{"id":"https://openalex.org/W4408047552","doi":"https://doi.org/10.1109/tci.2025.3539448","title":"Towards Robust and Generalizable Lensless Imaging With Modular Learned Reconstruction","display_name":"Towards Robust and Generalizable Lensless Imaging With Modular Learned Reconstruction","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4408047552","doi":"https://doi.org/10.1109/tci.2025.3539448"},"language":"en","primary_location":{"id":"doi:10.1109/tci.2025.3539448","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tci.2025.3539448","pdf_url":null,"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":"green","oa_url":"https://infoscience.epfl.ch/handle/20.500.14299/247725","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5019234378","display_name":"Eric Bezzam","orcid":"https://orcid.org/0000-0003-4837-5031"},"institutions":[{"id":"https://openalex.org/I5124864","display_name":"\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne","ror":"https://ror.org/02s376052","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I5124864"]}],"countries":["CH"],"is_corresponding":true,"raw_author_name":"Eric Bezzam","raw_affiliation_strings":["School of Computer and Communication Sciences, &#x00C9;cole Polytechnique F&#x00E9;d&#x00E9;rale de Lausanne, Lausanne, Switzerland"],"raw_orcid":"https://orcid.org/0000-0003-4837-5031","affiliations":[{"raw_affiliation_string":"School of Computer and Communication Sciences, &#x00C9;cole Polytechnique F&#x00E9;d&#x00E9;rale de Lausanne, Lausanne, Switzerland","institution_ids":["https://openalex.org/I5124864"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062137287","display_name":"Yohann Perron","orcid":"https://orcid.org/0000-0002-0497-8263"},"institutions":[{"id":"https://openalex.org/I142631665","display_name":"\u00c9cole nationale des ponts et chauss\u00e9es","ror":"https://ror.org/02nwvxz07","country_code":"FR","type":"education","lineage":["https://openalex.org/I142631665","https://openalex.org/I4210145102"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Yohann Perron","raw_affiliation_strings":["IMAGINE Research Group, Ecole des Ponts ParisTech (ENPC), Champs-sur-Marne, France"],"raw_orcid":"https://orcid.org/0000-0002-0497-8263","affiliations":[{"raw_affiliation_string":"IMAGINE Research Group, Ecole des Ponts ParisTech (ENPC), Champs-sur-Marne, France","institution_ids":["https://openalex.org/I142631665"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5049415924","display_name":"Martin Vetterli","orcid":"https://orcid.org/0000-0002-6122-1216"},"institutions":[{"id":"https://openalex.org/I5124864","display_name":"\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne","ror":"https://ror.org/02s376052","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I5124864"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Martin Vetterli","raw_affiliation_strings":["School of Computer and Communication Sciences, &#x00C9;cole Polytechnique F&#x00E9;d&#x00E9;rale de Lausanne, Lausanne, Switzerland"],"raw_orcid":"https://orcid.org/0000-0002-6122-1216","affiliations":[{"raw_affiliation_string":"School of Computer and Communication Sciences, &#x00C9;cole Polytechnique F&#x00E9;d&#x00E9;rale de Lausanne, Lausanne, Switzerland","institution_ids":["https://openalex.org/I5124864"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5019234378"],"corresponding_institution_ids":["https://openalex.org/I5124864"],"apc_list":null,"apc_paid":null,"fwci":1.2027,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.75981815,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":"11","issue":null,"first_page":"213","last_page":"227"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12015","display_name":"Photoacoustic and Ultrasonic Imaging","score":0.9987999796867371,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T12015","display_name":"Photoacoustic and Ultrasonic Imaging","score":0.9987999796867371,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"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/T13114","display_name":"Image Processing Techniques and Applications","score":0.9970999956130981,"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/T11569","display_name":"Optical Coherence Tomography Applications","score":0.9966999888420105,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"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/iterative-reconstruction","display_name":"Iterative reconstruction","score":0.639568567276001},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6338284611701965},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.6216245889663696},{"id":"https://openalex.org/keywords/modular-design","display_name":"Modular design","score":0.5770596861839294},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5509468913078308},{"id":"https://openalex.org/keywords/medical-imaging","display_name":"Medical imaging","score":0.46450114250183105},{"id":"https://openalex.org/keywords/optical-imaging","display_name":"Optical imaging","score":0.41797637939453125},{"id":"https://openalex.org/keywords/computer-graphics","display_name":"Computer graphics (images)","score":0.33374089002609253},{"id":"https://openalex.org/keywords/optics","display_name":"Optics","score":0.15323275327682495},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.12615451216697693}],"concepts":[{"id":"https://openalex.org/C141379421","wikidata":"https://www.wikidata.org/wiki/Q6094427","display_name":"Iterative reconstruction","level":2,"score":0.639568567276001},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6338284611701965},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.6216245889663696},{"id":"https://openalex.org/C101468663","wikidata":"https://www.wikidata.org/wiki/Q1620158","display_name":"Modular design","level":2,"score":0.5770596861839294},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5509468913078308},{"id":"https://openalex.org/C31601959","wikidata":"https://www.wikidata.org/wiki/Q931309","display_name":"Medical imaging","level":2,"score":0.46450114250183105},{"id":"https://openalex.org/C92630104","wikidata":"https://www.wikidata.org/wiki/Q4115103","display_name":"Optical imaging","level":2,"score":0.41797637939453125},{"id":"https://openalex.org/C121684516","wikidata":"https://www.wikidata.org/wiki/Q7600677","display_name":"Computer graphics (images)","level":1,"score":0.33374089002609253},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.15323275327682495},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.12615451216697693},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tci.2025.3539448","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tci.2025.3539448","pdf_url":null,"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"},{"id":"pmh:oai:infoscience.epfl.ch:20.500.14299/247725","is_oa":true,"landing_page_url":"https://infoscience.epfl.ch/handle/20.500.14299/247725","pdf_url":null,"source":{"id":"https://openalex.org/S4306400487","display_name":"Infoscience (Ecole Polytechnique F\u00e9d\u00e9rale de Lausanne)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"research article"}],"best_oa_location":{"id":"pmh:oai:infoscience.epfl.ch:20.500.14299/247725","is_oa":true,"landing_page_url":"https://infoscience.epfl.ch/handle/20.500.14299/247725","pdf_url":null,"source":{"id":"https://openalex.org/S4306400487","display_name":"Infoscience (Ecole Polytechnique F\u00e9d\u00e9rale de Lausanne)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"research article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G142633303","display_name":null,"funder_award_id":"CRSII5_213521","funder_id":"https://openalex.org/F4320320924","funder_display_name":"Schweizerischer Nationalfonds zur F\u00f6rderung der Wissenschaftlichen Forschung"}],"funders":[{"id":"https://openalex.org/F4320320924","display_name":"Schweizerischer Nationalfonds zur F\u00f6rderung der Wissenschaftlichen Forschung","ror":"https://ror.org/00yjd3n13"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":46,"referenced_works":["https://openalex.org/W1834627138","https://openalex.org/W1901129140","https://openalex.org/W2009281170","https://openalex.org/W2020988779","https://openalex.org/W2043447070","https://openalex.org/W2100556411","https://openalex.org/W2116138376","https://openalex.org/W2122548617","https://openalex.org/W2132426365","https://openalex.org/W2155803963","https://openalex.org/W2170356055","https://openalex.org/W2487564216","https://openalex.org/W2809900749","https://openalex.org/W2953583120","https://openalex.org/W2962785568","https://openalex.org/W2962953024","https://openalex.org/W2971240841","https://openalex.org/W3014609554","https://openalex.org/W3016734556","https://openalex.org/W3019205968","https://openalex.org/W3022237966","https://openalex.org/W3035510385","https://openalex.org/W3035530631","https://openalex.org/W3094016573","https://openalex.org/W3119715424","https://openalex.org/W3133542152","https://openalex.org/W3139235941","https://openalex.org/W3167568784","https://openalex.org/W3179592584","https://openalex.org/W3199578272","https://openalex.org/W3202298996","https://openalex.org/W3210232375","https://openalex.org/W3211998957","https://openalex.org/W4200160233","https://openalex.org/W4220899191","https://openalex.org/W4220965880","https://openalex.org/W4225672218","https://openalex.org/W4292363360","https://openalex.org/W4309616740","https://openalex.org/W4309694669","https://openalex.org/W4382023895","https://openalex.org/W4387806887","https://openalex.org/W4394998532","https://openalex.org/W4402916944","https://openalex.org/W6677645113","https://openalex.org/W6873922393"],"related_works":["https://openalex.org/W2378076731","https://openalex.org/W4286888643","https://openalex.org/W3210795196","https://openalex.org/W2088988140","https://openalex.org/W3171015545","https://openalex.org/W2126507993","https://openalex.org/W1482574696","https://openalex.org/W3202042879","https://openalex.org/W4206259184","https://openalex.org/W2082025740"],"abstract_inverted_index":{"Lensless":[0],"cameras":[1],"disregard":[2],"the":[3,10,18,29,60,99,137],"conventional":[4],"design":[5],"that":[6,39],"imaging":[7,34,122],"should":[8],"mimic":[9],"human":[11],"eye.":[12],"This":[13],"is":[14,89],"done":[15],"by":[16],"replacing":[17],"lens":[19],"with":[20,150],"a":[21,80,86,90],"thin":[22],"mask,":[23],"and":[24,43,57,109,112,124,132,165,178,189,194],"moving":[25],"image":[26,94,104],"formation":[27],"to":[28,65,93,144,154,161,171],"digital":[30],"post-processing.":[31],"State-of-the-art":[32],"lensless":[33,66,121],"techniques":[35,106],"use":[36,162],"learned":[37,63,82],"approaches":[38,48,64,123],"combine":[40],"physical":[41],"modeling":[42,51],"neural":[44],"networks.":[45],"However,":[46],"these":[47],"make":[49],"simplifying":[50],"assumptions":[52],"for":[53,102,119,191,195],"ease":[54],"of":[55,62,68,127,175,182],"calibration":[56],"computation.":[58],"Moreover,":[59],"generalizability":[61],"measurements":[67,177],"new":[69,169],"masks":[70],"has":[71],"not":[72],"been":[73],"studied.":[74],"To":[75],"this":[76],"end,":[77],"we":[78,185],"utilize":[79],"modular":[81,157,198],"reconstruction":[83,158],"in":[84],"which":[85],"key":[87],"component":[88],"pre-processor":[91],"prior":[92],"recovery.":[95],"We":[96,134],"theoretically":[97],"demonstrate":[98],"pre-processor's":[100],"necessity":[101],"standard":[103],"recovery":[105],"(Wiener":[107],"filtering":[108],"iterative":[110],"algorithms),":[111],"through":[113],"extensive":[114],"experiments":[115],"show":[116],"its":[117],"effectiveness":[118],"multiple":[120],"across":[125,141],"datasets":[126,193],"different":[128],"mask":[129,142],"types":[130,143],"(amplitude":[131],"phase).":[133],"also":[135],"perform":[136],"first":[138],"generalization":[139],"benchmark":[140],"evaluate":[145],"how":[146],"well":[147],"reconstructions":[148],"trained":[149],"one":[151],"system":[152],"generalize":[153],"others.":[155],"Our":[156],"enables":[159],"us":[160],"pre-trained":[163],"components":[164],"transfer":[166],"learning":[167],"on":[168],"systems":[170],"cut":[172],"down":[173],"weeks":[174],"tedious":[176],"training.":[179],"As":[180],"part":[181],"our":[183,197],"work,":[184],"open-source":[186],"four":[187],"datasets,":[188],"software":[190],"measuring":[192],"training":[196],"reconstruction.":[199]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2025-12-19T19:40:27.379048","created_date":"2025-10-10T00:00:00"}
