{"id":"https://openalex.org/W4309374734","doi":"https://doi.org/10.1109/smc53654.2022.9945304","title":"Raindrop Removal for In-Vehicle Camera Images with Generative Adversarial Network","display_name":"Raindrop Removal for In-Vehicle Camera Images with Generative Adversarial Network","publication_year":2022,"publication_date":"2022-10-09","ids":{"openalex":"https://openalex.org/W4309374734","doi":"https://doi.org/10.1109/smc53654.2022.9945304"},"language":"en","primary_location":{"id":"doi:10.1109/smc53654.2022.9945304","is_oa":false,"landing_page_url":"https://doi.org/10.1109/smc53654.2022.9945304","pdf_url":null,"source":{"id":"https://openalex.org/S4363607746","display_name":"2022 IEEE International Conference on Systems, Man, and Cybernetics (SMC)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE International Conference on Systems, Man, and Cybernetics (SMC)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5101419678","display_name":"Zihao Zhao","orcid":"https://orcid.org/0000-0003-2424-3368"},"institutions":[{"id":"https://openalex.org/I43922553","display_name":"Wuhan University of Science and Technology","ror":"https://ror.org/00e4hrk88","country_code":"CN","type":"education","lineage":["https://openalex.org/I43922553"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zihao Zhao","raw_affiliation_strings":["Wuhan University of Science and Technology,College of Computer Science and Technology,Wuhan,P. R. China,430065","Hubei Province Key Laboratory of Intelligent Information Processing and Real-time Industrial System, Wuhan University of Science and Technology, Wuhan, P. R. China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Wuhan University of Science and Technology,College of Computer Science and Technology,Wuhan,P. R. China,430065","institution_ids":["https://openalex.org/I43922553"]},{"raw_affiliation_string":"Hubei Province Key Laboratory of Intelligent Information Processing and Real-time Industrial System, Wuhan University of Science and Technology, Wuhan, P. R. China","institution_ids":["https://openalex.org/I43922553"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110257634","display_name":"Min Jiang","orcid":"https://orcid.org/0000-0002-4013-819X"},"institutions":[{"id":"https://openalex.org/I43922553","display_name":"Wuhan University of Science and Technology","ror":"https://ror.org/00e4hrk88","country_code":"CN","type":"education","lineage":["https://openalex.org/I43922553"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Min Jiang","raw_affiliation_strings":["Wuhan University of Science and Technology,College of Computer Science and Technology,Wuhan,P. R. China,430065","Hubei Province Key Laboratory of Intelligent Information Processing and Real-time Industrial System, Wuhan University of Science and Technology, Wuhan, P. R. China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Wuhan University of Science and Technology,College of Computer Science and Technology,Wuhan,P. R. China,430065","institution_ids":["https://openalex.org/I43922553"]},{"raw_affiliation_string":"Hubei Province Key Laboratory of Intelligent Information Processing and Real-time Industrial System, Wuhan University of Science and Technology, Wuhan, P. R. China","institution_ids":["https://openalex.org/I43922553"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062652150","display_name":"Jia Guo","orcid":"https://orcid.org/0000-0001-9059-9851"},"institutions":[{"id":"https://openalex.org/I43922553","display_name":"Wuhan University of Science and Technology","ror":"https://ror.org/00e4hrk88","country_code":"CN","type":"education","lineage":["https://openalex.org/I43922553"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jia Guo","raw_affiliation_strings":["Wuhan University of Science and Technology,College of Computer Science and Technology,Wuhan,P. R. China,430065","Hubei Province Key Laboratory of Intelligent Information Processing and Real-time Industrial System, Wuhan University of Science and Technology, Wuhan, P. R. China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Wuhan University of Science and Technology,College of Computer Science and Technology,Wuhan,P. R. China,430065","institution_ids":["https://openalex.org/I43922553"]},{"raw_affiliation_string":"Hubei Province Key Laboratory of Intelligent Information Processing and Real-time Industrial System, Wuhan University of Science and Technology, Wuhan, P. R. China","institution_ids":["https://openalex.org/I43922553"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044845176","display_name":"Xiaoyu Yang","orcid":"https://orcid.org/0000-0001-7788-4324"},"institutions":[{"id":"https://openalex.org/I43922553","display_name":"Wuhan University of Science and Technology","ror":"https://ror.org/00e4hrk88","country_code":"CN","type":"education","lineage":["https://openalex.org/I43922553"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoyu Yang","raw_affiliation_strings":["Wuhan University of Science and Technology,College of Computer Science and Technology,Wuhan,P. R. China,430065","Hubei Province Key Laboratory of Intelligent Information Processing and Real-time Industrial System, Wuhan University of Science and Technology, Wuhan, P. R. China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Wuhan University of Science and Technology,College of Computer Science and Technology,Wuhan,P. R. China,430065","institution_ids":["https://openalex.org/I43922553"]},{"raw_affiliation_string":"Hubei Province Key Laboratory of Intelligent Information Processing and Real-time Industrial System, Wuhan University of Science and Technology, Wuhan, P. R. China","institution_ids":["https://openalex.org/I43922553"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090818108","display_name":"Yudie Hu","orcid":"https://orcid.org/0000-0002-9141-5601"},"institutions":[{"id":"https://openalex.org/I43922553","display_name":"Wuhan University of Science and Technology","ror":"https://ror.org/00e4hrk88","country_code":"CN","type":"education","lineage":["https://openalex.org/I43922553"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yudie Hu","raw_affiliation_strings":["Wuhan University of Science and Technology,College of Computer Science and Technology,Wuhan,P. R. China,430065","Hubei Province Key Laboratory of Intelligent Information Processing and Real-time Industrial System, Wuhan University of Science and Technology, Wuhan, P. R. China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Wuhan University of Science and Technology,College of Computer Science and Technology,Wuhan,P. R. China,430065","institution_ids":["https://openalex.org/I43922553"]},{"raw_affiliation_string":"Hubei Province Key Laboratory of Intelligent Information Processing and Real-time Industrial System, Wuhan University of Science and Technology, Wuhan, P. R. China","institution_ids":["https://openalex.org/I43922553"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5023744468","display_name":"Xianlong Zhou","orcid":"https://orcid.org/0000-0002-8331-2653"},"institutions":[{"id":"https://openalex.org/I43922553","display_name":"Wuhan University of Science and Technology","ror":"https://ror.org/00e4hrk88","country_code":"CN","type":"education","lineage":["https://openalex.org/I43922553"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xianlong Zhou","raw_affiliation_strings":["Wuhan University of Science and Technology,College of Computer Science and Technology,Wuhan,P. R. China,430065","Hubei Province Key Laboratory of Intelligent Information Processing and Real-time Industrial System, Wuhan University of Science and Technology, Wuhan, P. R. China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Wuhan University of Science and Technology,College of Computer Science and Technology,Wuhan,P. R. China,430065","institution_ids":["https://openalex.org/I43922553"]},{"raw_affiliation_string":"Hubei Province Key Laboratory of Intelligent Information Processing and Real-time Industrial System, Wuhan University of Science and Technology, Wuhan, P. R. China","institution_ids":["https://openalex.org/I43922553"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I43922553"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"3131","last_page":"3136"},"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/T10688","display_name":"Image and Signal Denoising Methods","score":0.9965999722480774,"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":0.9958000183105469,"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":0.762120246887207},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6921926736831665},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.6765130162239075},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.5619194507598877},{"id":"https://openalex.org/keywords/generative-adversarial-network","display_name":"Generative adversarial network","score":0.48689237236976624},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.45064717531204224}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.762120246887207},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6921926736831665},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.6765130162239075},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.5619194507598877},{"id":"https://openalex.org/C2988773926","wikidata":"https://www.wikidata.org/wiki/Q25104379","display_name":"Generative adversarial network","level":3,"score":0.48689237236976624},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.45064717531204224},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/smc53654.2022.9945304","is_oa":false,"landing_page_url":"https://doi.org/10.1109/smc53654.2022.9945304","pdf_url":null,"source":{"id":"https://openalex.org/S4363607746","display_name":"2022 IEEE International Conference on Systems, Man, and Cybernetics (SMC)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE International Conference on Systems, Man, and Cybernetics (SMC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/11","display_name":"Sustainable cities and communities","score":0.6800000071525574}],"awards":[],"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":28,"referenced_works":["https://openalex.org/W1901129140","https://openalex.org/W2133665775","https://openalex.org/W2134576786","https://openalex.org/W2194775991","https://openalex.org/W2963333747","https://openalex.org/W2963800716","https://openalex.org/W2963840672","https://openalex.org/W2967584026","https://openalex.org/W2967904205","https://openalex.org/W2989393016","https://openalex.org/W2994491340","https://openalex.org/W2997788366","https://openalex.org/W3040318838","https://openalex.org/W3043547428","https://openalex.org/W3046359959","https://openalex.org/W3096831136","https://openalex.org/W3134932434","https://openalex.org/W3166201194","https://openalex.org/W3181578532","https://openalex.org/W3199551447","https://openalex.org/W3206394563","https://openalex.org/W3217287203","https://openalex.org/W4226322264","https://openalex.org/W4312193548","https://openalex.org/W6639824700","https://openalex.org/W6696085341","https://openalex.org/W6771642142","https://openalex.org/W6782410143"],"related_works":["https://openalex.org/W2058170566","https://openalex.org/W2772917594","https://openalex.org/W2755342338","https://openalex.org/W2166024367","https://openalex.org/W3116076068","https://openalex.org/W2229312674","https://openalex.org/W2951359407","https://openalex.org/W2079911747","https://openalex.org/W1969923398","https://openalex.org/W2775347418"],"abstract_inverted_index":{"Raindrop":[0],"removal":[1,122,218],"for":[2,8,129,190],"in-vehicle":[3,27,68,130,198],"camera":[4,69,131,199],"images":[5,24,70,97,200],"is":[6],"useful":[7],"surveillance":[9],"and":[10,41,58,102,148,169,228],"analysis":[11],"system":[12],"such":[13,29],"as":[14,30],"intelligent":[15],"driving":[16],"or":[17,32],"case":[18],"diagnosis.":[19],"As":[20],"in":[21,95,165,220],"rainy":[22],"days,":[23],"taken":[25],"by":[26,156],"cameras":[28],"monitor":[31],"drive":[33],"recorder":[34],"often":[35],"suffer":[36],"from":[37,182,201],"noticeable":[38],"image":[39,83,104,120,221],"degradation,":[40],"make":[42],"it":[43,196],"difficult":[44],"to":[45,108,160],"identify":[46],"the":[47,50,53,59,64,76,82,88,140,166,170,174,179,210,225,231,235],"objects":[48,239],"on":[49,125,224,234],"road.":[51],"With":[52],"uncertainty":[54],"of":[55,61,67,87,237],"raindrop":[56,62,78,100,121,167,217],"distribution":[57],"complexity":[60],"status,":[63],"attached":[65],"raindrops":[66,112],"can":[71],"have":[72,92],"different":[73],"effects.":[74],"And":[75],"large-diameter":[77],"will":[79],"greatly":[80],"reduce":[81],"quality.":[84],"However,":[85],"most":[86],"popular":[89],"deraining":[90,141,203,212],"algorithms":[91],"been":[93],"successful":[94],"recovering":[96,222],"with":[98,111],"small":[99],"noise":[101],"tiny":[103],"distortion,":[105],"but":[106],"fails":[107],"restore":[109],"those":[110],"covering":[113],"large":[114],"areas.":[115],"We":[116,133],"propose":[117],"a":[118,187],"single":[119],"network":[123,159,162,213],"based":[124],"Generative":[126],"Adversarial":[127],"Network":[128],"images.":[132],"incorporate":[134],"two":[135],"overlapping":[136],"attention":[137,147],"layers":[138],"into":[139],"network,":[142],"which":[143],"adopt":[144],"task-driven":[145],"visual":[146],"content":[149,175],"perception":[150,176],"mechanism.":[151],"The":[152,205],"former":[153],"obtains":[154],"features":[155,180],"recursive":[157],"neural":[158],"guide":[161],"more":[163],"interested":[164],"regions":[168],"surrounding":[171],"structures,":[172],"while":[173],"schema":[177],"extracts":[178],"far":[181],"raindrops.":[183],"Moreover,":[184],"we":[185],"collect":[186],"new":[188],"benchmark":[189],"In-Vehicle":[191],"Camera":[192],"Image":[193],"Deraining":[194],"(IVCRID),":[195],"chooses":[197],"various":[202],"dataset.":[204],"experimental":[206],"results":[207],"show":[208],"that":[209],"proposed":[211],"outperforms":[214],"other":[215],"state-of-the-art":[216],"methods":[219],"test":[223],"IVCRID":[226],"dataset":[227],"also":[229],"has":[230],"best":[232],"performance":[233],"experiments":[236],"traffic":[238],"detection.":[240]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}