arxiv","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2209.09408","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5047645198","display_name":"Anakha V Babu","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Babu, Anakha V","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090925242","display_name":"Tao Zhou","orcid":"https://orcid.org/0000-0003-0561-2316"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhou, Tao","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040770651","display_name":"Saugat Kandel","orcid":"https://orcid.org/0000-0002-7324-2559"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Kandel, Saugat","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038566298","display_name":"Tekin Bi\u00e7er","orcid":"https://orcid.org/0000-0002-8428-5159"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Bicer, Tekin","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101649257","display_name":"Zhengchun Liu","orcid":"https://orcid.org/0000-0002-6647-4423"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Liu, Zhengchun","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045082726","display_name":"William Q. Judge","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Judge, William","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010548015","display_name":"Daniel J. Ching","orcid":"https://orcid.org/0000-0003-3992-190X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ching, Daniel J.","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112872879","display_name":"Y. Jiang","orcid":"https://orcid.org/0000-0002-8964-5109"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jiang, Yi","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000455360","display_name":"Sini\u0161a Veseli","orcid":"https://orcid.org/0009-0002-0978-6364"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Veseli, Sinisa","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039981569","display_name":"Steven Henke","orcid":"https://orcid.org/0000-0001-9231-1399"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Henke, Steven","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088145676","display_name":"Ryan Chard","orcid":"https://orcid.org/0000-0002-6781-7432"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Chard, Ryan","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051755660","display_name":"Yudong Yao","orcid":"https://orcid.org/0000-0001-6442-7079"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yao, Yudong","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036765546","display_name":"Ekaterina Sirazitdinova","orcid":"https://orcid.org/0000-0002-0130-4300"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sirazitdinova, Ekaterina","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111729135","display_name":"Geetika Gupta","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Gupta, Geetika","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047882708","display_name":"Martin V. Holt","orcid":"https://orcid.org/0000-0003-2640-7100"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Holt, Martin V.","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032231503","display_name":"Ian Foster","orcid":"https://orcid.org/0000-0003-2129-5269"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Foster, Ian T.","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040205271","display_name":"Antonino Miceli","orcid":"https://orcid.org/0000-0001-5994-5402"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Miceli, Antonino","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5066462592","display_name":"Mathew J. Cherukara","orcid":"https://orcid.org/0000-0002-1475-6998"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Cherukara, Mathew J.","raw_affiliation_strings":[],"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":18,"corresponding_author_ids":["https://openalex.org/A5047645198"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11183","display_name":"Advanced X-ray Imaging Techniques","score":0.9994000196456909,"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":0.9994000196456909,"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/T10522","display_name":"Medical Imaging Techniques and Applications","score":0.9384999871253967,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10744","display_name":"Astrophysical Phenomena and Observations","score":0.9265999794006348,"subfield":{"id":"https://openalex.org/subfields/3103","display_name":"Astronomy and Astrophysics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/ptychography","display_name":"Ptychography","score":0.8387320041656494},{"id":"https://openalex.org/keywords/workflow","display_name":"Workflow","score":0.7839621305465698},{"id":"https://openalex.org/keywords/detector","display_name":"Detector","score":0.6051978468894958},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.584037184715271},{"id":"https://openalex.org/keywords/microscopy","display_name":"Microscopy","score":0.527582049369812},{"id":"https://openalex.org/keywords/optics","display_name":"Optics","score":0.44359099864959717},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.44009676575660706},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.36609604954719543},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.35230928659439087},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.26966673135757446},{"id":"https://openalex.org/keywords/diffraction","display_name":"Diffraction","score":0.16825523972511292}],"concepts":[{"id":"https://openalex.org/C78153596","wikidata":"https://www.wikidata.org/wiki/Q7257147","display_name":"Ptychography","level":3,"score":0.8387320041656494},{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.7839621305465698},{"id":"https://openalex.org/C94915269","wikidata":"https://www.wikidata.org/wiki/Q1834857","display_name":"Detector","level":2,"score":0.6051978468894958},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.584037184715271},{"id":"https://openalex.org/C147080431","wikidata":"https://www.wikidata.org/wiki/Q1074953","display_name":"Microscopy","level":2,"score":0.527582049369812},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.44359099864959717},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.44009676575660706},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.36609604954719543},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.35230928659439087},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.26966673135757446},{"id":"https://openalex.org/C207114421","wikidata":"https://www.wikidata.org/wiki/Q133900","display_name":"Diffraction","level":2,"score":0.16825523972511292},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"pmh:oai:arXiv.org:2209.09408","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2209.09408","pdf_url":"https://arxiv.org/pdf/2209.09408","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},{"id":"pmh:oai:RePEc:nat:natcom:v:14:y:2023:i:1:d:10.1038_s41467-023-41496-z","is_oa":false,"landing_page_url":"https://www.nature.com/articles/s41467-023-41496-z","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},{"id":"doi:10.48550/arxiv.2209.09408","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2209.09408","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2209.09408","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2209.09408","pdf_url":"https://arxiv.org/pdf/2209.09408","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","score":0.5,"id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2298138607","https://openalex.org/W2011577330","https://openalex.org/W4235925647","https://openalex.org/W2754101072","https://openalex.org/W4372284105","https://openalex.org/W2793228302","https://openalex.org/W4256014828","https://openalex.org/W1992288100","https://openalex.org/W2107371674","https://openalex.org/W1999737656"],"abstract_inverted_index":{"Coherent":[0],"microscopy":[1,39],"techniques":[2],"provide":[3],"an":[4],"unparalleled":[5],"multi-scale":[6],"view":[7],"of":[8,31,128],"materials":[9,17,48],"across":[10],"scientific":[11],"and":[12,34,56,89],"technological":[13],"fields,":[14],"from":[15,21,72,102],"structural":[16],"to":[18,24,45,92,107],"quantum":[19],"devices,":[20],"integrated":[22],"circuits":[23],"biological":[25],"cells.":[26],"Driven":[27],"by":[28,119,134],"the":[29,87,115],"construction":[30],"brighter":[32],"sources":[33],"high-rate":[35],"detectors,":[36],"coherent":[37,74],"X-ray":[38,97],"methods":[40],"like":[41],"ptychography":[42,98],"are":[43],"poised":[44],"revolutionize":[46],"nanoscale":[47],"characterization.":[49],"However,":[50],"associated":[51],"significant":[52],"increases":[53],"in":[54,70],"data":[55,99,131],"compute":[57],"needs":[58],"mean":[59],"that":[60,82],"conventional":[61],"approaches":[62],"no":[63],"longer":[64],"suffice":[65],"for":[66],"recovering":[67],"sample":[68],"images":[69],"real-time":[71,94],"high-speed":[73],"imaging":[75,125],"experiments.":[76],"Here,":[77],"we":[78],"demonstrate":[79],"a":[80,103],"workflow":[81,113],"leverages":[83],"artificial":[84],"intelligence":[85],"at":[86,105],"edge":[88],"high-performance":[90],"computing":[91],"enable":[93],"inversion":[95],"on":[96],"streamed":[100],"directly":[101],"detector":[104],"up":[106],"2":[108],"kHz.":[109],"The":[110],"proposed":[111],"AI-enabled":[112],"eliminates":[114],"sampling":[116],"constraints":[117],"imposed":[118],"traditional":[120,135],"ptychography,":[121],"allowing":[122],"low":[123],"dose":[124],"using":[126],"orders":[127],"magnitude":[129],"less":[130],"than":[132],"required":[133],"methods.":[136]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2023,"cited_by_count":2}],"updated_date":"2026-04-05T17:49:38.594831","created_date":"2025-10-10T00:00:00"}