{"id":"https://openalex.org/W2987324461","doi":"https://doi.org/10.1109/tmm.2019.2951461","title":"Fast User-Guided Single Image Reflection Removal via Edge-Aware Cascaded Networks","display_name":"Fast User-Guided Single Image Reflection Removal via Edge-Aware Cascaded Networks","publication_year":2019,"publication_date":"2019-11-04","ids":{"openalex":"https://openalex.org/W2987324461","doi":"https://doi.org/10.1109/tmm.2019.2951461","mag":"2987324461"},"language":"en","primary_location":{"id":"doi:10.1109/tmm.2019.2951461","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmm.2019.2951461","pdf_url":null,"source":{"id":"https://openalex.org/S137030581","display_name":"IEEE Transactions on Multimedia","issn_l":"1520-9210","issn":["1520-9210","1941-0077"],"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 Multimedia","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://ink.library.smu.edu.sg/sis_research/7858","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101765233","display_name":"Huaidong Zhang","orcid":"https://orcid.org/0000-0001-7662-9831"},"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":"Huaidong Zhang","raw_affiliation_strings":["School of Computer Science and Engineering, South China University of Technology, Guangdong, China"],"raw_orcid":"https://orcid.org/0000-0001-7662-9831","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, South China University of Technology, Guangdong, China","institution_ids":["https://openalex.org/I90610280"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027872024","display_name":"Xuemiao Xu","orcid":"https://orcid.org/0000-0002-8006-3663"},"institutions":[{"id":"https://openalex.org/I4210098034","display_name":"Key Laboratory of Guangdong Province","ror":"https://ror.org/00swtqp09","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210098034"]},{"id":"https://openalex.org/I4391768177","display_name":"State Key Laboratory of Subtropical Building Science","ror":"https://ror.org/020bzb737","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4391768177","https://openalex.org/I90610280"]},{"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":"Xuemiao Xu","raw_affiliation_strings":["School of Computer Science and Engineering, South China University of Technology, Guangdong, China","State Key Laboratory of Subtropical Building Science and Guangdong Provincial Key Lab of Computational Intelligence and Cyberspace Information, Guangdong, China"],"raw_orcid":"https://orcid.org/0000-0002-8006-3663","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, South China University of Technology, Guangdong, China","institution_ids":["https://openalex.org/I90610280"]},{"raw_affiliation_string":"State Key Laboratory of Subtropical Building Science and Guangdong Provincial Key Lab of Computational Intelligence and Cyberspace Information, Guangdong, China","institution_ids":["https://openalex.org/I4210098034","https://openalex.org/I4391768177"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101769680","display_name":"Hai He","orcid":"https://orcid.org/0000-0002-4078-2129"},"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":"Hai He","raw_affiliation_strings":["School of Computer Science and Engineering, South China University of Technology, Guangdong, China"],"raw_orcid":"https://orcid.org/0000-0002-4078-2129","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, South China University of Technology, Guangdong, China","institution_ids":["https://openalex.org/I90610280"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056103024","display_name":"Shengfeng He","orcid":"https://orcid.org/0000-0002-3802-4644"},"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":"Shengfeng He","raw_affiliation_strings":["School of Computer Science and Engineering, South China University of Technology, Guangdong, China"],"raw_orcid":"https://orcid.org/0000-0002-3802-4644","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, South China University of Technology, Guangdong, China","institution_ids":["https://openalex.org/I90610280"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100682155","display_name":"Guoqiang Han","orcid":"https://orcid.org/0000-0002-9687-3900"},"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":"Guoqiang Han","raw_affiliation_strings":["School of Computer Science and Engineering, South China University of Technology, Guangdong, China"],"raw_orcid":"https://orcid.org/0000-0002-9687-3900","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, South China University of Technology, Guangdong, China","institution_ids":["https://openalex.org/I90610280"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Jing Qin","orcid":"https://orcid.org/0000-0002-2961-0860"},"institutions":[{"id":"https://openalex.org/I14243506","display_name":"Hong Kong Polytechnic University","ror":"https://ror.org/0030zas98","country_code":"HK","type":"education","lineage":["https://openalex.org/I14243506"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Jing Qin","raw_affiliation_strings":["Centre for Smart Health, School of Nursing, The Hong Kong Polytechnic University, Hong Kong"],"raw_orcid":"https://orcid.org/0000-0002-2961-0860","affiliations":[{"raw_affiliation_string":"Centre for Smart Health, School of Nursing, The Hong Kong Polytechnic University, Hong Kong","institution_ids":["https://openalex.org/I14243506"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5001469325","display_name":"Dapeng Wu","orcid":"https://orcid.org/0000-0003-1755-0183"},"institutions":[{"id":"https://openalex.org/I33213144","display_name":"University of Florida","ror":"https://ror.org/02y3ad647","country_code":"US","type":"education","lineage":["https://openalex.org/I33213144"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Dapeng Wu","raw_affiliation_strings":["Department of Electrical and Computer Engineering, University of Florida, Gainesville, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of Florida, Gainesville, USA","institution_ids":["https://openalex.org/I33213144"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.0232,"has_fulltext":false,"cited_by_count":23,"citation_normalized_percentile":{"value":0.78057612,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"22","issue":"8","first_page":"2012","last_page":"2023"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11019","display_name":"Image Enhancement Techniques","score":0.9998000264167786,"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":0.9998000264167786,"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/T10531","display_name":"Advanced Vision and Imaging","score":0.9975000023841858,"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/T10481","display_name":"Computer Graphics and Visualization Techniques","score":0.9969000220298767,"subfield":{"id":"https://openalex.org/subfields/1704","display_name":"Computer Graphics and Computer-Aided Design"},"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":0.8726987838745117},{"id":"https://openalex.org/keywords/reflection","display_name":"Reflection (computer programming)","score":0.8027833104133606},{"id":"https://openalex.org/keywords/pipeline","display_name":"Pipeline (software)","score":0.6864697933197021},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.6455535888671875},{"id":"https://openalex.org/keywords/window","display_name":"Window (computing)","score":0.6181140542030334},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.5114163756370544},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.46263545751571655},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.44940727949142456}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8726987838745117},{"id":"https://openalex.org/C65682993","wikidata":"https://www.wikidata.org/wiki/Q1056451","display_name":"Reflection (computer programming)","level":2,"score":0.8027833104133606},{"id":"https://openalex.org/C43521106","wikidata":"https://www.wikidata.org/wiki/Q2165493","display_name":"Pipeline (software)","level":2,"score":0.6864697933197021},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.6455535888671875},{"id":"https://openalex.org/C2778751112","wikidata":"https://www.wikidata.org/wiki/Q835016","display_name":"Window (computing)","level":2,"score":0.6181140542030334},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.5114163756370544},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.46263545751571655},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.44940727949142456},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"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":2,"locations":[{"id":"doi:10.1109/tmm.2019.2951461","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmm.2019.2951461","pdf_url":null,"source":{"id":"https://openalex.org/S137030581","display_name":"IEEE Transactions on Multimedia","issn_l":"1520-9210","issn":["1520-9210","1941-0077"],"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 Multimedia","raw_type":"journal-article"},{"id":"pmh:oai:ink.library.smu.edu.sg:sis_research-8861","is_oa":true,"landing_page_url":"https://ink.library.smu.edu.sg/sis_research/7858","pdf_url":null,"source":{"id":"https://openalex.org/S4306401925","display_name":"Singapore Management University Institutional Knowledge (InK) (Singapore Management University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I79891267","host_organization_name":"Singapore Management University","host_organization_lineage":["https://openalex.org/I79891267"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"https://doi.org/10.1109/TMM.2019.2951461","raw_type":"Journal Article"}],"best_oa_location":{"id":"pmh:oai:ink.library.smu.edu.sg:sis_research-8861","is_oa":true,"landing_page_url":"https://ink.library.smu.edu.sg/sis_research/7858","pdf_url":null,"source":{"id":"https://openalex.org/S4306401925","display_name":"Singapore Management University Institutional Knowledge (InK) (Singapore Management University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I79891267","host_organization_name":"Singapore Management University","host_organization_lineage":["https://openalex.org/I79891267"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"https://doi.org/10.1109/TMM.2019.2951461","raw_type":"Journal Article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G5072106865","display_name":null,"funder_award_id":"61772206","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"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/G8927398668","display_name":"\u57fa\u4e8e\u591a\u7ebf\u6027\u5b50\u7a7a\u95f4\u5206\u6790\u7684\u89c6\u9891\u7279\u5f81\u538b\u7f29\u8868\u793a\u53ca\u5e94\u7528\u7814\u7a76","funder_award_id":"61472145","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"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":57,"referenced_works":["https://openalex.org/W1543446142","https://openalex.org/W1901129140","https://openalex.org/W1903029394","https://openalex.org/W1918869474","https://openalex.org/W1976047850","https://openalex.org/W1978900400","https://openalex.org/W1980212291","https://openalex.org/W1988700013","https://openalex.org/W2017814585","https://openalex.org/W2031489346","https://openalex.org/W2044576428","https://openalex.org/W2084053957","https://openalex.org/W2099471712","https://openalex.org/W2107530646","https://openalex.org/W2133665775","https://openalex.org/W2145023731","https://openalex.org/W2166313476","https://openalex.org/W2186719891","https://openalex.org/W2331128040","https://openalex.org/W2460852148","https://openalex.org/W2475287302","https://openalex.org/W2518628096","https://openalex.org/W2560096627","https://openalex.org/W2594443347","https://openalex.org/W2607333215","https://openalex.org/W2608451532","https://openalex.org/W2742400085","https://openalex.org/W2748199361","https://openalex.org/W2777427113","https://openalex.org/W2779896560","https://openalex.org/W2789530606","https://openalex.org/W2792945361","https://openalex.org/W2798966709","https://openalex.org/W2800677667","https://openalex.org/W2805429128","https://openalex.org/W2887057599","https://openalex.org/W2911590151","https://openalex.org/W2912423076","https://openalex.org/W2942729634","https://openalex.org/W2955193736","https://openalex.org/W2962785568","https://openalex.org/W2963177105","https://openalex.org/W2963199293","https://openalex.org/W2963287324","https://openalex.org/W2963315052","https://openalex.org/W2963420272","https://openalex.org/W2963522749","https://openalex.org/W2963676366","https://openalex.org/W2965375549","https://openalex.org/W2967060301","https://openalex.org/W3043547428","https://openalex.org/W3121626821","https://openalex.org/W3124951096","https://openalex.org/W4320013936","https://openalex.org/W6639824700","https://openalex.org/W6640167176","https://openalex.org/W6702130928"],"related_works":["https://openalex.org/W2390901981","https://openalex.org/W2109115373","https://openalex.org/W4230691760","https://openalex.org/W4391923333","https://openalex.org/W2393847170","https://openalex.org/W85049056","https://openalex.org/W158465905","https://openalex.org/W4389713859","https://openalex.org/W3035059915","https://openalex.org/W3034835492"],"abstract_inverted_index":{"Taking":[0],"photos":[1],"through":[2],"a":[3,71,108,143],"glass":[4],"window":[5],"leads":[6],"to":[7,29,41,46,111],"glare":[8],"or":[9,44],"reflection,":[10],"which":[11],"might":[12],"distract":[13],"the":[14,17,20,31,34,48,60,78,86,95,99,113,117,128,155,165],"viewer":[15],"from":[16,82],"scene":[18],"behind":[19],"window.":[21],"In":[22],"this":[23],"paper,":[24],"we":[25,58,172],"involve":[26],"user":[27,83,125],"interaction":[28],"tackle":[30],"ill-posedness":[32],"of":[33,54,116,124],"reflection":[35,51,65,89,102,158,186],"removal":[36,159,187],"problem.":[37],"Users":[38],"are":[39,130,138],"allowed":[40],"draw":[42],"strokes":[43],"lassos":[45],"indicate":[47],"background":[49,100,118],"and":[50,85,92,101,127,140,182],"layers.":[52,103,119],"Instead":[53],"designing":[55],"hand-crafted":[56],"features,":[57],"propose":[59],"edge-aware":[61],"cascaded":[62,136],"networks":[63,129,137],"for":[64],"removal.":[66],"The":[67,74,104,135],"proposed":[68,156],"network":[69,110,160],"is":[70],"two-stage":[72],"pipeline.":[73],"first":[75],"stage":[76,106],"takes":[77],"edge":[79],"hints":[80],"converted":[81],"guidance":[84],"image":[87,97],"with":[88,142],"as":[90],"input,":[91],"then":[93],"separates":[94],"input":[96],"into":[98],"second":[105],"involves":[107],"refinement":[109],"recover":[112],"missing":[114],"details":[115],"We":[120],"simulate":[121],"different":[122],"types":[123],"guidance,":[126],"trained":[131],"on":[132,168],"simulated":[133],"data.":[134],"end-to-end":[139],"perform":[141],"single":[144],"feed-forward":[145],"pass,":[146],"enabling":[147],"fast":[148],"editing.":[149],"Extensive":[150],"experimental":[151],"evaluations":[152],"demonstrate":[153],"that":[154,174],"used-guided":[157],"yields":[161],"better":[162],"performance":[163],"than":[164],"state-of-the-art":[166],"methods":[167],"real-world":[169],"scenarios.":[170],"Furthermore,":[171],"show":[173],"novice":[175],"users":[176],"can":[177,189],"easily":[178],"generate":[179],"reflection-free":[180],"images,":[181],"large":[183],"improvements":[184],"in":[185,192],"quality":[188],"be":[190],"obtained":[191],"just":[193],"one":[194],"minute.":[195]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":6},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":1}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}
