{"id":"https://openalex.org/W4386702713","doi":"https://doi.org/10.1109/tpami.2023.3314972","title":"Robust Reflection Removal With Flash-Only Cues in the Wild","display_name":"Robust Reflection Removal With Flash-Only Cues in the Wild","publication_year":2023,"publication_date":"2023-09-13","ids":{"openalex":"https://openalex.org/W4386702713","doi":"https://doi.org/10.1109/tpami.2023.3314972","pmid":"https://pubmed.ncbi.nlm.nih.gov/37703147"},"language":"en","primary_location":{"id":"doi:10.1109/tpami.2023.3314972","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tpami.2023.3314972","pdf_url":null,"source":{"id":"https://openalex.org/S199944782","display_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","issn_l":"0162-8828","issn":["0162-8828","1939-3539","2160-9292"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","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 Pattern Analysis and Machine Intelligence","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5088135057","display_name":"Chenyang Lei","orcid":"https://orcid.org/0000-0002-5397-4541"},"institutions":[{"id":"https://openalex.org/I200769079","display_name":"Hong Kong University of Science and Technology","ror":"https://ror.org/00q4vv597","country_code":"HK","type":"education","lineage":["https://openalex.org/I200769079"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Chenyang Lei","raw_affiliation_strings":["Department of Computer Science and Engineering, The Hong Kong University of Science and Technology, Hong Kong"],"raw_orcid":"https://orcid.org/0000-0002-5397-4541","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, The Hong Kong University of Science and Technology, Hong Kong","institution_ids":["https://openalex.org/I200769079"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101896307","display_name":"Xudong Jiang","orcid":"https://orcid.org/0000-0002-6298-969X"},"institutions":[{"id":"https://openalex.org/I200769079","display_name":"Hong Kong University of Science and Technology","ror":"https://ror.org/00q4vv597","country_code":"HK","type":"education","lineage":["https://openalex.org/I200769079"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Xudong Jiang","raw_affiliation_strings":["Department of Computer Science and Engineering, The Hong Kong University of Science and Technology, Hong Kong"],"raw_orcid":"https://orcid.org/0000-0002-6298-969X","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, The Hong Kong University of Science and Technology, Hong Kong","institution_ids":["https://openalex.org/I200769079"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100719529","display_name":"Qifeng Chen","orcid":"https://orcid.org/0000-0003-2199-3948"},"institutions":[{"id":"https://openalex.org/I200769079","display_name":"Hong Kong University of Science and Technology","ror":"https://ror.org/00q4vv597","country_code":"HK","type":"education","lineage":["https://openalex.org/I200769079"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Qifeng Chen","raw_affiliation_strings":["Department of Computer Science and Engineering, The Hong Kong University of Science and Technology, Hong Kong"],"raw_orcid":"https://orcid.org/0000-0003-2199-3948","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, The Hong Kong University of Science and Technology, Hong Kong","institution_ids":["https://openalex.org/I200769079"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I200769079"],"apc_list":null,"apc_paid":null,"fwci":1.7018,"has_fulltext":false,"cited_by_count":16,"citation_normalized_percentile":{"value":0.86802966,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"45","issue":"12","first_page":"15530","last_page":"15545"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11019","display_name":"Image Enhancement Techniques","score":0.9998999834060669,"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"}},"topics":[{"id":"https://openalex.org/T11019","display_name":"Image Enhancement Techniques","score":0.9998999834060669,"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/T11105","display_name":"Advanced Image Processing Techniques","score":0.9980999827384949,"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/T10688","display_name":"Image and Signal Denoising Methods","score":0.9972000122070312,"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/computer-science","display_name":"Computer science","score":0.7824902534484863},{"id":"https://openalex.org/keywords/flash","display_name":"Flash (photography)","score":0.7317965030670166},{"id":"https://openalex.org/keywords/reflection","display_name":"Reflection (computer programming)","score":0.7250113487243652},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.7095600962638855},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7047339677810669},{"id":"https://openalex.org/keywords/display-size","display_name":"Display size","score":0.45289579033851624},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.4446076452732086},{"id":"https://openalex.org/keywords/specular-reflection","display_name":"Specular reflection","score":0.4226198196411133},{"id":"https://openalex.org/keywords/computer-graphics","display_name":"Computer graphics (images)","score":0.41415172815322876},{"id":"https://openalex.org/keywords/optics","display_name":"Optics","score":0.19534963369369507},{"id":"https://openalex.org/keywords/display-device","display_name":"Display device","score":0.15874585509300232}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7824902534484863},{"id":"https://openalex.org/C2777526259","wikidata":"https://www.wikidata.org/wiki/Q221836","display_name":"Flash (photography)","level":2,"score":0.7317965030670166},{"id":"https://openalex.org/C65682993","wikidata":"https://www.wikidata.org/wiki/Q1056451","display_name":"Reflection (computer programming)","level":2,"score":0.7250113487243652},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.7095600962638855},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7047339677810669},{"id":"https://openalex.org/C170003942","wikidata":"https://www.wikidata.org/wiki/Q861066","display_name":"Display size","level":3,"score":0.45289579033851624},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.4446076452732086},{"id":"https://openalex.org/C118381688","wikidata":"https://www.wikidata.org/wiki/Q1079524","display_name":"Specular reflection","level":2,"score":0.4226198196411133},{"id":"https://openalex.org/C121684516","wikidata":"https://www.wikidata.org/wiki/Q7600677","display_name":"Computer graphics (images)","level":1,"score":0.41415172815322876},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.19534963369369507},{"id":"https://openalex.org/C164597639","wikidata":"https://www.wikidata.org/wiki/Q327065","display_name":"Display device","level":2,"score":0.15874585509300232},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/tpami.2023.3314972","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tpami.2023.3314972","pdf_url":null,"source":{"id":"https://openalex.org/S199944782","display_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","issn_l":"0162-8828","issn":["0162-8828","1939-3539","2160-9292"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","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 Pattern Analysis and Machine Intelligence","raw_type":"journal-article"},{"id":"pmid:37703147","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37703147","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE transactions on pattern analysis and machine intelligence","raw_type":null},{"id":"pmh:oai:repository.hkust.edu.hk:1783.1-130059","is_oa":false,"landing_page_url":"http://repository.hkust.edu.hk/ir/Record/1783.1-130059","pdf_url":null,"source":{"id":"https://openalex.org/S4306401796","display_name":"Rare & Special e-Zone (The Hong Kong University of Science and Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I200769079","host_organization_name":"Hong Kong University of Science and Technology","host_organization_lineage":["https://openalex.org/I200769079"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5400000214576721,"id":"https://metadata.un.org/sdg/11","display_name":"Sustainable cities and communities"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":63,"referenced_works":["https://openalex.org/W37886468","https://openalex.org/W1522301498","https://openalex.org/W1901129140","https://openalex.org/W1918869474","https://openalex.org/W1978900400","https://openalex.org/W1983897339","https://openalex.org/W1988700013","https://openalex.org/W2123132941","https://openalex.org/W2125508408","https://openalex.org/W2132569499","https://openalex.org/W2159402111","https://openalex.org/W2160451035","https://openalex.org/W2166313476","https://openalex.org/W2429379631","https://openalex.org/W2519963891","https://openalex.org/W2526362823","https://openalex.org/W2608451532","https://openalex.org/W2748199361","https://openalex.org/W2771421919","https://openalex.org/W2779896560","https://openalex.org/W2780912374","https://openalex.org/W2798966709","https://openalex.org/W2799265886","https://openalex.org/W2894734721","https://openalex.org/W2895323721","https://openalex.org/W2955193736","https://openalex.org/W2962785568","https://openalex.org/W2963676366","https://openalex.org/W2964123261","https://openalex.org/W2964205637","https://openalex.org/W2967060301","https://openalex.org/W2970332737","https://openalex.org/W2979722847","https://openalex.org/W2982389402","https://openalex.org/W2983840324","https://openalex.org/W3000465435","https://openalex.org/W3034504121","https://openalex.org/W3034647178","https://openalex.org/W3034648755","https://openalex.org/W3035012748","https://openalex.org/W3035209350","https://openalex.org/W3035304527","https://openalex.org/W3035736826","https://openalex.org/W3102638728","https://openalex.org/W3109523108","https://openalex.org/W3119633737","https://openalex.org/W3176101515","https://openalex.org/W3176210901","https://openalex.org/W3186096677","https://openalex.org/W3191948448","https://openalex.org/W4214485187","https://openalex.org/W4214520160","https://openalex.org/W4226020516","https://openalex.org/W4241529584","https://openalex.org/W4245933748","https://openalex.org/W4255438805","https://openalex.org/W4312600728","https://openalex.org/W4320013936","https://openalex.org/W6631190155","https://openalex.org/W6640167176","https://openalex.org/W6766787086","https://openalex.org/W6784470723","https://openalex.org/W6799756289"],"related_works":["https://openalex.org/W4389501116","https://openalex.org/W2559833131","https://openalex.org/W2730225583","https://openalex.org/W2175900582","https://openalex.org/W4388910335","https://openalex.org/W2033029047","https://openalex.org/W4232954498","https://openalex.org/W1977234272","https://openalex.org/W2064278856","https://openalex.org/W4389713859"],"abstract_inverted_index":{"We":[0,147,190],"propose":[1,90],"a":[2,13,25,53,58,91,187],"simple":[3],"yet":[4],"effective":[5],"reflection-free":[6,22,66,99,130],"cue":[7,23,100],"for":[8],"robust":[9,71],"reflection":[10,76,110,122,137],"removal":[11,138],"from":[12,34],"pair":[14],"of":[15,121,126],"flash":[16,37,59,160],"and":[17,67,111,161,168],"ambient":[18,32,79],"(no-flash)":[19],"images.":[20],"The":[21,43],"exploits":[24],"flash-only":[26,44,62,83,131],"image":[27,33,38,45,50,63,84],"obtained":[28],"by":[29,140,179],"subtracting":[30],"the":[31,35,75,78,82,98,124,156,159,169],"corresponding":[36],"in":[39,52,77,145,184],"raw":[40],"data":[41,167],"space.":[42],"is":[46,64],"equivalent":[47],"to":[48,73,151,154],"an":[49],"taken":[51],"dark":[54],"environment":[55],"with":[56,118,129],"only":[57,96],"on.":[60],"This":[61],"visually":[65],"thus":[68],"can":[69],"provide":[70],"cues":[72],"infer":[74],"image.":[80],"Since":[81],"usually":[85],"has":[86],"artifacts,":[87,105],"we":[88],"further":[89],"dedicated":[92],"model":[93,128,134,174],"that":[94],"not":[95],"utilizes":[97],"but":[101],"also":[102,191],"avoids":[103],"introducing":[104],"which":[106],"helps":[107],"accurately":[108],"estimate":[109],"transmission.":[112],"Our":[113],"experiments":[114],"on":[115,186],"real-world":[116],"images":[117,196],"various":[119],"types":[120],"demonstrate":[123],"effectiveness":[125],"our":[127,133,149,172,176],"cues:":[132],"outperforms":[135,175],"state-of-the-art":[136],"approaches":[139],"more":[141,180],"than":[142,181],"5.23":[143],"dB":[144,183],"PSNR.":[146],"extend":[148],"approach":[150],"handheld":[152],"photography":[153],"address":[155],"misalignment":[157],"between":[158],"no-flash":[162],"pair.":[163],"With":[164],"misaligned":[165,188],"training":[166,198],"alignment":[170],"module,":[171],"aligned":[173],"previous":[177],"version":[178],"3.19":[182],"PSNR":[185],"dataset.":[189],"study":[192],"using":[193],"linear":[194],"RGB":[195],"as":[197],"data.":[199]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}