{"id":"https://openalex.org/W4313170694","doi":"https://doi.org/10.1109/dsit55514.2022.9943844","title":"Group RandAugment: Video Augmentation for Action Recognition","display_name":"Group RandAugment: Video Augmentation for Action Recognition","publication_year":2022,"publication_date":"2022-07-22","ids":{"openalex":"https://openalex.org/W4313170694","doi":"https://doi.org/10.1109/dsit55514.2022.9943844"},"language":"en","primary_location":{"id":"doi:10.1109/dsit55514.2022.9943844","is_oa":false,"landing_page_url":"https://doi.org/10.1109/dsit55514.2022.9943844","pdf_url":null,"source":{"id":"https://openalex.org/S4363608293","display_name":"2022 5th International Conference on Data Science and Information Technology (DSIT)","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 5th International Conference on Data Science and Information Technology (DSIT)","raw_type":"proceedings-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/A5110876741","display_name":"Fengmin An","orcid":null},"institutions":[{"id":"https://openalex.org/I61565387","display_name":"Dalian Minzu University","ror":"https://ror.org/02hxfx521","country_code":"CN","type":"education","lineage":["https://openalex.org/I61565387"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Fengmin An","raw_affiliation_strings":["School of Computer Science and Engineering, Dalian Minzu University,Dalian,China","SEAC Key Lab of Big Data Applied Technology, Dalian Minzu University, Dalian, China","School of Computer Science and Engineering, Dalian Minzu University, Dalian, China","Institute of Machine Intelligence and Bio-computing, Dalian Minzu University, Dalian, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Dalian Minzu University,Dalian,China","institution_ids":["https://openalex.org/I61565387"]},{"raw_affiliation_string":"SEAC Key Lab of Big Data Applied Technology, Dalian Minzu University, Dalian, China","institution_ids":["https://openalex.org/I61565387"]},{"raw_affiliation_string":"School of Computer Science and Engineering, Dalian Minzu University, Dalian, China","institution_ids":["https://openalex.org/I61565387"]},{"raw_affiliation_string":"Institute of Machine Intelligence and Bio-computing, Dalian Minzu University, Dalian, China","institution_ids":["https://openalex.org/I61565387"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100658651","display_name":"Bingbing Zhang","orcid":"https://orcid.org/0000-0002-1334-5812"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bingbing Zhang","raw_affiliation_strings":["School of Information and Communication Engineering, Dalian University of Technology,Dalian,China","School of Information and Communication Engineering, Dalian University of Technology, Dalian, China"],"affiliations":[{"raw_affiliation_string":"School of Information and Communication Engineering, Dalian University of Technology,Dalian,China","institution_ids":["https://openalex.org/I27357992"]},{"raw_affiliation_string":"School of Information and Communication Engineering, Dalian University of Technology, Dalian, China","institution_ids":["https://openalex.org/I27357992"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100732683","display_name":"Zhenwei Wang","orcid":"https://orcid.org/0000-0001-8955-1164"},"institutions":[{"id":"https://openalex.org/I61565387","display_name":"Dalian Minzu University","ror":"https://ror.org/02hxfx521","country_code":"CN","type":"education","lineage":["https://openalex.org/I61565387"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhenwei Wang","raw_affiliation_strings":["School of Computer Science and Engineering, Dalian Minzu University,Dalian,China","School of Computer Science and Engineering, Dalian Minzu University, Dalian, China","SEAC Key Lab of Big Data Applied Technology, Dalian Minzu University, Dalian, China","Institute of Machine Intelligence and Bio-computing, Dalian Minzu University, Dalian, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Dalian Minzu University,Dalian,China","institution_ids":["https://openalex.org/I61565387"]},{"raw_affiliation_string":"School of Computer Science and Engineering, Dalian Minzu University, Dalian, China","institution_ids":["https://openalex.org/I61565387"]},{"raw_affiliation_string":"SEAC Key Lab of Big Data Applied Technology, Dalian Minzu University, Dalian, China","institution_ids":["https://openalex.org/I61565387"]},{"raw_affiliation_string":"Institute of Machine Intelligence and Bio-computing, Dalian Minzu University, Dalian, China","institution_ids":["https://openalex.org/I61565387"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086692495","display_name":"Wei Dong","orcid":"https://orcid.org/0000-0003-3067-8720"},"institutions":[{"id":"https://openalex.org/I61565387","display_name":"Dalian Minzu University","ror":"https://ror.org/02hxfx521","country_code":"CN","type":"education","lineage":["https://openalex.org/I61565387"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei Dong","raw_affiliation_strings":["School of Computer Science and Engineering, Dalian Minzu University,Dalian,China","SEAC Key Lab of Big Data Applied Technology, Dalian Minzu University, Dalian, China","School of Computer Science and Engineering, Dalian Minzu University, Dalian, China","Institute of Machine Intelligence and Bio-computing, Dalian Minzu University, Dalian, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Dalian Minzu University,Dalian,China","institution_ids":["https://openalex.org/I61565387"]},{"raw_affiliation_string":"SEAC Key Lab of Big Data Applied Technology, Dalian Minzu University, Dalian, China","institution_ids":["https://openalex.org/I61565387"]},{"raw_affiliation_string":"School of Computer Science and Engineering, Dalian Minzu University, Dalian, China","institution_ids":["https://openalex.org/I61565387"]},{"raw_affiliation_string":"Institute of Machine Intelligence and Bio-computing, Dalian Minzu University, Dalian, China","institution_ids":["https://openalex.org/I61565387"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100413537","display_name":"Jianxin Zhang","orcid":"https://orcid.org/0000-0001-6076-5433"},"institutions":[{"id":"https://openalex.org/I61565387","display_name":"Dalian Minzu University","ror":"https://ror.org/02hxfx521","country_code":"CN","type":"education","lineage":["https://openalex.org/I61565387"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianxin Zhang","raw_affiliation_strings":["School of Computer Science and Engineering, Dalian Minzu University,Dalian,China","School of Computer Science and Engineering, Dalian Minzu University, Dalian, China","Institute of Machine Intelligence and Bio-computing, Dalian Minzu University, Dalian, China","SEAC Key Lab of Big Data Applied Technology, Dalian Minzu University, Dalian, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Dalian Minzu University,Dalian,China","institution_ids":["https://openalex.org/I61565387"]},{"raw_affiliation_string":"School of Computer Science and Engineering, Dalian Minzu University, Dalian, China","institution_ids":["https://openalex.org/I61565387"]},{"raw_affiliation_string":"Institute of Machine Intelligence and Bio-computing, Dalian Minzu University, Dalian, China","institution_ids":["https://openalex.org/I61565387"]},{"raw_affiliation_string":"SEAC Key Lab of Big Data Applied Technology, Dalian Minzu University, Dalian, China","institution_ids":["https://openalex.org/I61565387"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5110876741"],"corresponding_institution_ids":["https://openalex.org/I61565387"],"apc_list":null,"apc_paid":null,"fwci":0.2408,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.6040924,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10812","display_name":"Human Pose and Action Recognition","score":1.0,"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":1.0,"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/T12740","display_name":"Gait Recognition and Analysis","score":0.9948999881744385,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical 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/T11227","display_name":"Diabetic Foot Ulcer Assessment and Management","score":0.9944999814033508,"subfield":{"id":"https://openalex.org/subfields/2712","display_name":"Endocrinology, Diabetes and Metabolism"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7741634845733643},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6118506789207458},{"id":"https://openalex.org/keywords/generalization","display_name":"Generalization","score":0.5884199142456055},{"id":"https://openalex.org/keywords/regularization","display_name":"Regularization (linguistics)","score":0.45983973145484924},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.4473782479763031},{"id":"https://openalex.org/keywords/pixel","display_name":"Pixel","score":0.43760615587234497},{"id":"https://openalex.org/keywords/sample","display_name":"Sample (material)","score":0.4245741367340088},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.38544562458992004},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.37718284130096436},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.3273998498916626},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.08623805642127991},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.08339950442314148}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7741634845733643},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6118506789207458},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.5884199142456055},{"id":"https://openalex.org/C2776135515","wikidata":"https://www.wikidata.org/wiki/Q17143721","display_name":"Regularization (linguistics)","level":2,"score":0.45983973145484924},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.4473782479763031},{"id":"https://openalex.org/C160633673","wikidata":"https://www.wikidata.org/wiki/Q355198","display_name":"Pixel","level":2,"score":0.43760615587234497},{"id":"https://openalex.org/C198531522","wikidata":"https://www.wikidata.org/wiki/Q485146","display_name":"Sample (material)","level":2,"score":0.4245741367340088},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.38544562458992004},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.37718284130096436},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3273998498916626},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.08623805642127991},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.08339950442314148},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C43617362","wikidata":"https://www.wikidata.org/wiki/Q170050","display_name":"Chromatography","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/dsit55514.2022.9943844","is_oa":false,"landing_page_url":"https://doi.org/10.1109/dsit55514.2022.9943844","pdf_url":null,"source":{"id":"https://openalex.org/S4363608293","display_name":"2022 5th International Conference on Data Science and Information Technology (DSIT)","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 5th International Conference on Data Science and Information Technology (DSIT)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":54,"referenced_works":["https://openalex.org/W1522734439","https://openalex.org/W2156303437","https://openalex.org/W2183341477","https://openalex.org/W2507009361","https://openalex.org/W2619947201","https://openalex.org/W2746314669","https://openalex.org/W2765407302","https://openalex.org/W2883429621","https://openalex.org/W2949736877","https://openalex.org/W2954996726","https://openalex.org/W2962934715","https://openalex.org/W2963315828","https://openalex.org/W2963524571","https://openalex.org/W2988630963","https://openalex.org/W2990152177","https://openalex.org/W2990503944","https://openalex.org/W2992308087","https://openalex.org/W2996901793","https://openalex.org/W3034768625","https://openalex.org/W3035303837","https://openalex.org/W3035682985","https://openalex.org/W3089800122","https://openalex.org/W3095433202","https://openalex.org/W3096833468","https://openalex.org/W3106932221","https://openalex.org/W3111762767","https://openalex.org/W3124692185","https://openalex.org/W3126330900","https://openalex.org/W3156973125","https://openalex.org/W3170138781","https://openalex.org/W3174568846","https://openalex.org/W3175528717","https://openalex.org/W3185943380","https://openalex.org/W3212704715","https://openalex.org/W3216270236","https://openalex.org/W4214612132","https://openalex.org/W4221167396","https://openalex.org/W4312312750","https://openalex.org/W4312769131","https://openalex.org/W6654335291","https://openalex.org/W6682864246","https://openalex.org/W6743428213","https://openalex.org/W6745136726","https://openalex.org/W6746315900","https://openalex.org/W6762334975","https://openalex.org/W6771378132","https://openalex.org/W6786998659","https://openalex.org/W6789526315","https://openalex.org/W6796747648","https://openalex.org/W6798658711","https://openalex.org/W6802919969","https://openalex.org/W6810265253","https://openalex.org/W6810767136","https://openalex.org/W6955071965"],"related_works":["https://openalex.org/W3162204513","https://openalex.org/W2371138613","https://openalex.org/W2085033728","https://openalex.org/W4285411112","https://openalex.org/W2048963458","https://openalex.org/W2171299904","https://openalex.org/W43109613","https://openalex.org/W2359952343","https://openalex.org/W2239445980","https://openalex.org/W1647606319"],"abstract_inverted_index":{"Data":[0],"augmentation,":[1,29],"as":[2],"a":[3,48],"critical":[4],"strategy":[5],"in":[6,32,40,116,173],"deep":[7],"learning,":[8],"well":[9],"improves":[10],"the":[11,19,69,87,96,101,106,111,117,126,139],"sample":[12,70],"diversity":[13],"for":[14,59],"network":[15],"training,":[16],"leading":[17],"to":[18,67,85,109],"obvious":[20],"improvement":[21],"of":[22,99,141],"model":[23],"generalization":[24],"ability.":[25],"Besides,":[26],"automatic":[27],"data":[28,58],"while":[30],"sparking":[31],"image":[33],"tasks,":[34],"has":[35],"attracted":[36],"too":[37],"little":[38],"attention":[39],"video":[41,57,119,135,150],"recognition":[42,152],"task.":[43],"Therefore,":[44],"this":[45],"work":[46],"explores":[47],"novel":[49],"group":[50],"random":[51],"augmentation":[52,65],"(GRA)":[53],"that":[54],"automatically":[55],"augments":[56],"recognition.":[60],"GRA":[61,104,121,128,169],"first":[62],"collects":[63],"21":[64],"transformations":[66,76],"enrich":[68],"diversity,":[71],"and":[72,158,164],"then":[73],"divides":[74],"these":[75],"into":[77,132],"four":[78],"groups":[79],"(i.e.,":[80],"pixel-transform,":[81],"rigidtransform,":[82],"erasing-transform,":[83],"environment-transform)":[84],"reduce":[86,95],"excessive":[88],"regularization":[89],"caused":[90],"by":[91],"similar":[92],"augmentation.":[93],"To":[94,137],"computational":[97,179],"cost":[98],"finding":[100],"optimal":[102,112],"setting,":[103],"adopts":[105],"combination":[107],"form":[108],"select":[110],"situation.":[113],"For":[114],"frames":[115],"same":[118],"clip,":[120],"uses":[122],"synchronous":[123],"GRA.":[124],"Additionally,":[125],"proposed":[127],"can":[129,170],"be":[130],"integrated":[131],"any":[133],"existing":[134],"frameworks.":[136],"prove":[138],"effectiveness":[140],"GRA,":[142],"we":[143],"conduct":[144],"experiments":[145],"on":[146],"two":[147],"commonly":[148],"used":[149],"action":[151],"benchmarks":[153],"(Something-Something":[154],"V1":[155],"&":[156],"V2)":[157],"three":[159],"typical":[160],"frameworks":[161],"(TSM,":[162],"GSM,":[163],"TEA),":[165],"whose":[166],"results":[167],"demonstrate":[168],"improve":[171],"performance":[172],"all":[174],"cases":[175],"without":[176],"adding":[177],"additional":[178],"cost.":[180]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
