{"id":"https://openalex.org/W4392980881","doi":"https://doi.org/10.1109/icaiic60209.2024.10463284","title":"Enhancing GAN-Based Motion Data Augmentation Through Dynamic Time Warping Distance Filtering","display_name":"Enhancing GAN-Based Motion Data Augmentation Through Dynamic Time Warping Distance Filtering","publication_year":2024,"publication_date":"2024-02-19","ids":{"openalex":"https://openalex.org/W4392980881","doi":"https://doi.org/10.1109/icaiic60209.2024.10463284"},"language":"en","primary_location":{"id":"doi:10.1109/icaiic60209.2024.10463284","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/icaiic60209.2024.10463284","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 International Conference on Artificial Intelligence in Information and Communication (ICAIIC)","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/A5105592384","display_name":"Junwon Yoon","orcid":null},"institutions":[{"id":"https://openalex.org/I4210096735","display_name":"Korea Institute of Robot and Convergence","ror":"https://ror.org/00v019t60","country_code":"KR","type":"facility","lineage":["https://openalex.org/I4210096735"]}],"countries":["KR"],"is_corresponding":true,"raw_author_name":"Junwon Yoon","raw_affiliation_strings":["Korea Institute of Robotics & Technology Convergence,AI Robotics R&D Division,Seoul,Republic of Korea,06372"],"affiliations":[{"raw_affiliation_string":"Korea Institute of Robotics & Technology Convergence,AI Robotics R&D Division,Seoul,Republic of Korea,06372","institution_ids":["https://openalex.org/I4210096735"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017346651","display_name":"Hyun-Joon Chung","orcid":"https://orcid.org/0000-0001-5533-9587"},"institutions":[{"id":"https://openalex.org/I4210096735","display_name":"Korea Institute of Robot and Convergence","ror":"https://ror.org/00v019t60","country_code":"KR","type":"facility","lineage":["https://openalex.org/I4210096735"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Hyun-Joon Chung","raw_affiliation_strings":["Korea Institute of Robotics & Technology Convergence,AI Robotics R&D Division,Seoul,Republic of Korea,06372"],"affiliations":[{"raw_affiliation_string":"Korea Institute of Robotics & Technology Convergence,AI Robotics R&D Division,Seoul,Republic of Korea,06372","institution_ids":["https://openalex.org/I4210096735"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034923019","display_name":"Jeon-Seong Kang","orcid":"https://orcid.org/0000-0002-7061-5794"},"institutions":[{"id":"https://openalex.org/I4210096735","display_name":"Korea Institute of Robot and Convergence","ror":"https://ror.org/00v019t60","country_code":"KR","type":"facility","lineage":["https://openalex.org/I4210096735"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Jeon-Seong Kang","raw_affiliation_strings":["Korea Institute of Robotics & Technology Convergence,AI Robotics R&D Division,Seoul,Republic of Korea,06372"],"affiliations":[{"raw_affiliation_string":"Korea Institute of Robotics & Technology Convergence,AI Robotics R&D Division,Seoul,Republic of Korea,06372","institution_ids":["https://openalex.org/I4210096735"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020352914","display_name":"Jungjun Kim","orcid":"https://orcid.org/0009-0007-7903-915X"},"institutions":[{"id":"https://openalex.org/I4210096735","display_name":"Korea Institute of Robot and Convergence","ror":"https://ror.org/00v019t60","country_code":"KR","type":"facility","lineage":["https://openalex.org/I4210096735"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Jung-Jun Kim","raw_affiliation_strings":["Korea Institute of Robotics & Technology Convergence,AI Robotics R&D Division,Seoul,Republic of Korea,06372"],"affiliations":[{"raw_affiliation_string":"Korea Institute of Robotics & Technology Convergence,AI Robotics R&D Division,Seoul,Republic of Korea,06372","institution_ids":["https://openalex.org/I4210096735"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086433327","display_name":"Kwang W. Jeon","orcid":"https://orcid.org/0000-0002-4889-6083"},"institutions":[{"id":"https://openalex.org/I4210096735","display_name":"Korea Institute of Robot and Convergence","ror":"https://ror.org/00v019t60","country_code":"KR","type":"facility","lineage":["https://openalex.org/I4210096735"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Kwang-Woo Jeon","raw_affiliation_strings":["Korea Institute of Robotics & Technology Convergence,AI Robotics R&D Division,Seoul,Republic of Korea,06372"],"affiliations":[{"raw_affiliation_string":"Korea Institute of Robotics & Technology Convergence,AI Robotics R&D Division,Seoul,Republic of Korea,06372","institution_ids":["https://openalex.org/I4210096735"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049542494","display_name":"SeungWoo Kim","orcid":"https://orcid.org/0000-0002-4727-985X"},"institutions":[{"id":"https://openalex.org/I4210096735","display_name":"Korea Institute of Robot and Convergence","ror":"https://ror.org/00v019t60","country_code":"KR","type":"facility","lineage":["https://openalex.org/I4210096735"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"SeungWoo Kim","raw_affiliation_strings":["Korea Institute of Robotics & Technology Convergence,AI Robotics R&D Division,Seoul,Republic of Korea,06372"],"affiliations":[{"raw_affiliation_string":"Korea Institute of Robotics & Technology Convergence,AI Robotics R&D Division,Seoul,Republic of Korea,06372","institution_ids":["https://openalex.org/I4210096735"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021869912","display_name":"Myounghoon Shim","orcid":"https://orcid.org/0000-0003-1383-6029"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Myounghoon Shim","raw_affiliation_strings":["Unmanned/Intelligent Robotic Systems R&D, LIG Nexl,Seongnam,Republic of Korea,13488"],"affiliations":[{"raw_affiliation_string":"Unmanned/Intelligent Robotic Systems R&D, LIG Nexl,Seongnam,Republic of Korea,13488","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5020123782","display_name":"Jae-Kwan Ryu","orcid":"https://orcid.org/0000-0003-4176-3867"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jae-Kwan Ryu","raw_affiliation_strings":["Unmanned/Intelligent Robotic Systems R&D, LIG Nexl,Seongnam,Republic of Korea,13488"],"affiliations":[{"raw_affiliation_string":"Unmanned/Intelligent Robotic Systems R&D, LIG Nexl,Seongnam,Republic of Korea,13488","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5105592384"],"corresponding_institution_ids":["https://openalex.org/I4210096735"],"apc_list":null,"apc_paid":null,"fwci":0.375,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.49796552,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"11","issue":null,"first_page":"440","last_page":"445"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12205","display_name":"Time Series Analysis and Forecasting","score":0.9861999750137329,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T12205","display_name":"Time Series Analysis and Forecasting","score":0.9861999750137329,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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":0.9532999992370605,"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/T12290","display_name":"Human Motion and Animation","score":0.9490000009536743,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/image-warping","display_name":"Image warping","score":0.7756772041320801},{"id":"https://openalex.org/keywords/dynamic-time-warping","display_name":"Dynamic time warping","score":0.7042008638381958},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6774365305900574},{"id":"https://openalex.org/keywords/motion","display_name":"Motion (physics)","score":0.581216037273407},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.5427558422088623},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4453903138637543}],"concepts":[{"id":"https://openalex.org/C157202957","wikidata":"https://www.wikidata.org/wiki/Q1659609","display_name":"Image warping","level":2,"score":0.7756772041320801},{"id":"https://openalex.org/C88516994","wikidata":"https://www.wikidata.org/wiki/Q1268863","display_name":"Dynamic time warping","level":2,"score":0.7042008638381958},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6774365305900574},{"id":"https://openalex.org/C104114177","wikidata":"https://www.wikidata.org/wiki/Q79782","display_name":"Motion (physics)","level":2,"score":0.581216037273407},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.5427558422088623},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4453903138637543}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icaiic60209.2024.10463284","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/icaiic60209.2024.10463284","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 International Conference on Artificial Intelligence in Information and Communication (ICAIIC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.4300000071525574,"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":26,"referenced_works":["https://openalex.org/W1710476689","https://openalex.org/W1977259876","https://openalex.org/W2101032778","https://openalex.org/W2127587028","https://openalex.org/W2128160875","https://openalex.org/W2534318839","https://openalex.org/W2604321021","https://openalex.org/W2792932721","https://openalex.org/W2886283524","https://openalex.org/W2922371488","https://openalex.org/W2963675401","https://openalex.org/W2963684088","https://openalex.org/W2964203186","https://openalex.org/W2979580180","https://openalex.org/W2983925976","https://openalex.org/W2990138404","https://openalex.org/W3008007600","https://openalex.org/W3095071412","https://openalex.org/W3100777112","https://openalex.org/W3109717189","https://openalex.org/W3201409833","https://openalex.org/W4220911514","https://openalex.org/W4295521014","https://openalex.org/W4312611171","https://openalex.org/W4319756445","https://openalex.org/W6683128514"],"related_works":["https://openalex.org/W2347413598","https://openalex.org/W71572444","https://openalex.org/W1997383766","https://openalex.org/W2154472250","https://openalex.org/W2350336482","https://openalex.org/W2229352698","https://openalex.org/W2058170566","https://openalex.org/W2755342338","https://openalex.org/W2772917594","https://openalex.org/W2775347418"],"abstract_inverted_index":{"Motion":[0],"capture":[1],"data":[2,23,62],"is":[3],"crucial":[4],"but":[5],"creating":[6],"a":[7,26,51],"large":[8],"dataset":[9,85],"can":[10],"be":[11],"challenging":[12],"due":[13],"to":[14,29],"complexities":[15],"in":[16,42,76,93],"acquisition.":[17],"Generative":[18],"Adversarial":[19],"Network":[20],"(GAN)-based":[21],"motion":[22],"augmentation":[24],"offers":[25],"potential":[27],"solution":[28],"this":[30,47,69],"issue.":[31],"However,":[32],"GANs":[33],"often":[34],"struggle":[35],"with":[36,84],"learning":[37],"from":[38,65],"limited":[39],"data,":[40,82],"resulting":[41],"poor":[43],"quality":[44],"output.":[45],"In":[46],"study,":[48],"we":[49,71],"propose":[50],"Dynamic":[52],"Time":[53],"Warping":[54],"(DTW)":[55],"filtering":[56],"method":[57],"that":[58],"filters":[59],"out":[60],"generated":[61,81],"significantly":[63],"deviating":[64],"real-world":[66],"examples.":[67],"Through":[68],"approach,":[70],"have":[72],"achieved":[73],"an":[74,91],"improvement":[75],"the":[77,80],"fidelity":[78],"of":[79],"even":[83],"size":[86],"constraints,":[87],"as":[88],"evidenced":[89],"by":[90],"increase":[92],"action":[94],"recognition":[95],"accuracy.":[96]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2025-12-21T01:58:51.020947","created_date":"2025-10-10T00:00:00"}