{"id":"https://openalex.org/W4287890624","doi":"https://doi.org/10.1109/tmm.2022.3193559","title":"Self-Supervised Scene-Debiasing for Video Representation Learning via Background Patching","display_name":"Self-Supervised Scene-Debiasing for Video Representation Learning via Background Patching","publication_year":2022,"publication_date":"2022-07-25","ids":{"openalex":"https://openalex.org/W4287890624","doi":"https://doi.org/10.1109/tmm.2022.3193559"},"language":"en","primary_location":{"id":"doi:10.1109/tmm.2022.3193559","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmm.2022.3193559","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/A5071579962","display_name":"Maregu Assefa","orcid":"https://orcid.org/0000-0003-2815-7993"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Maregu Assefa","raw_affiliation_strings":["School of Information and Software Engineering, University of Electronic Science and Technology of China, Chengdu, China"],"raw_orcid":"https://orcid.org/0000-0003-2815-7993","affiliations":[{"raw_affiliation_string":"School of Information and Software Engineering, University of Electronic Science and Technology of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101460603","display_name":"Wei Jiang","orcid":"https://orcid.org/0000-0001-6181-3900"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei Jiang","raw_affiliation_strings":["School of Information and Software Engineering, University of Electronic Science and Technology of China, Chengdu, China"],"raw_orcid":"https://orcid.org/0000-0001-6181-3900","affiliations":[{"raw_affiliation_string":"School of Information and Software Engineering, University of Electronic Science and Technology of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026792871","display_name":"Kumie Gedamu","orcid":"https://orcid.org/0000-0002-6458-1882"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kumie Gedamu","raw_affiliation_strings":["School of Computer Science and Engineering, University of Electronic Science and Technology of China, Chengdu, China"],"raw_orcid":"https://orcid.org/0000-0002-6458-1882","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, University of Electronic Science and Technology of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068313046","display_name":"Getinet Yilma","orcid":"https://orcid.org/0000-0001-5577-3201"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Getinet Yilma","raw_affiliation_strings":["School of Information and Software Engineering, University of Electronic Science and Technology of China, Chengdu, China"],"raw_orcid":"https://orcid.org/0000-0001-5577-3201","affiliations":[{"raw_affiliation_string":"School of Information and Software Engineering, University of Electronic Science and Technology of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013944299","display_name":"Bulbula Kumeda","orcid":null},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bulbula Kumeda","raw_affiliation_strings":["School of Information and Software Engineering, University of Electronic Science and Technology of China, Chengdu, China"],"raw_orcid":"https://orcid.org/0000-0002-8462-7518","affiliations":[{"raw_affiliation_string":"School of Information and Software Engineering, University of Electronic Science and Technology of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5109636713","display_name":"Melese Ayalew","orcid":null},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Melese Ayalew","raw_affiliation_strings":["School of Information and Software Engineering, University of Electronic Science and Technology of China, Chengdu, China"],"raw_orcid":"https://orcid.org/0000-0002-6398-6060","affiliations":[{"raw_affiliation_string":"School of Information and Software Engineering, University of Electronic Science and Technology of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5071579962"],"corresponding_institution_ids":["https://openalex.org/I150229711"],"apc_list":null,"apc_paid":null,"fwci":1.7299,"has_fulltext":false,"cited_by_count":17,"citation_normalized_percentile":{"value":0.85721586,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"25","issue":null,"first_page":"5500","last_page":"5515"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10812","display_name":"Human Pose and Action Recognition","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/T10812","display_name":"Human Pose and Action Recognition","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/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.9973999857902527,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T11714","display_name":"Multimodal Machine Learning Applications","score":0.9962999820709229,"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":0.8494399785995483},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7280744314193726},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.5936789512634277},{"id":"https://openalex.org/keywords/debiasing","display_name":"Debiasing","score":0.5642638206481934},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.47113722562789917},{"id":"https://openalex.org/keywords/frame","display_name":"Frame (networking)","score":0.41100674867630005},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.33718883991241455}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8494399785995483},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7280744314193726},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.5936789512634277},{"id":"https://openalex.org/C2779458634","wikidata":"https://www.wikidata.org/wiki/Q24963715","display_name":"Debiasing","level":2,"score":0.5642638206481934},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.47113722562789917},{"id":"https://openalex.org/C126042441","wikidata":"https://www.wikidata.org/wiki/Q1324888","display_name":"Frame (networking)","level":2,"score":0.41100674867630005},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.33718883991241455},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0},{"id":"https://openalex.org/C188147891","wikidata":"https://www.wikidata.org/wiki/Q147638","display_name":"Cognitive science","level":1,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tmm.2022.3193559","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmm.2022.3193559","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/16","score":0.7799999713897705,"display_name":"Peace, Justice and strong institutions"}],"awards":[{"id":"https://openalex.org/G3648329846","display_name":null,"funder_award_id":"62072076","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":false,"pdf":false},"content_urls":null,"referenced_works_count":74,"referenced_works":["https://openalex.org/W343636949","https://openalex.org/W2126579184","https://openalex.org/W2138621090","https://openalex.org/W2152790380","https://openalex.org/W2183341477","https://openalex.org/W2187089797","https://openalex.org/W2194775991","https://openalex.org/W2321533354","https://openalex.org/W2599837529","https://openalex.org/W2618799552","https://openalex.org/W2785325870","https://openalex.org/W2888101838","https://openalex.org/W2895243423","https://openalex.org/W2900595477","https://openalex.org/W2926645869","https://openalex.org/W2948210185","https://openalex.org/W2948242301","https://openalex.org/W2953106684","https://openalex.org/W2962858109","https://openalex.org/W2962934715","https://openalex.org/W2963150697","https://openalex.org/W2963155035","https://openalex.org/W2963524571","https://openalex.org/W2963814513","https://openalex.org/W2982358316","https://openalex.org/W2986131415","https://openalex.org/W2990503944","https://openalex.org/W2991133498","https://openalex.org/W2997907976","https://openalex.org/W2999794487","https://openalex.org/W3001197829","https://openalex.org/W3005680577","https://openalex.org/W3011906630","https://openalex.org/W3023371261","https://openalex.org/W3034381931","https://openalex.org/W3035060554","https://openalex.org/W3035303837","https://openalex.org/W3035524453","https://openalex.org/W3037927086","https://openalex.org/W3046614818","https://openalex.org/W3082302528","https://openalex.org/W3088241548","https://openalex.org/W3106250896","https://openalex.org/W3110190397","https://openalex.org/W3110306138","https://openalex.org/W3123599388","https://openalex.org/W3136965813","https://openalex.org/W3145385912","https://openalex.org/W3168565360","https://openalex.org/W3170837227","https://openalex.org/W3171007011","https://openalex.org/W3176780013","https://openalex.org/W3181598125","https://openalex.org/W3189738989","https://openalex.org/W3197113684","https://openalex.org/W3204659849","https://openalex.org/W3208431284","https://openalex.org/W3212618454","https://openalex.org/W4212880679","https://openalex.org/W4214747681","https://openalex.org/W4300460163","https://openalex.org/W6620707391","https://openalex.org/W6682948231","https://openalex.org/W6760653604","https://openalex.org/W6770370219","https://openalex.org/W6773005947","https://openalex.org/W6774314701","https://openalex.org/W6779326418","https://openalex.org/W6779965299","https://openalex.org/W6782256063","https://openalex.org/W6785652829","https://openalex.org/W6838762990","https://openalex.org/W6880526288","https://openalex.org/W7015890786"],"related_works":["https://openalex.org/W4386875279","https://openalex.org/W4362554880","https://openalex.org/W4281684980","https://openalex.org/W2171721708","https://openalex.org/W3214527415","https://openalex.org/W4287887864","https://openalex.org/W1495104519","https://openalex.org/W4390963114","https://openalex.org/W4225584739","https://openalex.org/W2199432031"],"abstract_inverted_index":{"Self-supervised":[0],"learning":[1,7],"has":[2],"considerably":[3],"improved":[4,199],"video":[5,24,57,72,82,103,116,122,204,214],"representation":[6],"by":[8,74,183],"discovering":[9],"supervisory":[10],"signals":[11],"automatically":[12],"from":[13,89],"unlabeled":[14],"videos.":[15],"However,":[16],"due":[17],"to":[18,31,50,80,96,117,131,163,178],"the":[19,26,32,52,56,67,71,81,114,135,145,151,157,160,165,169,173,180,187,200],"scene-biased":[20],"nature":[21],"of":[22,70,113,134,148,159,202],"existing":[23,127],"datasets,":[25],"current":[27],"methods":[28],"are":[29],"biased":[30],"dominant":[33],"scene":[34],"context":[35],"during":[36],"action":[37,209,211],"inference.":[38],"Hence,":[39],"this":[40],"paper":[41],"proposes":[42],"Background":[43],"Patching":[44],"(BP),":[45],"a":[46,60,76,98,119],"scene-debiasing":[47],"augmentation":[48],"strategy":[49],"alleviate":[51],"model":[53,162,174],"reliance":[54],"on":[55,186],"background":[58,73,181],"in":[59,156,168],"self-supervised":[61,128],"contrastive":[62,129,161],"manner.":[63],"The":[64,105,190],"BP":[65,84,143,197],"reduces":[66],"negative":[68],"influence":[69,182],"mixing":[75],"randomly":[77,85],"patched":[78,106],"frame":[79,100,107],"background.":[83],"crops":[86],"four":[87,90],"frames":[88,112],"different":[91],"videos":[92,139],"and":[93,137,213],"patches":[94,149],"them":[95],"construct":[97],"new":[99],"for":[101],"each":[102],"separately.":[104],"is":[108,175],"mixed":[109],"with":[110,150],"all":[111],"target":[115,152],"produce":[118],"spatially":[120],"distorted":[121,136],"sample.":[123],"Then,":[124],"we":[125],"use":[126],"frameworks":[130],"pull":[132],"representations":[133],"original":[138],"closer":[140],"together.":[141],"Moreover,":[142],"mixes":[144],"semantic":[146],"labels":[147],"video's":[153],"label,":[154],"resulting":[155],"regularization":[158],"soften":[164],"decision":[166],"boundaries":[167],"embedding":[170],"space.":[171],"Therefore,":[172],"explicitly":[176],"constrained":[177],"suppress":[179],"emphasizing":[184],"more":[185],"motion":[188],"changes.":[189],"extensive":[191],"experimental":[192],"results":[193],"show":[194],"that":[195],"our":[196],"significantly":[198],"performance":[201],"various":[203],"understanding":[205],"downstream":[206],"tasks":[207],"including":[208],"recognition,":[210],"detection,":[212],"retrieval.":[215]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":10},{"year":2022,"cited_by_count":2}],"updated_date":"2026-05-03T08:25:01.440150","created_date":"2025-10-10T00:00:00"}