{"id":"https://openalex.org/W2916002206","doi":"https://doi.org/10.1109/access.2019.2900323","title":"Single Image Snow Removal via Composition Generative Adversarial Networks","display_name":"Single Image Snow Removal via Composition Generative Adversarial Networks","publication_year":2019,"publication_date":"2019-01-01","ids":{"openalex":"https://openalex.org/W2916002206","doi":"https://doi.org/10.1109/access.2019.2900323","mag":"2916002206"},"language":"en","primary_location":{"id":"doi:10.1109/access.2019.2900323","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2019.2900323","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08645630.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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 Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08645630.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100382207","display_name":"Zhi Li","orcid":"https://orcid.org/0000-0001-5074-4049"},"institutions":[{"id":"https://openalex.org/I141962983","display_name":"Shanghai University of Engineering Science","ror":"https://ror.org/0557b9y08","country_code":"CN","type":"education","lineage":["https://openalex.org/I141962983"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhi Li","raw_affiliation_strings":["Shanghai University of Engineering Science, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0001-5074-4049","affiliations":[{"raw_affiliation_string":"Shanghai University of Engineering Science, Shanghai, China","institution_ids":["https://openalex.org/I141962983"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100390006","display_name":"Juan Zhang","orcid":"https://orcid.org/0000-0001-5089-723X"},"institutions":[{"id":"https://openalex.org/I141962983","display_name":"Shanghai University of Engineering Science","ror":"https://ror.org/0557b9y08","country_code":"CN","type":"education","lineage":["https://openalex.org/I141962983"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Juan Zhang","raw_affiliation_strings":["Shanghai University of Engineering Science, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shanghai University of Engineering Science, Shanghai, China","institution_ids":["https://openalex.org/I141962983"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055905608","display_name":"Zhijun Fang","orcid":"https://orcid.org/0000-0001-8563-5678"},"institutions":[{"id":"https://openalex.org/I141962983","display_name":"Shanghai University of Engineering Science","ror":"https://ror.org/0557b9y08","country_code":"CN","type":"education","lineage":["https://openalex.org/I141962983"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhijun Fang","raw_affiliation_strings":["Shanghai University of Engineering Science, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shanghai University of Engineering Science, Shanghai, China","institution_ids":["https://openalex.org/I141962983"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101566619","display_name":"Bo Huang","orcid":"https://orcid.org/0000-0002-5476-620X"},"institutions":[{"id":"https://openalex.org/I141962983","display_name":"Shanghai University of Engineering Science","ror":"https://ror.org/0557b9y08","country_code":"CN","type":"education","lineage":["https://openalex.org/I141962983"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bo Huang","raw_affiliation_strings":["Shanghai University of Engineering Science, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shanghai University of Engineering Science, Shanghai, China","institution_ids":["https://openalex.org/I141962983"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044241893","display_name":"Xiaoyan Jiang","orcid":"https://orcid.org/0000-0002-1946-576X"},"institutions":[{"id":"https://openalex.org/I141962983","display_name":"Shanghai University of Engineering Science","ror":"https://ror.org/0557b9y08","country_code":"CN","type":"education","lineage":["https://openalex.org/I141962983"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoyan Jiang","raw_affiliation_strings":["Shanghai University of Engineering Science, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0002-1946-576X","affiliations":[{"raw_affiliation_string":"Shanghai University of Engineering Science, Shanghai, China","institution_ids":["https://openalex.org/I141962983"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071398995","display_name":"Yongbin Gao","orcid":"https://orcid.org/0000-0001-9930-0502"},"institutions":[{"id":"https://openalex.org/I141962983","display_name":"Shanghai University of Engineering Science","ror":"https://ror.org/0557b9y08","country_code":"CN","type":"education","lineage":["https://openalex.org/I141962983"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yongbin Gao","raw_affiliation_strings":["Shanghai University of Engineering Science, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shanghai University of Engineering Science, Shanghai, China","institution_ids":["https://openalex.org/I141962983"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101702810","display_name":"Jenq\u2013Neng Hwang","orcid":"https://orcid.org/0000-0002-8877-2421"},"institutions":[{"id":"https://openalex.org/I201448701","display_name":"University of Washington","ror":"https://ror.org/00cvxb145","country_code":"US","type":"education","lineage":["https://openalex.org/I201448701"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jenq-Neng Hwang","raw_affiliation_strings":["University of Washington, Seattle, WA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Washington, Seattle, WA, USA","institution_ids":["https://openalex.org/I201448701"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":3.0567,"has_fulltext":true,"cited_by_count":55,"citation_normalized_percentile":{"value":0.92298682,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"7","issue":null,"first_page":"25016","last_page":"25025"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11105","display_name":"Advanced Image Processing 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/T11105","display_name":"Advanced Image Processing 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/T11019","display_name":"Image Enhancement Techniques","score":0.9997000098228455,"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":0.9995999932289124,"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/snow","display_name":"Snow","score":0.7974082231521606},{"id":"https://openalex.org/keywords/snowflake","display_name":"Snowflake","score":0.7264138460159302},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7162814140319824},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6748970150947571},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.6051798462867737},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.5621358752250671},{"id":"https://openalex.org/keywords/visibility","display_name":"Visibility","score":0.5522676110267639},{"id":"https://openalex.org/keywords/snow-removal","display_name":"Snow removal","score":0.5313888788223267},{"id":"https://openalex.org/keywords/generator","display_name":"Generator (circuit theory)","score":0.5200081467628479},{"id":"https://openalex.org/keywords/composition","display_name":"Composition (language)","score":0.4824974536895752},{"id":"https://openalex.org/keywords/generative-adversarial-network","display_name":"Generative adversarial network","score":0.4397048354148865},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.0938500463962555}],"concepts":[{"id":"https://openalex.org/C197046000","wikidata":"https://www.wikidata.org/wiki/Q7561","display_name":"Snow","level":2,"score":0.7974082231521606},{"id":"https://openalex.org/C54059038","wikidata":"https://www.wikidata.org/wiki/Q550147","display_name":"Snowflake","level":3,"score":0.7264138460159302},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7162814140319824},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6748970150947571},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.6051798462867737},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.5621358752250671},{"id":"https://openalex.org/C123403432","wikidata":"https://www.wikidata.org/wiki/Q654068","display_name":"Visibility","level":2,"score":0.5522676110267639},{"id":"https://openalex.org/C2781290007","wikidata":"https://www.wikidata.org/wiki/Q3044530","display_name":"Snow removal","level":3,"score":0.5313888788223267},{"id":"https://openalex.org/C2780992000","wikidata":"https://www.wikidata.org/wiki/Q17016113","display_name":"Generator (circuit theory)","level":3,"score":0.5200081467628479},{"id":"https://openalex.org/C40231798","wikidata":"https://www.wikidata.org/wiki/Q1333743","display_name":"Composition (language)","level":2,"score":0.4824974536895752},{"id":"https://openalex.org/C2988773926","wikidata":"https://www.wikidata.org/wiki/Q25104379","display_name":"Generative adversarial network","level":3,"score":0.4397048354148865},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0938500463962555},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.0},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2019.2900323","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2019.2900323","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08645630.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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 Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:b6825c4a64994a4c8a68ad2752ae1f76","is_oa":true,"landing_page_url":"https://doaj.org/article/b6825c4a64994a4c8a68ad2752ae1f76","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","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":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 7, Pp 25016-25025 (2019)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2019.2900323","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2019.2900323","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08645630.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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 Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2278123392","display_name":null,"funder_award_id":"Grant 61801288","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5545543836","display_name":null,"funder_award_id":"61702322","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6526597981","display_name":null,"funder_award_id":"61772328","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6959764541","display_name":null,"funder_award_id":"61801288","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":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2916002206.pdf","grobid_xml":"https://content.openalex.org/works/W2916002206.grobid-xml"},"referenced_works_count":29,"referenced_works":["https://openalex.org/W1901129140","https://openalex.org/W1903029394","https://openalex.org/W2095705004","https://openalex.org/W2099471712","https://openalex.org/W2121396509","https://openalex.org/W2154621477","https://openalex.org/W2163605009","https://openalex.org/W2194775991","https://openalex.org/W2466666260","https://openalex.org/W2502312327","https://openalex.org/W2509784253","https://openalex.org/W2559264300","https://openalex.org/W2593414223","https://openalex.org/W2740982616","https://openalex.org/W2748263833","https://openalex.org/W2798600195","https://openalex.org/W2798844427","https://openalex.org/W2963000559","https://openalex.org/W2963001155","https://openalex.org/W2963150697","https://openalex.org/W2963470893","https://openalex.org/W2963583792","https://openalex.org/W2963767194","https://openalex.org/W3104533206","https://openalex.org/W4293584584","https://openalex.org/W4320013936","https://openalex.org/W6639824700","https://openalex.org/W6674330103","https://openalex.org/W6684191040"],"related_works":["https://openalex.org/W1993031327","https://openalex.org/W2028535308","https://openalex.org/W1695273789","https://openalex.org/W2282924588","https://openalex.org/W2247146603","https://openalex.org/W597570173","https://openalex.org/W2068355705","https://openalex.org/W2224390867","https://openalex.org/W2024140512","https://openalex.org/W1986410784"],"abstract_inverted_index":{"Snowflakes":[0],"attached":[1],"to":[2,31,99,116,161,189],"the":[3,9,12,17,33,44,47,50,57,76,118,126,136,143,165,190],"camera":[4],"lens":[5],"can":[6],"severely":[7],"affect":[8],"visibility":[10],"of":[11,49,142],"background":[13,48,86,96],"scene":[14],"and":[15,88,109,140,147,158,163,174,185],"compromise":[16],"image":[18,35,103,139,146],"quality.":[19],"In":[20],"this":[21,25],"paper,":[22],"we":[23,67,129],"solve":[24],"problem":[26,41],"by":[27],"visually":[28],"removing":[29,61],"snowflakes":[30,62],"convert":[32],"snowy":[34,107,138],"into":[36],"a":[37,64,69,89,101,132,153,182],"clean":[38,85,95,145],"one.":[39],"The":[40,94,168],"is":[42,53,114,187],"troublesome;":[43],"information":[45],"about":[46],"occluded":[51],"regions":[52],"completely":[54],"lost":[55],"for":[56],"most":[58],"part.":[59],"For":[60],"from":[63,75,104],"single":[65],"image,":[66,108],"proposed":[68,166],"composition":[70,133,141],"generative":[71,78],"adversarial":[72,79],"network.":[73],"Different":[74],"previous":[77],"networks,":[80],"our":[81,179],"generator":[82],"network":[83,180],"comprises":[84],"module":[87,97,113],"snow":[90,110,119,149],"mask":[91,111,120],"estimate":[92,112],"module.":[93],"aims":[98],"generate":[100],"clear":[102],"an":[105,122],"input":[106,123,137],"used":[115],"produce":[117],"in":[121],"image.":[124],"During":[125],"training":[127],"step,":[128],"put":[130],"forward":[131],"loss":[134],"between":[135],"generated":[144],"estimated":[148],"mask.":[150],"We":[151],"use":[152],"dataset":[154],"named":[155],"Snow100K2including":[156],"indoor":[157],"outdoor":[159],"scenes":[160],"train":[162],"test":[164],"method.":[167],"extensive":[169],"experiments":[170],"on":[171],"both":[172],"synthetic":[173],"real-world":[175],"images":[176],"show":[177],"that":[178],"has":[181],"good":[183],"effect":[184],"it":[186],"superior":[188],"other":[191],"state-of-the-art":[192],"methods.":[193]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":13},{"year":2022,"cited_by_count":7},{"year":2021,"cited_by_count":7},{"year":2020,"cited_by_count":11},{"year":2019,"cited_by_count":2}],"updated_date":"2026-07-29T09:40:50.615796","created_date":"2025-10-10T00:00:00"}
