{"id":"https://openalex.org/W2997310757","doi":"https://doi.org/10.1109/access.2019.2962572","title":"Perspective Transformation Data Augmentation for Object Detection","display_name":"Perspective Transformation Data Augmentation for Object Detection","publication_year":2019,"publication_date":"2019-12-26","ids":{"openalex":"https://openalex.org/W2997310757","doi":"https://doi.org/10.1109/access.2019.2962572","mag":"2997310757"},"language":"en","primary_location":{"id":"doi:10.1109/access.2019.2962572","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2019.2962572","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8948470/08943416.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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","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/ielx7/6287639/8948470/08943416.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100628773","display_name":"Ke Wang","orcid":"https://orcid.org/0000-0001-7266-6846"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ke Wang","raw_affiliation_strings":["College of Computer Science, Chongqing University, Chongqing, China"],"raw_orcid":"https://orcid.org/0000-0001-7266-6846","affiliations":[{"raw_affiliation_string":"College of Computer Science, Chongqing University, Chongqing, China","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046520540","display_name":"Bin Fang","orcid":"https://orcid.org/0000-0003-1955-6626"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bin Fang","raw_affiliation_strings":["College of Computer Science, Chongqing University, Chongqing, China"],"raw_orcid":"https://orcid.org/0000-0003-1955-6626","affiliations":[{"raw_affiliation_string":"College of Computer Science, Chongqing University, Chongqing, China","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020694618","display_name":"Jiye Qian","orcid":"https://orcid.org/0000-0002-1559-912X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jiye Qian","raw_affiliation_strings":["State Grid Chongqing Electric Power Company, Electric Power Research Institute, Chongqing, China"],"raw_orcid":"https://orcid.org/0000-0002-1559-912X","affiliations":[{"raw_affiliation_string":"State Grid Chongqing Electric Power Company, Electric Power Research Institute, Chongqing, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100728005","display_name":"Yang Su","orcid":null},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Su Yang","raw_affiliation_strings":["College of Computer Science, Chongqing University, Chongqing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer Science, Chongqing University, Chongqing, China","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007633349","display_name":"Xin Zhou","orcid":"https://orcid.org/0000-0001-5405-9890"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xin Zhou","raw_affiliation_strings":["College of Computer Science, Chongqing University, Chongqing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer Science, Chongqing University, Chongqing, China","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5055646953","display_name":"Jie Zhou","orcid":"https://orcid.org/0000-0002-6002-291X"},"institutions":[{"id":"https://openalex.org/I17442442","display_name":"State Grid Corporation of China (China)","ror":"https://ror.org/05twwhs70","country_code":"CN","type":"company","lineage":["https://openalex.org/I17442442"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jie Zhou","raw_affiliation_strings":["State Grid Chongqing Yongchuan Power Supply Company, Chongqing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Grid Chongqing Yongchuan Power Supply Company, Chongqing, China","institution_ids":["https://openalex.org/I17442442"]}]}],"institutions":[],"countries_distinct_count":1,"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":1.6873,"has_fulltext":true,"cited_by_count":71,"citation_normalized_percentile":{"value":0.880515,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"8","issue":null,"first_page":"4935","last_page":"4943"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.9993000030517578,"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/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.9993000030517578,"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/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.9961000084877014,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.9933000206947327,"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":0.6839443445205688},{"id":"https://openalex.org/keywords/transformation","display_name":"Transformation (genetics)","score":0.6156056523323059},{"id":"https://openalex.org/keywords/perspective","display_name":"Perspective (graphical)","score":0.577603816986084},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.29620057344436646}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6839443445205688},{"id":"https://openalex.org/C204241405","wikidata":"https://www.wikidata.org/wiki/Q461499","display_name":"Transformation (genetics)","level":3,"score":0.6156056523323059},{"id":"https://openalex.org/C12713177","wikidata":"https://www.wikidata.org/wiki/Q1900281","display_name":"Perspective (graphical)","level":2,"score":0.577603816986084},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.29620057344436646},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2019.2962572","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2019.2962572","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8948470/08943416.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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:dd00232da93a45138e936eb78b014d50","is_oa":true,"landing_page_url":"https://doaj.org/article/dd00232da93a45138e936eb78b014d50","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 8, Pp 4935-4943 (2020)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2019.2962572","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2019.2962572","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8948470/08943416.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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","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/G336584889","display_name":null,"funder_award_id":"91420102","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4009985572","display_name":null,"funder_award_id":"61472053","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4619213226","display_name":null,"funder_award_id":"61906022","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5421710637","display_name":null,"funder_award_id":"61703062","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6506172023","display_name":null,"funder_award_id":"61876026","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":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2997310757.pdf","grobid_xml":"https://content.openalex.org/works/W2997310757.grobid-xml"},"referenced_works_count":49,"referenced_works":["https://openalex.org/W1536680647","https://openalex.org/W1563686443","https://openalex.org/W1686810756","https://openalex.org/W1903029394","https://openalex.org/W2037227137","https://openalex.org/W2095705004","https://openalex.org/W2097117768","https://openalex.org/W2112796928","https://openalex.org/W2117539524","https://openalex.org/W2163605009","https://openalex.org/W2166469100","https://openalex.org/W2194775991","https://openalex.org/W2299668505","https://openalex.org/W2412782625","https://openalex.org/W2507009361","https://openalex.org/W2556024076","https://openalex.org/W2604262106","https://openalex.org/W2747685395","https://openalex.org/W2770173563","https://openalex.org/W2770456481","https://openalex.org/W2883820570","https://openalex.org/W2891004411","https://openalex.org/W2952217990","https://openalex.org/W2962843773","https://openalex.org/W2963684088","https://openalex.org/W3106753828","https://openalex.org/W4288280584","https://openalex.org/W4293584584","https://openalex.org/W4294643831","https://openalex.org/W4295727797","https://openalex.org/W4320013936","https://openalex.org/W6633628269","https://openalex.org/W6637373629","https://openalex.org/W6674330103","https://openalex.org/W6684191040","https://openalex.org/W6684593460","https://openalex.org/W6685352114","https://openalex.org/W6697673422","https://openalex.org/W6724944384","https://openalex.org/W6743440100","https://openalex.org/W6745560452","https://openalex.org/W6746638498","https://openalex.org/W6750227808","https://openalex.org/W6751795773","https://openalex.org/W6753634954","https://openalex.org/W6754507053","https://openalex.org/W6762619590","https://openalex.org/W6764945797","https://openalex.org/W6766950190"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2149537132","https://openalex.org/W2376932109","https://openalex.org/W2018871932"],"abstract_inverted_index":{"One":[0,44],"major":[1],"reason":[2],"for":[3],"the":[4,12,86,108,111],"success":[5],"of":[6,14,20,30],"convolutional":[7],"neural":[8],"networks":[9],"(CNNs)":[10],"is":[11,47,70,130],"availability":[13],"large-scale":[15],"labeled":[16],"data.":[17,26],"Effective":[18],"training":[19],"CNNs":[21,137],"relies":[22],"on":[23,67,118,138],"large":[24,28],"annotated":[25,56,77],"Unfortunately,":[27],"amounts":[29],"data":[31,50,63,78,127],"with":[32],"corresponding":[33],"annotations":[34],"are":[35],"too":[36],"expensive":[37],"to":[38,48,53],"obtain":[39],"in":[40],"some":[41],"real-world":[42],"applications.":[43],"reasonable":[45],"alternative":[46],"use":[49],"augmentation":[51,64,128],"techniques":[52],"automatically":[54,74],"generate":[55],"samples.":[57],"In":[58],"this":[59],"paper,":[60],"a":[61],"novel":[62],"framework":[65],"based":[66],"perspective":[68,125],"transformation":[69,90,126],"proposed.":[71],"This":[72],"method":[73,102],"generates":[75],"new":[76,93],"without":[79],"extra":[80],"manual":[81],"labeling,":[82],"thus":[83],"effectively":[84],"extends":[85],"inadequate":[87],"dataset.":[88],"Perspective":[89],"can":[91,103],"produce":[92],"images":[94,105],"captured":[95],"from":[96],"any":[97],"cameras":[98],"viewpoints.":[99],"Therefore,":[100],"our":[101,124],"mimic":[104],"taken":[106],"at":[107],"angle":[109],"that":[110,123],"camera":[112],"cannot":[113],"reach.":[114],"Extensive":[115],"experimental":[116],"results":[117],"several":[119],"datasets":[120],"have":[121],"demonstrated":[122],"strategy":[129],"an":[131],"effective":[132],"tool":[133],"when":[134],"using":[135],"deep":[136],"small":[139],"or":[140],"imbalance":[141],"datasets.":[142]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":24},{"year":2024,"cited_by_count":15},{"year":2023,"cited_by_count":11},{"year":2022,"cited_by_count":9},{"year":2021,"cited_by_count":6},{"year":2020,"cited_by_count":2}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
