{"id":"https://openalex.org/W4407638224","doi":"https://doi.org/10.1109/tmm.2025.3543096","title":"Rethinking Depth Guided Reflection Removal","display_name":"Rethinking Depth Guided Reflection Removal","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4407638224","doi":"https://doi.org/10.1109/tmm.2025.3543096"},"language":"en","primary_location":{"id":"doi:10.1109/tmm.2025.3543096","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmm.2025.3543096","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":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5007805899","display_name":"Lingzhi He","orcid":"https://orcid.org/0009-0001-9000-7278"},"institutions":[{"id":"https://openalex.org/I21193070","display_name":"Beijing Jiaotong University","ror":"https://ror.org/01yj56c84","country_code":"CN","type":"education","lineage":["https://openalex.org/I21193070"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lingzhi He","raw_affiliation_strings":["Beijing Key Laboratory of Advanced Information Science and Network Technology, Visual Intellgence +X International Cooperation Joint Laboratory of MOE, Beijing Jiaotong University, Beijing, China","Beijing Key Laboratory of Advanced Information Science and Network Technology, the Visual Intellgence +X International Cooperation Joint Laboratory of MOE, Beijing Jiaotong University, Beijing Jiaotong University, Beijing, China"],"raw_orcid":"https://orcid.org/0009-0001-9000-7278","affiliations":[{"raw_affiliation_string":"Beijing Key Laboratory of Advanced Information Science and Network Technology, Visual Intellgence +X International Cooperation Joint Laboratory of MOE, Beijing Jiaotong University, Beijing, China","institution_ids":["https://openalex.org/I21193070"]},{"raw_affiliation_string":"Beijing Key Laboratory of Advanced Information Science and Network Technology, the Visual Intellgence +X International Cooperation Joint Laboratory of MOE, Beijing Jiaotong University, Beijing Jiaotong University, Beijing, China","institution_ids":["https://openalex.org/I21193070"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070348377","display_name":"Yakun Chang","orcid":null},"institutions":[{"id":"https://openalex.org/I21193070","display_name":"Beijing Jiaotong University","ror":"https://ror.org/01yj56c84","country_code":"CN","type":"education","lineage":["https://openalex.org/I21193070"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yakun Chang","raw_affiliation_strings":["Beijing Key Laboratory of Advanced Information Science and Network Technology, Visual Intellgence +X International Cooperation Joint Laboratory of MOE, Beijing Jiaotong University, Beijing, China","Beijing Key Laboratory of Advanced Information Science and Network Technology, the Visual Intellgence +X International Cooperation Joint Laboratory of MOE, Beijing Jiaotong University, Beijing Jiaotong University, Beijing, China"],"raw_orcid":"https://orcid.org/0009-0007-2384-386X","affiliations":[{"raw_affiliation_string":"Beijing Key Laboratory of Advanced Information Science and Network Technology, Visual Intellgence +X International Cooperation Joint Laboratory of MOE, Beijing Jiaotong University, Beijing, China","institution_ids":["https://openalex.org/I21193070"]},{"raw_affiliation_string":"Beijing Key Laboratory of Advanced Information Science and Network Technology, the Visual Intellgence +X International Cooperation Joint Laboratory of MOE, Beijing Jiaotong University, Beijing Jiaotong University, Beijing, China","institution_ids":["https://openalex.org/I21193070"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091558139","display_name":"Runmin Cong","orcid":"https://orcid.org/0000-0003-0972-4008"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Runmin Cong","raw_affiliation_strings":["School of Control Science and Engineering, Shandong University, Shandong, China"],"raw_orcid":"https://orcid.org/0000-0003-0972-4008","affiliations":[{"raw_affiliation_string":"School of Control Science and Engineering, Shandong University, Shandong, China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100773320","display_name":"Hongyu Liu","orcid":"https://orcid.org/0000-0001-8038-7636"},"institutions":[{"id":"https://openalex.org/I21193070","display_name":"Beijing Jiaotong University","ror":"https://ror.org/01yj56c84","country_code":"CN","type":"education","lineage":["https://openalex.org/I21193070"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongyu Liu","raw_affiliation_strings":["Beijing Key Laboratory of Advanced Information Science and Network Technology, Visual Intellgence +X International Cooperation Joint Laboratory of MOE, Beijing Jiaotong University, Beijing, China","Beijing Key Laboratory of Advanced Information Science and Network Technology, the Visual Intellgence +X International Cooperation Joint Laboratory of MOE, Beijing Jiaotong University, Beijing Jiaotong University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-8038-7636","affiliations":[{"raw_affiliation_string":"Beijing Key Laboratory of Advanced Information Science and Network Technology, Visual Intellgence +X International Cooperation Joint Laboratory of MOE, Beijing Jiaotong University, Beijing, China","institution_ids":["https://openalex.org/I21193070"]},{"raw_affiliation_string":"Beijing Key Laboratory of Advanced Information Science and Network Technology, the Visual Intellgence +X International Cooperation Joint Laboratory of MOE, Beijing Jiaotong University, Beijing Jiaotong University, Beijing, China","institution_ids":["https://openalex.org/I21193070"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110808956","display_name":"Shujuan Huang","orcid":"https://orcid.org/0000-0002-1787-4463"},"institutions":[{"id":"https://openalex.org/I21193070","display_name":"Beijing Jiaotong University","ror":"https://ror.org/01yj56c84","country_code":"CN","type":"education","lineage":["https://openalex.org/I21193070"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shujuan Huang","raw_affiliation_strings":["Beijing Key Laboratory of Advanced Information Science and Network Technology, Visual Intellgence +X International Cooperation Joint Laboratory of MOE, Beijing Jiaotong University, Beijing, China","Beijing Key Laboratory of Advanced Information Science and Network Technology, the Visual Intellgence +X International Cooperation Joint Laboratory of MOE, Beijing Jiaotong University, Beijing Jiaotong University, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing Key Laboratory of Advanced Information Science and Network Technology, Visual Intellgence +X International Cooperation Joint Laboratory of MOE, Beijing Jiaotong University, Beijing, China","institution_ids":["https://openalex.org/I21193070"]},{"raw_affiliation_string":"Beijing Key Laboratory of Advanced Information Science and Network Technology, the Visual Intellgence +X International Cooperation Joint Laboratory of MOE, Beijing Jiaotong University, Beijing Jiaotong University, Beijing, China","institution_ids":["https://openalex.org/I21193070"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039889916","display_name":"Renshuai Tao","orcid":"https://orcid.org/0000-0001-5695-2009"},"institutions":[{"id":"https://openalex.org/I21193070","display_name":"Beijing Jiaotong University","ror":"https://ror.org/01yj56c84","country_code":"CN","type":"education","lineage":["https://openalex.org/I21193070"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Renshuai Tao","raw_affiliation_strings":["Beijing Key Laboratory of Advanced Information Science and Network Technology, Visual Intellgence +X International Cooperation Joint Laboratory of MOE, Beijing Jiaotong University, Beijing, China","Beijing Key Laboratory of Advanced Information Science and Network Technology, the Visual Intellgence +X International Cooperation Joint Laboratory of MOE, Beijing Jiaotong University, Beijing Jiaotong University, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing Key Laboratory of Advanced Information Science and Network Technology, Visual Intellgence +X International Cooperation Joint Laboratory of MOE, Beijing Jiaotong University, Beijing, China","institution_ids":["https://openalex.org/I21193070"]},{"raw_affiliation_string":"Beijing Key Laboratory of Advanced Information Science and Network Technology, the Visual Intellgence +X International Cooperation Joint Laboratory of MOE, Beijing Jiaotong University, Beijing Jiaotong University, Beijing, China","institution_ids":["https://openalex.org/I21193070"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100362745","display_name":"Yao Zhao","orcid":"https://orcid.org/0000-0002-8581-9554"},"institutions":[{"id":"https://openalex.org/I21193070","display_name":"Beijing Jiaotong University","ror":"https://ror.org/01yj56c84","country_code":"CN","type":"education","lineage":["https://openalex.org/I21193070"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yao Zhao","raw_affiliation_strings":["Beijing Key Laboratory of Advanced Information Science and Network Technology, Visual Intellgence +X International Cooperation Joint Laboratory of MOE, Beijing Jiaotong University, Beijing, China","Beijing Key Laboratory of Advanced Information Science and Network Technology, the Visual Intellgence +X International Cooperation Joint Laboratory of MOE, Beijing Jiaotong University, Beijing Jiaotong University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-8581-9554","affiliations":[{"raw_affiliation_string":"Beijing Key Laboratory of Advanced Information Science and Network Technology, Visual Intellgence +X International Cooperation Joint Laboratory of MOE, Beijing Jiaotong University, Beijing, China","institution_ids":["https://openalex.org/I21193070"]},{"raw_affiliation_string":"Beijing Key Laboratory of Advanced Information Science and Network Technology, the Visual Intellgence +X International Cooperation Joint Laboratory of MOE, Beijing Jiaotong University, Beijing Jiaotong University, Beijing, China","institution_ids":["https://openalex.org/I21193070"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.3331,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.87493958,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"27","issue":null,"first_page":"5647","last_page":"5658"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.9707000255584717,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing Engineering"},"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/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.9707000255584717,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing Engineering"},"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/T10638","display_name":"Optical measurement and interference techniques","score":0.9214000105857849,"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":0.7115076184272766},{"id":"https://openalex.org/keywords/reflection","display_name":"Reflection (computer programming)","score":0.6983901262283325}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7115076184272766},{"id":"https://openalex.org/C65682993","wikidata":"https://www.wikidata.org/wiki/Q1056451","display_name":"Reflection (computer programming)","level":2,"score":0.6983901262283325},{"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/tmm.2025.3543096","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmm.2025.3543096","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"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/13","display_name":"Climate action","score":0.6399999856948853}],"awards":[{"id":"https://openalex.org/G4575931657","display_name":null,"funder_award_id":"2022JBZY043","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"}],"funders":[{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":67,"referenced_works":["https://openalex.org/W37886468","https://openalex.org/W1543446142","https://openalex.org/W1901129140","https://openalex.org/W1918869474","https://openalex.org/W1952130464","https://openalex.org/W1965764266","https://openalex.org/W1978900400","https://openalex.org/W1980212291","https://openalex.org/W1983897339","https://openalex.org/W2099847307","https://openalex.org/W2107530646","https://openalex.org/W2113404166","https://openalex.org/W2114770744","https://openalex.org/W2133665775","https://openalex.org/W2166313476","https://openalex.org/W2518628096","https://openalex.org/W2777427113","https://openalex.org/W2779896560","https://openalex.org/W2789530606","https://openalex.org/W2798966709","https://openalex.org/W2805429128","https://openalex.org/W2894734721","https://openalex.org/W2943959068","https://openalex.org/W2954740582","https://openalex.org/W2955193736","https://openalex.org/W2963257642","https://openalex.org/W2963676366","https://openalex.org/W2964119186","https://openalex.org/W2967060301","https://openalex.org/W2979722847","https://openalex.org/W2982389402","https://openalex.org/W2987324461","https://openalex.org/W2989942144","https://openalex.org/W2999198229","https://openalex.org/W3000465435","https://openalex.org/W3034647178","https://openalex.org/W3034648755","https://openalex.org/W3035209350","https://openalex.org/W3035304527","https://openalex.org/W3035736826","https://openalex.org/W3084878719","https://openalex.org/W3094520012","https://openalex.org/W3119633737","https://openalex.org/W3173090543","https://openalex.org/W3180940425","https://openalex.org/W3186096677","https://openalex.org/W3196860301","https://openalex.org/W3197274095","https://openalex.org/W3204666771","https://openalex.org/W4210894168","https://openalex.org/W4213259866","https://openalex.org/W4214485187","https://openalex.org/W4220939733","https://openalex.org/W4226020516","https://openalex.org/W4226098466","https://openalex.org/W4285129685","https://openalex.org/W4285213119","https://openalex.org/W4289752563","https://openalex.org/W4294643387","https://openalex.org/W4312301473","https://openalex.org/W4312600728","https://openalex.org/W4377717015","https://openalex.org/W4379930652","https://openalex.org/W4385245566","https://openalex.org/W4388430631","https://openalex.org/W4395669080","https://openalex.org/W4402698356"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"When":[0],"photographing":[1],"through":[2],"glass,":[3],"reflections":[4],"are":[5,88],"often":[6],"observed,":[7],"which":[8],"negatively":[9],"impact":[10],"the":[11,14,34,60,82,92,123,128],"quality":[12],"of":[13,94],"captured":[15],"images":[16],"or":[17],"videos.":[18],"In":[19],"this":[20],"article,":[21],"we":[22],"summarize":[23],"and":[24,63,73,101,112,119],"rethink":[25],"depth":[26,43,62,70],"guided":[27],"reflection":[28,48,55,137],"removal":[29,56],"methods":[30],"and,":[31],"inspired":[32],"by":[33],"human":[35],"binocular":[36,46,103,135],"vision":[37],"system,":[38],"investigate":[39],"how":[40],"to":[41,68,90],"utilize":[42],"for":[44,109],"effective":[45],"video":[47,105,136],"removal.":[49,138],"We":[50],"propose":[51],"an":[52],"end-to-end":[53],"learning-based":[54],"method":[57,130],"that":[58,127],"learns":[59],"transmission":[61],"designs":[64],"a":[65,78],"unified":[66,83],"structure":[67],"achieve":[69],"guided,":[71],"cross-view,":[72],"cross-frame":[74],"feature":[75,95],"enhancement":[76],"in":[77,134],"cascaded":[79],"manner.":[80],"Within":[81],"structure,":[84],"different":[85],"gating":[86],"controllers":[87],"custom-designed":[89],"emphasize":[91],"direction":[93],"interaction.":[96],"A":[97],"dataset":[98,106,125],"containing":[99],"synthetic":[100,118],"real":[102,120],"mixture":[104],"is":[107],"built":[108],"network":[110],"training":[111],"testing.":[113],"Experimental":[114],"results":[115],"on":[116],"both":[117],"data":[121],"from":[122],"proposed":[124,129],"demonstrate":[126],"achieves":[131],"superior":[132],"performance":[133]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
