{"id":"https://openalex.org/W4297023647","doi":"https://doi.org/10.1002/aisy.202200149","title":"Temperature\u2010Robust Learned Image Recovery for Shallow\u2010Designed Imaging Systems","display_name":"Temperature\u2010Robust Learned Image Recovery for Shallow\u2010Designed Imaging Systems","publication_year":2022,"publication_date":"2022-09-23","ids":{"openalex":"https://openalex.org/W4297023647","doi":"https://doi.org/10.1002/aisy.202200149"},"language":"en","primary_location":{"id":"doi:10.1002/aisy.202200149","is_oa":true,"landing_page_url":"https://doi.org/10.1002/aisy.202200149","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1002/aisy.202200149","source":{"id":"https://openalex.org/S4210212817","display_name":"Advanced Intelligent Systems","issn_l":"2640-4567","issn":["2640-4567"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advanced Intelligent Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1002/aisy.202200149","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100344600","display_name":"Wei Chen","orcid":"https://orcid.org/0000-0003-4960-2398"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei Chen","raw_affiliation_strings":["College of Optical Science and Engineering Zhejiang University  Hangzhou 310027 China","College of Optical Science and Engineering, Zhejiang University, Hangzhou, 310027 China"],"raw_orcid":"https://orcid.org/0000-0003-4960-2398","affiliations":[{"raw_affiliation_string":"College of Optical Science and Engineering Zhejiang University  Hangzhou 310027 China","institution_ids":["https://openalex.org/I76130692"]},{"raw_affiliation_string":"College of Optical Science and Engineering, Zhejiang University, Hangzhou, 310027 China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032689351","display_name":"Bingyun Qi","orcid":null},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bingyun Qi","raw_affiliation_strings":["College of Optical Science and Engineering Zhejiang University  Hangzhou 310027 China","College of Optical Science and Engineering, Zhejiang University, Hangzhou, 310027 China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Optical Science and Engineering Zhejiang University  Hangzhou 310027 China","institution_ids":["https://openalex.org/I76130692"]},{"raw_affiliation_string":"College of Optical Science and Engineering, Zhejiang University, Hangzhou, 310027 China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100331746","display_name":"X\u00fc Liu","orcid":"https://orcid.org/0000-0003-3982-3197"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xu Liu","raw_affiliation_strings":["College of Optical Science and Engineering Zhejiang University  Hangzhou 310027 China","College of Optical Science and Engineering, Zhejiang University, Hangzhou, 310027 China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Optical Science and Engineering Zhejiang University  Hangzhou 310027 China","institution_ids":["https://openalex.org/I76130692"]},{"raw_affiliation_string":"College of Optical Science and Engineering, Zhejiang University, Hangzhou, 310027 China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113663686","display_name":"Haifeng Li","orcid":"https://orcid.org/0000-0003-3593-5482"},"institutions":[{"id":"https://openalex.org/I4210123185","display_name":"Zhejiang Lab","ror":"https://ror.org/02m2h7991","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210123185"]},{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haifeng Li","raw_affiliation_strings":["College of Optical Science and Engineering Zhejiang University  Hangzhou 310027 China","Research Center for Intelligent Chips and Devices Zhejiang Lab  Hangzhou 311121 China","College of Optical Science and Engineering, Zhejiang University, Hangzhou, 310027 China","Research Center for Intelligent Chips and Devices, Zhejiang Lab, Hangzhou, 311121 China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Optical Science and Engineering Zhejiang University  Hangzhou 310027 China","institution_ids":["https://openalex.org/I76130692"]},{"raw_affiliation_string":"Research Center for Intelligent Chips and Devices Zhejiang Lab  Hangzhou 311121 China","institution_ids":["https://openalex.org/I4210123185"]},{"raw_affiliation_string":"College of Optical Science and Engineering, Zhejiang University, Hangzhou, 310027 China","institution_ids":["https://openalex.org/I76130692"]},{"raw_affiliation_string":"Research Center for Intelligent Chips and Devices, Zhejiang Lab, Hangzhou, 311121 China","institution_ids":["https://openalex.org/I4210123185"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022145072","display_name":"Xiang Hao","orcid":"https://orcid.org/0000-0002-3931-6884"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiang Hao","raw_affiliation_strings":["College of Optical Science and Engineering Zhejiang University  Hangzhou 310027 China","College of Optical Science and Engineering, Zhejiang University, Hangzhou, 310027 China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Optical Science and Engineering Zhejiang University  Hangzhou 310027 China","institution_ids":["https://openalex.org/I76130692"]},{"raw_affiliation_string":"College of Optical Science and Engineering, Zhejiang University, Hangzhou, 310027 China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101629182","display_name":"Yifan Peng","orcid":"https://orcid.org/0000-0003-0667-2599"},"institutions":[{"id":"https://openalex.org/I889458895","display_name":"University of Hong Kong","ror":"https://ror.org/02zhqgq86","country_code":"HK","type":"education","lineage":["https://openalex.org/I889458895"]}],"countries":["HK"],"is_corresponding":true,"raw_author_name":"Yifan Peng","raw_affiliation_strings":["Department of Electrical and Electronic Engineering The University of Hong Kong  Hong Kong Hong Kong","Department of Electrical and Electronic Engineering, The University of Hong Kong, Hong Kong, Hong Kong"],"raw_orcid":"https://orcid.org/0000-0003-0667-2599","affiliations":[{"raw_affiliation_string":"Department of Electrical and Electronic Engineering The University of Hong Kong  Hong Kong Hong Kong","institution_ids":["https://openalex.org/I889458895"]},{"raw_affiliation_string":"Department of Electrical and Electronic Engineering, The University of Hong Kong, Hong Kong, Hong Kong","institution_ids":["https://openalex.org/I889458895"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5101629182"],"corresponding_institution_ids":["https://openalex.org/I889458895"],"apc_list":{"value":2750,"currency":"USD","value_usd":2750},"apc_paid":{"value":2750,"currency":"USD","value_usd":2750},"fwci":0.5652,"has_fulltext":true,"cited_by_count":5,"citation_normalized_percentile":{"value":0.7016687,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":"4","issue":"10","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13114","display_name":"Image Processing Techniques and Applications","score":0.9997000098228455,"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"}},"topics":[{"id":"https://openalex.org/T13114","display_name":"Image Processing Techniques and Applications","score":0.9997000098228455,"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/T11105","display_name":"Advanced Image Processing Techniques","score":0.9991000294685364,"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"}},{"id":"https://openalex.org/T11019","display_name":"Image Enhancement Techniques","score":0.9965000152587891,"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/robustness","display_name":"Robustness (evolution)","score":0.7647590637207031},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7448370456695557},{"id":"https://openalex.org/keywords/image-quality","display_name":"Image quality","score":0.5307248830795288},{"id":"https://openalex.org/keywords/image-sensor","display_name":"Image sensor","score":0.47260409593582153},{"id":"https://openalex.org/keywords/lens","display_name":"Lens (geology)","score":0.464956134557724},{"id":"https://openalex.org/keywords/noise","display_name":"Noise (video)","score":0.41577237844467163},{"id":"https://openalex.org/keywords/scheme","display_name":"Scheme (mathematics)","score":0.4126487374305725},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.40819475054740906},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.4045998156070709},{"id":"https://openalex.org/keywords/electronic-engineering","display_name":"Electronic engineering","score":0.3490164279937744},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.30490124225616455},{"id":"https://openalex.org/keywords/optics","display_name":"Optics","score":0.1589447557926178},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.13470563292503357}],"concepts":[{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.7647590637207031},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7448370456695557},{"id":"https://openalex.org/C55020928","wikidata":"https://www.wikidata.org/wiki/Q3813865","display_name":"Image quality","level":3,"score":0.5307248830795288},{"id":"https://openalex.org/C76935873","wikidata":"https://www.wikidata.org/wiki/Q209121","display_name":"Image sensor","level":2,"score":0.47260409593582153},{"id":"https://openalex.org/C15336307","wikidata":"https://www.wikidata.org/wiki/Q1766051","display_name":"Lens (geology)","level":2,"score":0.464956134557724},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.41577237844467163},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.4126487374305725},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.40819475054740906},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4045998156070709},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.3490164279937744},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.30490124225616455},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.1589447557926178},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.13470563292503357},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1002/aisy.202200149","is_oa":true,"landing_page_url":"https://doi.org/10.1002/aisy.202200149","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1002/aisy.202200149","source":{"id":"https://openalex.org/S4210212817","display_name":"Advanced Intelligent Systems","issn_l":"2640-4567","issn":["2640-4567"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advanced Intelligent Systems","raw_type":"journal-article"},{"id":"pmh:oai:hub.hku.hk:10722/368134","is_oa":false,"landing_page_url":"http://hdl.handle.net/10722/368134","pdf_url":null,"source":{"id":"https://openalex.org/S4377196271","display_name":"The HKU Scholars Hub (University of Hong Kong)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I889458895","host_organization_name":"University of Hong Kong","host_organization_lineage":["https://openalex.org/I889458895"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":null,"raw_type":"Article"},{"id":"pmh:oai:doaj.org/article:e86bcea214234996b59852581284b564","is_oa":true,"landing_page_url":"https://doaj.org/article/e86bcea214234996b59852581284b564","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"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-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Advanced Intelligent Systems, Vol 4, Iss 10, Pp n/a-n/a (2022)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1002/aisy.202200149","is_oa":true,"landing_page_url":"https://doi.org/10.1002/aisy.202200149","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1002/aisy.202200149","source":{"id":"https://openalex.org/S4210212817","display_name":"Advanced Intelligent Systems","issn_l":"2640-4567","issn":["2640-4567"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advanced Intelligent Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G4801994383","display_name":null,"funder_award_id":"226-2022-00137","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G8286988081","display_name":null,"funder_award_id":"100000-11320","funder_id":"https://openalex.org/F4320322927","funder_display_name":"Zhejiang University"}],"funders":[{"id":"https://openalex.org/F4320322170","display_name":"University of Hong Kong","ror":"https://ror.org/02zhqgq86"},{"id":"https://openalex.org/F4320322927","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884"},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4297023647.pdf","grobid_xml":"https://content.openalex.org/works/W4297023647.grobid-xml"},"referenced_works_count":20,"referenced_works":["https://openalex.org/W1686810756","https://openalex.org/W1901129140","https://openalex.org/W1974968760","https://openalex.org/W1987047891","https://openalex.org/W2023543169","https://openalex.org/W2070094114","https://openalex.org/W2133665775","https://openalex.org/W2203590687","https://openalex.org/W2289331049","https://openalex.org/W2331128040","https://openalex.org/W2508457857","https://openalex.org/W2552290192","https://openalex.org/W2591991602","https://openalex.org/W2739251958","https://openalex.org/W3096831136","https://openalex.org/W3106182615","https://openalex.org/W3109494165","https://openalex.org/W3176833789","https://openalex.org/W4206088627","https://openalex.org/W4220953156"],"related_works":["https://openalex.org/W1975289146","https://openalex.org/W2770593030","https://openalex.org/W3154990682","https://openalex.org/W2560201613","https://openalex.org/W2171975302","https://openalex.org/W2022352247","https://openalex.org/W4312219546","https://openalex.org/W2105887828","https://openalex.org/W2377538627","https://openalex.org/W2107220315"],"abstract_inverted_index":{"Imaging":[0],"systems":[1,13],"are":[2],"widely":[3],"applied":[4],"in":[5,37,44,127,138],"harsh":[6],"environments":[7],"where":[8],"the":[9,71,118,128,146],"performance":[10],"of":[11,77,131,151],"shallow\u2010designed":[12],"may":[14,25],"deviate":[15],"from":[16],"expectation.":[17],"As":[18],"a":[19,48,58,88,108,112],"representative":[20],"scenario,":[21],"environmental":[22],"temperature":[23,89,129],"variation":[24],"degrade":[26],"image":[27,125],"quality":[28,126],"due":[29],"to":[30,73,99,144],"thermal":[31,82],"defocus":[32,83],"and":[33,39,52,84,94,111,134,148],"sensor":[34],"response,":[35],"resulting":[36],"blur":[38],"noise.":[40,85],"However,":[41],"extensive":[42],"athermalization":[43,137],"optics":[45],"usually":[46],"requires":[47],"complex":[49],"design":[50,147],"process":[51],"is":[53,63,97,142],"limited":[54],"by":[55,81],"materials.":[56],"Herein,":[57],"multibranch":[59,120],"computational":[60],"imaging":[61,152],"scheme":[62,96],"developed,":[64],"using":[65],"emerging":[66],"generative":[67],"adversarial":[68],"networks":[69],"as":[70],"postprocessing":[72],"compensate":[74],"for":[75,103],"degradation":[76],"all":[78],"kinds":[79],"caused":[80],"In":[86],"addition,":[87],"controllable":[90],"data":[91],"acquisition,":[92],"division,":[93],"mixture":[95],"described":[98],"facilitate":[100],"effective":[101],"datasets":[102],"model":[104],"robustness.":[105],"Experiments":[106],"on":[107],"vehicle":[109],"lens":[110,115],"mobile":[113],"phone":[114],"reveal":[116],"that":[117],"proposed":[119],"learned":[121],"strategy":[122],"notably":[123],"increases":[124],"range":[130],"0\u201380":[132],"\u00b0C,":[133],"outperforms":[135],"conventional":[136],"most":[139],"instances,":[140],"which":[141],"beneficial":[143],"lowering":[145],"manufacturing":[149],"costs":[150],"systems.":[153]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":1}],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-10-10T00:00:00"}