{"id":"https://openalex.org/W3042513482","doi":"https://doi.org/10.1109/rivf48685.2020.9140740","title":"Data Augmentation Analysis in Vehicle Detection from Aerial Videos","display_name":"Data Augmentation Analysis in Vehicle Detection from Aerial Videos","publication_year":2020,"publication_date":"2020-07-15","ids":{"openalex":"https://openalex.org/W3042513482","doi":"https://doi.org/10.1109/rivf48685.2020.9140740","mag":"3042513482"},"language":"en","primary_location":{"id":"doi:10.1109/rivf48685.2020.9140740","is_oa":false,"landing_page_url":"https://doi.org/10.1109/rivf48685.2020.9140740","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 RIVF International Conference on Computing and Communication Technologies (RIVF)","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/A5014055721","display_name":"Quynh M. Chung","orcid":null},"institutions":[{"id":"https://openalex.org/I123565023","display_name":"Vietnam National University Ho Chi Minh City","ror":"https://ror.org/00waaqh38","country_code":"VN","type":"education","lineage":["https://openalex.org/I123565023"]}],"countries":["VN"],"is_corresponding":true,"raw_author_name":"Quynh M. Chung","raw_affiliation_strings":["Vietnam National University, University of Information Technology, Ho Chi Minh, Viet Nam"],"affiliations":[{"raw_affiliation_string":"Vietnam National University, University of Information Technology, Ho Chi Minh, Viet Nam","institution_ids":["https://openalex.org/I123565023"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040243422","display_name":"Tien Dung Le","orcid":"https://orcid.org/0000-0002-2884-0891"},"institutions":[{"id":"https://openalex.org/I123565023","display_name":"Vietnam National University Ho Chi Minh City","ror":"https://ror.org/00waaqh38","country_code":"VN","type":"education","lineage":["https://openalex.org/I123565023"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Tien D. Le","raw_affiliation_strings":["Vietnam National University, University of Information Technology, Ho Chi Minh, Viet Nam"],"affiliations":[{"raw_affiliation_string":"Vietnam National University, University of Information Technology, Ho Chi Minh, Viet Nam","institution_ids":["https://openalex.org/I123565023"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047927068","display_name":"Thin Van Dang","orcid":null},"institutions":[{"id":"https://openalex.org/I123565023","display_name":"Vietnam National University Ho Chi Minh City","ror":"https://ror.org/00waaqh38","country_code":"VN","type":"education","lineage":["https://openalex.org/I123565023"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Thin V. Dang","raw_affiliation_strings":["Vietnam National University, University of Information Technology, Ho Chi Minh, Viet Nam"],"affiliations":[{"raw_affiliation_string":"Vietnam National University, University of Information Technology, Ho Chi Minh, Viet Nam","institution_ids":["https://openalex.org/I123565023"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030497917","display_name":"Nguyen D. Vo","orcid":"https://orcid.org/0000-0003-2530-971X"},"institutions":[{"id":"https://openalex.org/I123565023","display_name":"Vietnam National University Ho Chi Minh City","ror":"https://ror.org/00waaqh38","country_code":"VN","type":"education","lineage":["https://openalex.org/I123565023"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Nguyen D. Vo","raw_affiliation_strings":["Vietnam National University, University of Information Technology, Ho Chi Minh, Viet Nam"],"affiliations":[{"raw_affiliation_string":"Vietnam National University, University of Information Technology, Ho Chi Minh, Viet Nam","institution_ids":["https://openalex.org/I123565023"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022799473","display_name":"Tam Nguyen","orcid":"https://orcid.org/0000-0003-0236-7992"},"institutions":[{"id":"https://openalex.org/I127591826","display_name":"University of Dayton","ror":"https://ror.org/021v3qy27","country_code":"US","type":"education","lineage":["https://openalex.org/I127591826"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Tam V. Nguyen","raw_affiliation_strings":["Department of Computer Science, University of Dayton, Dayton, USA"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Dayton, Dayton, USA","institution_ids":["https://openalex.org/I127591826"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5072127484","display_name":"Khang Nguyen","orcid":"https://orcid.org/0000-0002-6571-7075"},"institutions":[{"id":"https://openalex.org/I123565023","display_name":"Vietnam National University Ho Chi Minh City","ror":"https://ror.org/00waaqh38","country_code":"VN","type":"education","lineage":["https://openalex.org/I123565023"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Khang Nguyen","raw_affiliation_strings":["Vietnam National University, University of Information Technology, Ho Chi Minh, Viet Nam"],"affiliations":[{"raw_affiliation_string":"Vietnam National University, University of Information Technology, Ho Chi Minh, Viet Nam","institution_ids":["https://openalex.org/I123565023"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5014055721"],"corresponding_institution_ids":["https://openalex.org/I123565023"],"apc_list":null,"apc_paid":null,"fwci":0.977,"has_fulltext":false,"cited_by_count":18,"citation_normalized_percentile":{"value":0.78081939,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9998000264167786,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.9998000264167786,"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/T10331","display_name":"Video Surveillance and Tracking Methods","score":0.9991999864578247,"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/T10191","display_name":"Robotics and Sensor-Based Localization","score":0.9955999851226807,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7940245866775513},{"id":"https://openalex.org/keywords/preprocessor","display_name":"Preprocessor","score":0.7448693513870239},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6930224895477295},{"id":"https://openalex.org/keywords/drone","display_name":"Drone","score":0.6246918439865112},{"id":"https://openalex.org/keywords/object-detection","display_name":"Object detection","score":0.6102892756462097},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5373512506484985},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5009317398071289},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.4588189423084259},{"id":"https://openalex.org/keywords/data-pre-processing","display_name":"Data pre-processing","score":0.43188202381134033},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.24598762392997742}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7940245866775513},{"id":"https://openalex.org/C34736171","wikidata":"https://www.wikidata.org/wiki/Q918333","display_name":"Preprocessor","level":2,"score":0.7448693513870239},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6930224895477295},{"id":"https://openalex.org/C59519942","wikidata":"https://www.wikidata.org/wiki/Q650665","display_name":"Drone","level":2,"score":0.6246918439865112},{"id":"https://openalex.org/C2776151529","wikidata":"https://www.wikidata.org/wiki/Q3045304","display_name":"Object detection","level":3,"score":0.6102892756462097},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5373512506484985},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5009317398071289},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4588189423084259},{"id":"https://openalex.org/C10551718","wikidata":"https://www.wikidata.org/wiki/Q5227332","display_name":"Data pre-processing","level":2,"score":0.43188202381134033},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.24598762392997742},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C54355233","wikidata":"https://www.wikidata.org/wiki/Q7162","display_name":"Genetics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/rivf48685.2020.9140740","is_oa":false,"landing_page_url":"https://doi.org/10.1109/rivf48685.2020.9140740","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 RIVF International Conference on Computing and Communication Technologies (RIVF)","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":15,"referenced_works":["https://openalex.org/W639708223","https://openalex.org/W1861492603","https://openalex.org/W2570343428","https://openalex.org/W2613718673","https://openalex.org/W2798799804","https://openalex.org/W2917213770","https://openalex.org/W2958756501","https://openalex.org/W2963037989","https://openalex.org/W3106250896","https://openalex.org/W4293584584","https://openalex.org/W6620707391","https://openalex.org/W6639102338","https://openalex.org/W6750227808","https://openalex.org/W6750759024","https://openalex.org/W6785652829"],"related_works":["https://openalex.org/W2989490741","https://openalex.org/W3092506759","https://openalex.org/W2367545121","https://openalex.org/W4248881655","https://openalex.org/W2482165163","https://openalex.org/W3010890513","https://openalex.org/W120741642","https://openalex.org/W138569904","https://openalex.org/W2390914021","https://openalex.org/W2389417819"],"abstract_inverted_index":{"Recent":[0],"growth":[1],"in":[2,25,83],"deep":[3],"learning":[4],"and":[5,29,40,99,121],"computer":[6],"vision":[7],"has":[8],"opened":[9],"up":[10],"many":[11],"opportunities":[12],"for":[13],"advanced":[14],"intelligent":[15],"systems.":[16],"While":[17],"the":[18,26,32,62,105,113,119],"dataset":[19,42],"quality":[20],"plays":[21],"a":[22,35,38,54,58,69],"crucial":[23],"role":[24],"training":[27],"phase":[28],"also":[30],"affects":[31],"performance":[33],"of":[34,115,118],"model,":[36],"creating":[37],"reliable":[39],"diverse":[41],"appears":[43],"to":[44,60,76,104],"be":[45,51],"challenging.":[46],"Therefore,":[47],"data":[48],"augmentation":[49,74],"can":[50],"used":[52],"as":[53],"preprocessing":[55],"step":[56],"with":[57,102],"view":[59],"tackling":[61],"problem.":[63],"In":[64],"this":[65],"paper,":[66],"we":[67,109],"conduct":[68],"comprehensive":[70],"analysis":[71],"on":[72,80],"different":[73],"strategies":[75],"investigate":[77],"their":[78],"impact":[79],"vehicle":[81],"detection":[82,124],"top-down":[84],"videos":[85],"captured":[86],"by":[87,93],"drones.":[88],"Our":[89],"experiments":[90],"show":[91],"that":[92],"adding":[94],"similar":[95],"data,":[96],"randomly":[97],"rotating":[98],"cropping":[100],"images":[101],"respect":[103],"model's":[106],"input":[107],"size,":[108],"have":[110],"remarkably":[111],"increased":[112],"accuracy":[114],"YOLOv3,":[116],"one":[117],"state-of-the-art":[120],"real-time":[122],"object":[123],"methods.":[125]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
