{"id":"https://openalex.org/W4220710236","doi":"https://doi.org/10.3390/fi14030093","title":"Survey on Videos Data Augmentation for Deep Learning Models","display_name":"Survey on Videos Data Augmentation for Deep Learning Models","publication_year":2022,"publication_date":"2022-03-16","ids":{"openalex":"https://openalex.org/W4220710236","doi":"https://doi.org/10.3390/fi14030093"},"language":"en","primary_location":{"id":"doi:10.3390/fi14030093","is_oa":true,"landing_page_url":"https://doi.org/10.3390/fi14030093","pdf_url":"https://www.mdpi.com/1999-5903/14/3/93/pdf?version=1647411921","source":{"id":"https://openalex.org/S34838331","display_name":"Future Internet","issn_l":"1999-5903","issn":["1999-5903"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Future Internet","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1999-5903/14/3/93/pdf?version=1647411921","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5018566012","display_name":"Nino Cauli","orcid":"https://orcid.org/0000-0002-9611-0655"},"institutions":[{"id":"https://openalex.org/I172446870","display_name":"University of Cagliari","ror":"https://ror.org/003109y17","country_code":"IT","type":"education","lineage":["https://openalex.org/I172446870"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Nino Cauli","raw_affiliation_strings":["Department of Mathematics and Computer Science, University of Cagliari, Via Ospedale 72, 09124 Cagliari, Italy"],"raw_orcid":"https://orcid.org/0000-0002-9611-0655","affiliations":[{"raw_affiliation_string":"Department of Mathematics and Computer Science, University of Cagliari, Via Ospedale 72, 09124 Cagliari, Italy","institution_ids":["https://openalex.org/I172446870"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5014673075","display_name":"Diego Reforgiato Recupero","orcid":"https://orcid.org/0000-0001-8646-6183"},"institutions":[{"id":"https://openalex.org/I172446870","display_name":"University of Cagliari","ror":"https://ror.org/003109y17","country_code":"IT","type":"education","lineage":["https://openalex.org/I172446870"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Diego Reforgiato Recupero","raw_affiliation_strings":["Department of Mathematics and Computer Science, University of Cagliari, Via Ospedale 72, 09124 Cagliari, Italy"],"raw_orcid":"https://orcid.org/0000-0001-8646-6183","affiliations":[{"raw_affiliation_string":"Department of Mathematics and Computer Science, University of Cagliari, Via Ospedale 72, 09124 Cagliari, Italy","institution_ids":["https://openalex.org/I172446870"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5014673075","https://openalex.org/A5018566012"],"corresponding_institution_ids":["https://openalex.org/I172446870"],"apc_list":{"value":1400,"currency":"CHF","value_usd":1466},"apc_paid":{"value":1400,"currency":"CHF","value_usd":1466},"fwci":3.5631,"has_fulltext":false,"cited_by_count":50,"citation_normalized_percentile":{"value":0.94351009,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":100},"biblio":{"volume":"14","issue":"3","first_page":"93","last_page":"93"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10531","display_name":"Advanced Vision and Imaging","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/T10531","display_name":"Advanced Vision and Imaging","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/T10812","display_name":"Human Pose and Action Recognition","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/T11105","display_name":"Advanced Image Processing 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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.9031134843826294},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.8375693559646606},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6938881874084473},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5667539834976196},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.47582462430000305},{"id":"https://openalex.org/keywords/point","display_name":"Point (geometry)","score":0.4355284571647644}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.9031134843826294},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.8375693559646606},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6938881874084473},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5667539834976196},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.47582462430000305},{"id":"https://openalex.org/C28719098","wikidata":"https://www.wikidata.org/wiki/Q44946","display_name":"Point (geometry)","level":2,"score":0.4355284571647644},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.3390/fi14030093","is_oa":true,"landing_page_url":"https://doi.org/10.3390/fi14030093","pdf_url":"https://www.mdpi.com/1999-5903/14/3/93/pdf?version=1647411921","source":{"id":"https://openalex.org/S34838331","display_name":"Future Internet","issn_l":"1999-5903","issn":["1999-5903"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Future Internet","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:gam:jftint:v:14:y:2022:i:3:p:93-:d:772075","is_oa":false,"landing_page_url":"https://www.mdpi.com/1999-5903/14/3/93/","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},{"id":"pmh:oai:doaj.org/article:0139263f9a3b4050bf001aaf4cc18902","is_oa":false,"landing_page_url":"https://doaj.org/article/0139263f9a3b4050bf001aaf4cc18902","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Future Internet, Vol 14, Iss 3, p 93 (2022)","raw_type":"article"},{"id":"pmh:oai:iris.unica.it:11584/335109","is_oa":true,"landing_page_url":"https://hdl.handle.net/11584/335109","pdf_url":null,"source":{"id":"https://openalex.org/S4377196293","display_name":"UNICA IRIS Institutional Research Information System (University of Cagliari)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I172446870","host_organization_name":"University of Cagliari","host_organization_lineage":["https://openalex.org/I172446870"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.3390/fi14030093","is_oa":true,"landing_page_url":"https://doi.org/10.3390/fi14030093","pdf_url":"https://www.mdpi.com/1999-5903/14/3/93/pdf?version=1647411921","source":{"id":"https://openalex.org/S34838331","display_name":"Future Internet","issn_l":"1999-5903","issn":["1999-5903"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Future Internet","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G4823979325","display_name":"Employment of Advanced Deep Learning and Human-Robot Interaction for Virtual Coaching","funder_award_id":"101031646","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"}],"funders":[{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4220710236.pdf"},"referenced_works_count":56,"referenced_works":["https://openalex.org/W1485009520","https://openalex.org/W1834627138","https://openalex.org/W1923404803","https://openalex.org/W1983364832","https://openalex.org/W2108598243","https://openalex.org/W2115579991","https://openalex.org/W2163605009","https://openalex.org/W2542381826","https://openalex.org/W2604690669","https://openalex.org/W2605102758","https://openalex.org/W2607296803","https://openalex.org/W2757028014","https://openalex.org/W2793939440","https://openalex.org/W2884367402","https://openalex.org/W2892252369","https://openalex.org/W2896339699","https://openalex.org/W2942077508","https://openalex.org/W2944223741","https://openalex.org/W2953957675","https://openalex.org/W2954996726","https://openalex.org/W2962770929","https://openalex.org/W2962778061","https://openalex.org/W2962957005","https://openalex.org/W2962972953","https://openalex.org/W2963316300","https://openalex.org/W2964045355","https://openalex.org/W2966784340","https://openalex.org/W2969986526","https://openalex.org/W2978607478","https://openalex.org/W2980573281","https://openalex.org/W2982209458","https://openalex.org/W2991727786","https://openalex.org/W2993464084","https://openalex.org/W3005377632","https://openalex.org/W3035564946","https://openalex.org/W3044842458","https://openalex.org/W3046941950","https://openalex.org/W3082125592","https://openalex.org/W3082351598","https://openalex.org/W3089800122","https://openalex.org/W3093099460","https://openalex.org/W3095085713","https://openalex.org/W3110984360","https://openalex.org/W3111513889","https://openalex.org/W3127077499","https://openalex.org/W3130794141","https://openalex.org/W3159593776","https://openalex.org/W3162938128","https://openalex.org/W3168827804","https://openalex.org/W3171873561","https://openalex.org/W3175727500","https://openalex.org/W3197438232","https://openalex.org/W3205338196","https://openalex.org/W3206246934","https://openalex.org/W4307823382","https://openalex.org/W6769674522"],"related_works":["https://openalex.org/W4380075502","https://openalex.org/W4223943233","https://openalex.org/W4312200629","https://openalex.org/W4360585206","https://openalex.org/W4364306694","https://openalex.org/W4380086463","https://openalex.org/W4225161397","https://openalex.org/W3014300295","https://openalex.org/W3164822677","https://openalex.org/W2795261237"],"abstract_inverted_index":{"In":[0],"most":[1],"Computer":[2],"Vision":[3],"applications,":[4,30],"Deep":[5,14,63,101,133],"Learning":[6,15,64,102,134],"models":[7,65,103,135],"achieve":[8],"state-of-the-art":[9],"performances.":[10],"One":[11],"drawback":[12],"of":[13,20,62,81,110,115,124,128,143],"is":[16,118],"the":[17,25,42,79,86,108,125,140,144],"large":[18],"amount":[19],"data":[21,31,46,130],"needed":[22],"to":[23,36,83,107,119,137],"train":[24],"models.":[26],"Unfortunately,":[27],"in":[28],"many":[29],"are":[32,67,74,92],"difficult":[33],"or":[34,78],"expensive":[35],"collect.":[37],"Data":[38,89],"augmentation":[39,57,90,131],"can":[40,59],"alleviate":[41],"problem,":[43],"generating":[44],"new":[45],"from":[47],"a":[48],"smaller":[49],"initial":[50],"dataset.":[51],"Geometric":[52],"and":[53,136],"color":[54],"space":[55],"image":[56],"methods":[58,77],"increase":[60],"accuracy":[61],"but":[66],"often":[68],"not":[69],"enough.":[70],"More":[71],"advanced":[72],"solutions":[73],"Domain":[75],"Randomization":[76],"use":[80],"simulation":[82],"artificially":[84],"generate":[85],"missing":[87],"data.":[88],"algorithms":[91],"usually":[93],"specifically":[94],"designed":[95],"for":[96,132],"single":[97],"images.":[98],"Most":[99],"recently,":[100],"have":[104],"been":[105],"applied":[106],"analysis":[109],"video":[111,129],"sequences.":[112],"The":[113],"aim":[114],"this":[116,147],"paper":[117],"perform":[120],"an":[121],"exhaustive":[122],"study":[123],"novel":[126],"techniques":[127],"point":[138],"out":[139],"future":[141],"directions":[142],"research":[145],"on":[146],"topic.":[148]},"counts_by_year":[{"year":2026,"cited_by_count":7},{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":18},{"year":2023,"cited_by_count":16},{"year":2022,"cited_by_count":1}],"updated_date":"2026-08-28T12:50:07.497085","created_date":"2022-04-03T00:00:00"}