{"id":"https://openalex.org/W2914947442","doi":"https://doi.org/10.1109/tci.2019.2899320","title":"Removing Reflection From a Single Image With Ghosting Effect","display_name":"Removing Reflection From a Single Image With Ghosting Effect","publication_year":2019,"publication_date":"2019-02-14","ids":{"openalex":"https://openalex.org/W2914947442","doi":"https://doi.org/10.1109/tci.2019.2899320","mag":"2914947442"},"language":"en","primary_location":{"id":"doi:10.1109/tci.2019.2899320","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tci.2019.2899320","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":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5053838315","display_name":"Yan Huang","orcid":"https://orcid.org/0000-0001-9136-195X"},"institutions":[{"id":"https://openalex.org/I90610280","display_name":"South China University of Technology","ror":"https://ror.org/0530pts50","country_code":"CN","type":"education","lineage":["https://openalex.org/I90610280"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yan Huang","raw_affiliation_strings":["School of Computer Science and Engineering, South China University of Technology, Guangzhou, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, South China University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I90610280"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038130835","display_name":"Yuhui Quan","orcid":"https://orcid.org/0000-0002-2564-7703"},"institutions":[{"id":"https://openalex.org/I90610280","display_name":"South China University of Technology","ror":"https://ror.org/0530pts50","country_code":"CN","type":"education","lineage":["https://openalex.org/I90610280"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuhui Quan","raw_affiliation_strings":["School of Computer Science and Engineering, South China University of Technology, Guangzhou, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, South China University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I90610280"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010277066","display_name":"Yong Xu","orcid":"https://orcid.org/0000-0001-7183-3155"},"institutions":[{"id":"https://openalex.org/I90610280","display_name":"South China University of Technology","ror":"https://ror.org/0530pts50","country_code":"CN","type":"education","lineage":["https://openalex.org/I90610280"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yong Xu","raw_affiliation_strings":["School of Computer Science and Engineering, South China University of Technology, Guangzhou, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, South China University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I90610280"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037627177","display_name":"Ruotao Xu","orcid":"https://orcid.org/0000-0002-5277-9859"},"institutions":[{"id":"https://openalex.org/I90610280","display_name":"South China University of Technology","ror":"https://ror.org/0530pts50","country_code":"CN","type":"education","lineage":["https://openalex.org/I90610280"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ruotao Xu","raw_affiliation_strings":["School of Computer Science and Engineering, South China University of Technology, Guangzhou, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, South China University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I90610280"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5030046423","display_name":"Hui Ji","orcid":"https://orcid.org/0000-0002-1674-6056"},"institutions":[{"id":"https://openalex.org/I165932596","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Hui Ji","raw_affiliation_strings":["Department of Mathematics at National University of Singapore, Singapore"],"affiliations":[{"raw_affiliation_string":"Department of Mathematics at National University of Singapore, Singapore","institution_ids":["https://openalex.org/I165932596"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5053838315"],"corresponding_institution_ids":["https://openalex.org/I90610280"],"apc_list":null,"apc_paid":null,"fwci":1.1238,"has_fulltext":false,"cited_by_count":25,"citation_normalized_percentile":{"value":0.81821335,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"6","issue":null,"first_page":"34","last_page":"45"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10688","display_name":"Image and Signal Denoising Methods","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/T10688","display_name":"Image and Signal Denoising Methods","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/T11659","display_name":"Advanced Image Fusion Techniques","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":0.9995999932289124,"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/ghosting","display_name":"Ghosting","score":0.9896148443222046},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.6857786774635315},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6733787655830383},{"id":"https://openalex.org/keywords/latent-image","display_name":"Latent image","score":0.665312647819519},{"id":"https://openalex.org/keywords/reflection","display_name":"Reflection (computer programming)","score":0.6451594233512878},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6349826455116272},{"id":"https://openalex.org/keywords/image-restoration","display_name":"Image restoration","score":0.49965572357177734},{"id":"https://openalex.org/keywords/weighting","display_name":"Weighting","score":0.4857359528541565},{"id":"https://openalex.org/keywords/regularization","display_name":"Regularization (linguistics)","score":0.4669457674026489},{"id":"https://openalex.org/keywords/brightness","display_name":"Brightness","score":0.4563066065311432},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.3574374318122864},{"id":"https://openalex.org/keywords/image-processing","display_name":"Image processing","score":0.3148046135902405},{"id":"https://openalex.org/keywords/optics","display_name":"Optics","score":0.244411438703537},{"id":"https://openalex.org/keywords/acoustics","display_name":"Acoustics","score":0.07698005437850952}],"concepts":[{"id":"https://openalex.org/C2780531524","wikidata":"https://www.wikidata.org/wiki/Q551540","display_name":"Ghosting","level":2,"score":0.9896148443222046},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.6857786774635315},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6733787655830383},{"id":"https://openalex.org/C205372313","wikidata":"https://www.wikidata.org/wiki/Q355645","display_name":"Latent image","level":3,"score":0.665312647819519},{"id":"https://openalex.org/C65682993","wikidata":"https://www.wikidata.org/wiki/Q1056451","display_name":"Reflection (computer programming)","level":2,"score":0.6451594233512878},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6349826455116272},{"id":"https://openalex.org/C106430172","wikidata":"https://www.wikidata.org/wiki/Q6002272","display_name":"Image restoration","level":4,"score":0.49965572357177734},{"id":"https://openalex.org/C183115368","wikidata":"https://www.wikidata.org/wiki/Q856577","display_name":"Weighting","level":2,"score":0.4857359528541565},{"id":"https://openalex.org/C2776135515","wikidata":"https://www.wikidata.org/wiki/Q17143721","display_name":"Regularization (linguistics)","level":2,"score":0.4669457674026489},{"id":"https://openalex.org/C125245961","wikidata":"https://www.wikidata.org/wiki/Q221656","display_name":"Brightness","level":2,"score":0.4563066065311432},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.3574374318122864},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.3148046135902405},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.244411438703537},{"id":"https://openalex.org/C24890656","wikidata":"https://www.wikidata.org/wiki/Q82811","display_name":"Acoustics","level":1,"score":0.07698005437850952},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tci.2019.2899320","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tci.2019.2899320","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"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1376253947","display_name":null,"funder_award_id":"61872151","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G229920399","display_name":null,"funder_award_id":"61672241","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4221866426","display_name":null,"funder_award_id":"x2js-D2181690","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G5526867466","display_name":null,"funder_award_id":"U1611461","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5913687464","display_name":null,"funder_award_id":"2017A030313376","funder_id":"https://openalex.org/F4320321921","funder_display_name":"Natural Science Foundation of Guangdong Province"},{"id":"https://openalex.org/G7735273903","display_name":null,"funder_award_id":"61602184","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321921","display_name":"Natural Science Foundation of Guangdong Province","ror":null},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":47,"referenced_works":["https://openalex.org/W1558369361","https://openalex.org/W1901560254","https://openalex.org/W1913397303","https://openalex.org/W1918869474","https://openalex.org/W1978900400","https://openalex.org/W1980212291","https://openalex.org/W1986617393","https://openalex.org/W1988700013","https://openalex.org/W2036528167","https://openalex.org/W2044576428","https://openalex.org/W2045849979","https://openalex.org/W2053968746","https://openalex.org/W2064194050","https://openalex.org/W2090518410","https://openalex.org/W2090522151","https://openalex.org/W2099847307","https://openalex.org/W2100140302","https://openalex.org/W2107530646","https://openalex.org/W2121927366","https://openalex.org/W2122122766","https://openalex.org/W2123132941","https://openalex.org/W2125555749","https://openalex.org/W2133665775","https://openalex.org/W2142058898","https://openalex.org/W2155720888","https://openalex.org/W2166313476","https://openalex.org/W2171500271","https://openalex.org/W2172275395","https://openalex.org/W2172662720","https://openalex.org/W2349369506","https://openalex.org/W2518628096","https://openalex.org/W2526362823","https://openalex.org/W2551907478","https://openalex.org/W2608451532","https://openalex.org/W2748199361","https://openalex.org/W2751733057","https://openalex.org/W2752768279","https://openalex.org/W2760469380","https://openalex.org/W2777427113","https://openalex.org/W2779896560","https://openalex.org/W2785486932","https://openalex.org/W2798966709","https://openalex.org/W2963177105","https://openalex.org/W2963676366","https://openalex.org/W2964119186","https://openalex.org/W6640167176","https://openalex.org/W6747825770"],"related_works":["https://openalex.org/W114247175","https://openalex.org/W2006843870","https://openalex.org/W2002992770","https://openalex.org/W2914947442","https://openalex.org/W2109920143","https://openalex.org/W3080537281","https://openalex.org/W2905397092","https://openalex.org/W2053844550","https://openalex.org/W2792593305","https://openalex.org/W2118205722"],"abstract_inverted_index":{"Removing":[0],"the":[1,26,53,90,94,99,103,108,111,141,158],"undesired":[2],"reflections":[3],"of":[4,55,113,115,124,146],"images":[5],"taken":[6],"through":[7],"glass":[8],"is":[9,31,119,144],"an":[10,32,84],"important":[11],"problem":[12],"in":[13,29,82],"digital":[14],"photography":[15],"and":[16,58,70,98,151,164],"many":[17],"other":[18],"vision":[19],"applications.":[20],"The":[21],"so-called":[22],"ghosting":[23,56,100,125],"effect,":[24],"i.e.,":[25,86],"pattern":[27],"repetitiveness":[28],"reflection,":[30],"effective":[33],"cue":[34],"used":[35],"by":[36],"existing":[37,159],"techniques":[38],"to":[39,88],"remove":[40],"reflection":[41,61,68,104],"from":[42,122],"images.":[43],"Existing":[44],"methods":[45],"take":[46],"a":[47,64,129,137],"two-stage":[48],"approach":[49],"that":[50,110,123],"first":[51],"estimates":[52],"parameters":[54],"effect":[57],"then":[59],"models":[60],"removal":[62],"as":[63],"two-layer":[65],"separation":[66],"problem:":[67],"layer":[69,97],"latent":[71],"image":[72,96,117],"layer.":[73,105],"This":[74],"paper":[75],"aims":[76],"at":[77],"addressing":[78],"one":[79],"main":[80],"challenge":[81],"such":[83],"approach,":[85],"how":[87],"distinguish":[89],"repetitive":[91],"patterns":[92,101,118],"on":[93,102,107,161],"later":[95],"Based":[106],"observation":[109],"number":[112],"repeats":[114],"natural":[116],"often":[120],"different":[121],"patterns,":[126],"we":[127],"propose":[128],"wavelet":[130],"transform":[131],"based":[132],"regularization":[133],"method.":[134],"Together":[135],"with":[136],"novel":[138],"weighting":[139],"scheme,":[140],"proposed":[142],"method":[143],"capable":[145],"accurately":[147],"separating":[148],"two":[149],"layers,":[150],"experimental":[152],"results":[153],"justified":[154],"its":[155],"advantages":[156],"over":[157],"ones":[160],"both":[162],"synthetic":[163],"real":[165],"data":[166],"set.":[167]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":1}],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-10T00:00:00"}