{"id":"https://openalex.org/W3033352976","doi":"https://doi.org/10.1109/iccp48838.2020.9105133","title":"Learning a Probabilistic Strategy for Computational Imaging Sensor Selection","display_name":"Learning a Probabilistic Strategy for Computational Imaging Sensor Selection","publication_year":2020,"publication_date":"2020-04-01","ids":{"openalex":"https://openalex.org/W3033352976","doi":"https://doi.org/10.1109/iccp48838.2020.9105133","mag":"3033352976"},"language":"en","primary_location":{"id":"doi:10.1109/iccp48838.2020.9105133","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccp48838.2020.9105133","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/A5041901782","display_name":"He Sun","orcid":"https://orcid.org/0000-0003-1526-6787"},"institutions":[{"id":"https://openalex.org/I122411786","display_name":"California Institute of Technology","ror":"https://ror.org/05dxps055","country_code":"US","type":"education","lineage":["https://openalex.org/I122411786"]},{"id":"https://openalex.org/I4210124601","display_name":"Department of Mathematical Sciences","ror":"https://ror.org/02xkdev90","country_code":"RU","type":"government","lineage":["https://openalex.org/I1313323035","https://openalex.org/I4210124601"]},{"id":"https://openalex.org/I73544541","display_name":"Mathematical Sciences Research Institute","ror":"https://ror.org/05hs5r386","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I73544541"]}],"countries":["RU","US"],"is_corresponding":false,"raw_author_name":"He Sun","raw_affiliation_strings":["California Institute of Technology,Department of Computing and Mathematical Sciences,CA","Department of Computing and Mathematical Sciences, California Institute of Technology, CA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"California Institute of Technology,Department of Computing and Mathematical Sciences,CA","institution_ids":["https://openalex.org/I4210124601","https://openalex.org/I73544541"]},{"raw_affiliation_string":"Department of Computing and Mathematical Sciences, California Institute of Technology, CA","institution_ids":["https://openalex.org/I122411786"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091409910","display_name":"Adrian V. Dalca","orcid":"https://orcid.org/0000-0002-8422-0136"},"institutions":[{"id":"https://openalex.org/I136199984","display_name":"Harvard University","ror":"https://ror.org/03vek6s52","country_code":"US","type":"education","lineage":["https://openalex.org/I136199984"]},{"id":"https://openalex.org/I63966007","display_name":"Massachusetts Institute of Technology","ror":"https://ror.org/042nb2s44","country_code":"US","type":"education","lineage":["https://openalex.org/I63966007"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Adrian V. Dalca","raw_affiliation_strings":["Harvard Medical School and the Massachusetts Institute of Technology,MA","Harvard Medical School and the Massachusetts Institute of Technology, MA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Harvard Medical School and the Massachusetts Institute of Technology,MA","institution_ids":["https://openalex.org/I63966007"]},{"raw_affiliation_string":"Harvard Medical School and the Massachusetts Institute of Technology, MA","institution_ids":["https://openalex.org/I136199984","https://openalex.org/I63966007"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5061668167","display_name":"Katherine L. Bouman","orcid":"https://orcid.org/0000-0003-0077-4367"},"institutions":[{"id":"https://openalex.org/I122411786","display_name":"California Institute of Technology","ror":"https://ror.org/05dxps055","country_code":"US","type":"education","lineage":["https://openalex.org/I122411786"]},{"id":"https://openalex.org/I4210124601","display_name":"Department of Mathematical Sciences","ror":"https://ror.org/02xkdev90","country_code":"RU","type":"government","lineage":["https://openalex.org/I1313323035","https://openalex.org/I4210124601"]},{"id":"https://openalex.org/I73544541","display_name":"Mathematical Sciences Research Institute","ror":"https://ror.org/05hs5r386","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I73544541"]}],"countries":["RU","US"],"is_corresponding":false,"raw_author_name":"Katherine L. Bouman","raw_affiliation_strings":["California Institute of Technology,Department of Computing and Mathematical Sciences,CA","Department of Computing and Mathematical Sciences, California Institute of Technology, CA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"California Institute of Technology,Department of Computing and Mathematical Sciences,CA","institution_ids":["https://openalex.org/I4210124601","https://openalex.org/I73544541"]},{"raw_affiliation_string":"Department of Computing and Mathematical Sciences, California Institute of Technology, CA","institution_ids":["https://openalex.org/I122411786"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":13,"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/T12450","display_name":"Radio Astronomy Observations and Technology","score":0.9926999807357788,"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"}},"topics":[{"id":"https://openalex.org/T12450","display_name":"Radio Astronomy Observations and Technology","score":0.9926999807357788,"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"}},{"id":"https://openalex.org/T11484","display_name":"Adaptive optics and wavefront sensing","score":0.9904000163078308,"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/T10500","display_name":"Sparse and Compressive Sensing Techniques","score":0.9815000295639038,"subfield":{"id":"https://openalex.org/subfields/2206","display_name":"Computational Mechanics"},"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/computer-science","display_name":"Computer science","score":0.6841928958892822},{"id":"https://openalex.org/keywords/probabilistic-logic","display_name":"Probabilistic logic","score":0.6687727570533752},{"id":"https://openalex.org/keywords/computational-resource","display_name":"Computational resource","score":0.5238823294639587},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.5193401575088501},{"id":"https://openalex.org/keywords/sampling","display_name":"Sampling (signal processing)","score":0.5050738453865051},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.49850893020629883},{"id":"https://openalex.org/keywords/wireless-sensor-network","display_name":"Wireless sensor network","score":0.41314995288848877},{"id":"https://openalex.org/keywords/computational-complexity-theory","display_name":"Computational complexity theory","score":0.381695032119751},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3655940294265747},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.33509477972984314},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3040642738342285},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.224155455827713}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6841928958892822},{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.6687727570533752},{"id":"https://openalex.org/C127964446","wikidata":"https://www.wikidata.org/wiki/Q1092142","display_name":"Computational resource","level":3,"score":0.5238823294639587},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5193401575088501},{"id":"https://openalex.org/C140779682","wikidata":"https://www.wikidata.org/wiki/Q210868","display_name":"Sampling (signal processing)","level":3,"score":0.5050738453865051},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.49850893020629883},{"id":"https://openalex.org/C24590314","wikidata":"https://www.wikidata.org/wiki/Q336038","display_name":"Wireless sensor network","level":2,"score":0.41314995288848877},{"id":"https://openalex.org/C179799912","wikidata":"https://www.wikidata.org/wiki/Q205084","display_name":"Computational complexity theory","level":2,"score":0.381695032119751},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3655940294265747},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.33509477972984314},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3040642738342285},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.224155455827713},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C106131492","wikidata":"https://www.wikidata.org/wiki/Q3072260","display_name":"Filter (signal processing)","level":2,"score":0.0},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iccp48838.2020.9105133","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccp48838.2020.9105133","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":[{"display_name":"Decent work and economic growth","id":"https://metadata.un.org/sdg/8","score":0.4300000071525574}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":44,"referenced_works":["https://openalex.org/W49093376","https://openalex.org/W1522301498","https://openalex.org/W1633529777","https://openalex.org/W1901129140","https://openalex.org/W1979546591","https://openalex.org/W1995393703","https://openalex.org/W2029816571","https://openalex.org/W2087416986","https://openalex.org/W2101675075","https://openalex.org/W2109357213","https://openalex.org/W2135479785","https://openalex.org/W2145096794","https://openalex.org/W2154395060","https://openalex.org/W2166887721","https://openalex.org/W2261975831","https://openalex.org/W2552808051","https://openalex.org/W2574952845","https://openalex.org/W2593966629","https://openalex.org/W2604388535","https://openalex.org/W2614949728","https://openalex.org/W2620324432","https://openalex.org/W2631883531","https://openalex.org/W2750384547","https://openalex.org/W2789401972","https://openalex.org/W2804564056","https://openalex.org/W2809900749","https://openalex.org/W2889738214","https://openalex.org/W2894849572","https://openalex.org/W2930326357","https://openalex.org/W2937056002","https://openalex.org/W2950594173","https://openalex.org/W2963487130","https://openalex.org/W2963945023","https://openalex.org/W2964121744","https://openalex.org/W2966115511","https://openalex.org/W2971765841","https://openalex.org/W3098933358","https://openalex.org/W3100420029","https://openalex.org/W3103204423","https://openalex.org/W4252713891","https://openalex.org/W4293415722","https://openalex.org/W6639824700","https://openalex.org/W6713121434","https://openalex.org/W6754971453"],"related_works":["https://openalex.org/W2229588459","https://openalex.org/W2374430960","https://openalex.org/W2375485824","https://openalex.org/W4235807378","https://openalex.org/W120571988","https://openalex.org/W4249702239","https://openalex.org/W2742629360","https://openalex.org/W1512399864","https://openalex.org/W4389768689","https://openalex.org/W2047754121"],"abstract_inverted_index":{"Optimized":[0],"sensing":[1],"is":[2,66,77,90],"important":[3],"for":[4,35,84],"computational":[5,100],"imaging":[6,101],"in":[7,96,110,143],"low-resource":[8],"environments,":[9],"when":[10],"images":[11],"must":[12],"be":[13,150],"recovered":[14],"from":[15],"severely":[16],"limited":[17],"measurements.":[18],"In":[19,103],"this":[20,104],"paper,":[21,105],"we":[22,106],"propose":[23],"a":[24,31,43,57,70,81,97,114],"physics-constrained,":[25],"fully":[26],"differentiable,":[27],"autoencoder":[28],"that":[29,48,148],"learns":[30,42],"probabilistic":[32,64],"sensor-sampling":[33],"strategy":[34],"optimized":[36],"sensor":[37,54,93,121],"design.":[38],"The":[39,62,87],"proposed":[40,88],"method":[41],"system's":[44],"preferred":[45,142],"sampling":[46,72],"distribution":[47],"characterizes":[49],"the":[50,108,111,144],"correlations":[51,122],"between":[52],"different":[53],"selections":[55],"as":[56],"binary,":[58],"fully-connected":[59],"Ising":[60],"model.":[61],"learned":[63],"model":[65],"achieved":[67],"by":[68],"using":[69],"Gibbs":[71],"inspired":[73],"network":[74,83],"architecture,":[75],"and":[76,123,136,156],"trained":[78],"end-to-end":[79],"with":[80,134],"reconstruction":[82],"efficient":[85],"co-design.":[86],"framework":[89],"applicable":[91],"to":[92,139,152],"selection":[94],"problems":[95],"variety":[98],"of":[99,113],"applications.":[102],"demonstrate":[107,130],"approach":[109],"context":[112],"very-long-baseline-interferometry":[115],"(VLBI)":[116],"array":[117,146,158],"design":[118,157],"task,":[119],"where":[120],"atmospheric":[124],"noise":[125],"present":[126],"unique":[127],"challenges.":[128],"We":[129],"results":[131],"broadly":[132],"consistent":[133],"expectation,":[135],"draw":[137],"attention":[138],"particular":[140],"structures":[141],"telescope":[145],"geometry":[147],"can":[149],"leveraged":[151],"plan":[153],"future":[154],"observations":[155],"expansions.":[159]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":4}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}
