{"id":"https://openalex.org/W4406259220","doi":"https://doi.org/10.1109/tmm.2024.3521818","title":"Masked Video Pretraining Advances Real-World Video Denoising","display_name":"Masked Video Pretraining Advances Real-World Video Denoising","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4406259220","doi":"https://doi.org/10.1109/tmm.2024.3521818"},"language":"en","primary_location":{"id":"doi:10.1109/tmm.2024.3521818","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmm.2024.3521818","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/A5039480817","display_name":"Yi Jin","orcid":"https://orcid.org/0000-0001-8232-3863"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yi Jin","raw_affiliation_strings":["School of Engineering Science, University of Science and Technology of China, Hefei, China"],"raw_orcid":"https://orcid.org/0000-0001-8232-3863","affiliations":[{"raw_affiliation_string":"School of Engineering Science, University of Science and Technology of China, Hefei, China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100667081","display_name":"Xiaoxiao Ma","orcid":"https://orcid.org/0009-0007-6289-6120"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoxiao Ma","raw_affiliation_strings":["School of Engineering Science, University of Science and Technology of China, Hefei, China"],"raw_orcid":"https://orcid.org/0009-0007-6289-6120","affiliations":[{"raw_affiliation_string":"School of Engineering Science, University of Science and Technology of China, Hefei, China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Rui Zhang","orcid":"https://orcid.org/0009-0003-5113-6768"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Rui Zhang","raw_affiliation_strings":["School of Cyber Science and Technology, University of Science and Technology of China, Hefei, China"],"raw_orcid":"https://orcid.org/0009-0003-5113-6768","affiliations":[{"raw_affiliation_string":"School of Cyber Science and Technology, University of Science and Technology of China, Hefei, China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026109629","display_name":"Huaian Chen","orcid":"https://orcid.org/0000-0003-3999-2206"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huaian Chen","raw_affiliation_strings":["School of Engineering Science, University of Science and Technology of China, Hefei, China"],"raw_orcid":"https://orcid.org/0000-0003-3999-2206","affiliations":[{"raw_affiliation_string":"School of Engineering Science, University of Science and Technology of China, Hefei, China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072971806","display_name":"Yuxuan Gu","orcid":"https://orcid.org/0009-0004-7994-8589"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuxuan Gu","raw_affiliation_strings":["School of Engineering Science, University of Science and Technology of China, Hefei, China"],"raw_orcid":"https://orcid.org/0009-0004-7994-8589","affiliations":[{"raw_affiliation_string":"School of Engineering Science, University of Science and Technology of China, Hefei, China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110983174","display_name":"Pengyang Ling","orcid":"https://orcid.org/0009-0001-1672-7242"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Pengyang Ling","raw_affiliation_strings":["School of Engineering Science, University of Science and Technology of China, Hefei, China"],"raw_orcid":"https://orcid.org/0009-0001-1672-7242","affiliations":[{"raw_affiliation_string":"School of Engineering Science, University of Science and Technology of China, Hefei, China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5048237545","display_name":"Enhong Chen","orcid":"https://orcid.org/0000-0002-4835-4102"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Enhong Chen","raw_affiliation_strings":["School of Computer Science and Technology, University of Science and Technology of China, Hefei, China"],"raw_orcid":"https://orcid.org/0000-0002-4835-4102","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, University of Science and Technology of China, Hefei, China","institution_ids":["https://openalex.org/I126520041"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5039480817"],"corresponding_institution_ids":["https://openalex.org/I126520041"],"apc_list":null,"apc_paid":null,"fwci":6.7995,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.96411631,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"27","issue":null,"first_page":"622","last_page":"636"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10688","display_name":"Image and Signal Denoising Methods","score":0.9718999862670898,"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":0.9718999862670898,"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":0.7961796522140503},{"id":"https://openalex.org/keywords/video-denoising","display_name":"Video denoising","score":0.6278284192085266},{"id":"https://openalex.org/keywords/noise-reduction","display_name":"Noise reduction","score":0.5867519974708557},{"id":"https://openalex.org/keywords/video-processing","display_name":"Video processing","score":0.4968426525592804},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.46956300735473633},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.45611071586608887},{"id":"https://openalex.org/keywords/video-tracking","display_name":"Video tracking","score":0.3727203607559204},{"id":"https://openalex.org/keywords/multiview-video-coding","display_name":"Multiview Video Coding","score":0.24292227625846863}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7961796522140503},{"id":"https://openalex.org/C30814859","wikidata":"https://www.wikidata.org/wiki/Q4119603","display_name":"Video denoising","level":5,"score":0.6278284192085266},{"id":"https://openalex.org/C163294075","wikidata":"https://www.wikidata.org/wiki/Q581861","display_name":"Noise reduction","level":2,"score":0.5867519974708557},{"id":"https://openalex.org/C65483669","wikidata":"https://www.wikidata.org/wiki/Q3536669","display_name":"Video processing","level":2,"score":0.4968426525592804},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.46956300735473633},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.45611071586608887},{"id":"https://openalex.org/C202474056","wikidata":"https://www.wikidata.org/wiki/Q1931635","display_name":"Video tracking","level":3,"score":0.3727203607559204},{"id":"https://openalex.org/C23431618","wikidata":"https://www.wikidata.org/wiki/Q1404672","display_name":"Multiview Video Coding","level":4,"score":0.24292227625846863}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tmm.2024.3521818","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmm.2024.3521818","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":[],"awards":[{"id":"https://openalex.org/G1170183614","display_name":null,"funder_award_id":"WK2090000065","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G1816819197","display_name":null,"funder_award_id":"202304a05020072","funder_id":"https://openalex.org/F4320336578","funder_display_name":"Anhui Provincial Key Research and Development Plan"},{"id":"https://openalex.org/G3548878068","display_name":null,"funder_award_id":"62401532","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7471632585","display_name":null,"funder_award_id":"2308085QF226","funder_id":"https://openalex.org/F4320334897","funder_display_name":"Natural Science Foundation of Anhui Province"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320334897","display_name":"Natural Science Foundation of Anhui Province","ror":null},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null},{"id":"https://openalex.org/F4320336578","display_name":"Anhui Provincial Key Research and Development Plan","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":72,"referenced_works":["https://openalex.org/W1964118472","https://openalex.org/W1965221572","https://openalex.org/W1974438823","https://openalex.org/W1983364832","https://openalex.org/W2326762225","https://openalex.org/W2470139095","https://openalex.org/W2769654144","https://openalex.org/W2799192307","https://openalex.org/W2896457183","https://openalex.org/W2952323569","https://openalex.org/W2953334512","https://openalex.org/W2962767526","https://openalex.org/W2963200935","https://openalex.org/W2965669158","https://openalex.org/W2967656728","https://openalex.org/W2974543594","https://openalex.org/W2986422266","https://openalex.org/W2998334235","https://openalex.org/W3034233131","https://openalex.org/W3034239311","https://openalex.org/W3034863454","https://openalex.org/W3035051775","https://openalex.org/W3095824510","https://openalex.org/W3122673394","https://openalex.org/W3137379744","https://openalex.org/W3137474318","https://openalex.org/W3157035436","https://openalex.org/W3158777120","https://openalex.org/W3176148916","https://openalex.org/W3176997686","https://openalex.org/W3198202938","https://openalex.org/W3202003978","https://openalex.org/W3203499574","https://openalex.org/W3207918547","https://openalex.org/W4226339983","https://openalex.org/W4285114530","https://openalex.org/W4285260852","https://openalex.org/W4292672210","https://openalex.org/W4304092247","https://openalex.org/W4312312750","https://openalex.org/W4312371645","https://openalex.org/W4312526798","https://openalex.org/W4312791683","https://openalex.org/W4312885580","https://openalex.org/W4313156423","https://openalex.org/W4313306230","https://openalex.org/W4367848139","https://openalex.org/W4382240324","https://openalex.org/W4386057769","https://openalex.org/W4386071576","https://openalex.org/W4386071577","https://openalex.org/W4386075855","https://openalex.org/W4386075945","https://openalex.org/W4386869582","https://openalex.org/W4387967952","https://openalex.org/W4390872153","https://openalex.org/W4390874494","https://openalex.org/W4391406949","https://openalex.org/W4392543517","https://openalex.org/W4393153879","https://openalex.org/W4394627552","https://openalex.org/W4402259539","https://openalex.org/W6680683657","https://openalex.org/W6780226713","https://openalex.org/W6786752567","https://openalex.org/W6810265253","https://openalex.org/W6839136058","https://openalex.org/W6846665972","https://openalex.org/W6850563681","https://openalex.org/W6850969466","https://openalex.org/W6852282723","https://openalex.org/W6863888149"],"related_works":["https://openalex.org/W2387796150","https://openalex.org/W1987356308","https://openalex.org/W3119800349","https://openalex.org/W4385272703","https://openalex.org/W2513570774","https://openalex.org/W2139368882","https://openalex.org/W4214691059","https://openalex.org/W4287907666","https://openalex.org/W2792992868","https://openalex.org/W2997240037"],"abstract_inverted_index":{"Learning-based":[0],"video":[1,51,105,120,129,147],"denoisers":[2],"have":[3],"attained":[4],"state-of-the-art":[5],"(SOTA)":[6],"performances":[7],"on":[8,95,113,125],"public":[9],"evaluation":[10,153],"benchmarks.":[11],"Nevertheless,":[12],"they":[13],"typically":[14],"encounter":[15],"significant":[16],"performance":[17,94,170],"drops":[18],"when":[19],"applied":[20],"to":[21,26,91,150,172],"unseen":[22],"real-world":[23,96,127,145],"data,":[24],"owing":[25],"inherent":[27],"data":[28],"discrepancies.":[29],"To":[30],"address":[31],"this":[32,34],"problem,":[33],"work":[35],"delves":[36],"into":[37],"the":[38,57,61,77,81,136,165],"model":[39],"pretraining":[40,52,70],"techniques":[41],"and":[42,122,176],"proposes":[43],"masked":[44,85],"central":[45,82],"frame":[46],"modeling":[47],"(MCFM),":[48],"a":[49,67,87,103,142],"new":[50,143],"approach":[53],"that":[54,164],"significantly":[55],"improves":[56],"generalization":[58,155],"ability":[59],"of":[60,154],"denoiser.":[62],"This":[63],"proposal":[64],"stems":[65],"from":[66,76],"key":[68],"observation:":[69],"denoiser":[71],"by":[72],"reconstructing":[73],"intact":[74],"videos":[75,117],"corrupted":[78],"sequences,":[79],"where":[80],"frames":[83],"are":[84,178],"at":[86,180],"suitable":[88],"probability,":[89],"contributes":[90],"achieving":[92],"superior":[93,169],"data.":[97],"Building":[98],"upon":[99],"MCFM,":[100],"we":[101,139],"introduce":[102],"robust":[104],"denoiser,":[106],"named":[107],"MVDenoiser,":[108],"which":[109],"is":[110],"firstly":[111],"pretrained":[112],"massive":[114],"available":[115,179],"ordinary":[116],"for":[118,131],"general":[119],"modeling,":[121],"then":[123],"finetuned":[124],"costful":[126],"noisy/clean":[128],"pairs":[130],"noisy-to-clean":[132],"mapping.":[133],"Additionally,":[134],"beyond":[135],"denoising":[137],"model,":[138],"further":[140],"establish":[141],"paired":[144],"noisy":[146],"dataset":[148,177],"(RNVD)":[149],"facilitate":[151],"cross-dataset":[152],"ability.":[156],"Extensive":[157],"experiments":[158],"conducted":[159],"across":[160],"different":[161],"datasets":[162],"demonstrate":[163],"proposed":[166],"method":[167],"achieves":[168],"compared":[171],"existing":[173],"methods.":[174],"Code":[175],"<uri":[181],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[182],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">https://github.com/mxxx99/MVDenoiser</uri>":[183],".":[184]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}