{"id":"https://openalex.org/W4304140534","doi":"https://doi.org/10.1109/icac55051.2022.9911118","title":"Deformable convolution infrared tracking algorithm based on improved SiamRPN++","display_name":"Deformable convolution infrared tracking algorithm based on improved SiamRPN++","publication_year":2022,"publication_date":"2022-09-01","ids":{"openalex":"https://openalex.org/W4304140534","doi":"https://doi.org/10.1109/icac55051.2022.9911118"},"language":"en","primary_location":{"id":"doi:10.1109/icac55051.2022.9911118","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icac55051.2022.9911118","pdf_url":null,"source":{"id":"https://openalex.org/S4363608428","display_name":"2022 27th International Conference on Automation and Computing (ICAC)","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 27th International Conference on Automation and Computing (ICAC)","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/A5089217677","display_name":"Liuqing Yang","orcid":"https://orcid.org/0009-0003-1239-5804"},"institutions":[{"id":"https://openalex.org/I167383011","display_name":"Henan University of Science and Technology","ror":"https://ror.org/05d80kz58","country_code":"CN","type":"education","lineage":["https://openalex.org/I167383011"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"LiuQing Yang","raw_affiliation_strings":["Henan University of Science and Technology,Henan,China","Henan University of Science and Technology, Henan, China"],"affiliations":[{"raw_affiliation_string":"Henan University of Science and Technology,Henan,China","institution_ids":["https://openalex.org/I167383011"]},{"raw_affiliation_string":"Henan University of Science and Technology, Henan, China","institution_ids":["https://openalex.org/I167383011"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112854480","display_name":"Jianwei Ma","orcid":null},"institutions":[{"id":"https://openalex.org/I167383011","display_name":"Henan University of Science and Technology","ror":"https://ror.org/05d80kz58","country_code":"CN","type":"education","lineage":["https://openalex.org/I167383011"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianwei Ma","raw_affiliation_strings":["Henan University of Science and Technology,Henan,China","Henan University of Science and Technology, Henan, China"],"affiliations":[{"raw_affiliation_string":"Henan University of Science and Technology,Henan,China","institution_ids":["https://openalex.org/I167383011"]},{"raw_affiliation_string":"Henan University of Science and Technology, Henan, China","institution_ids":["https://openalex.org/I167383011"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101667642","display_name":"Zhaoyang Zhao","orcid":"https://orcid.org/0000-0002-5880-3987"},"institutions":[{"id":"https://openalex.org/I167383011","display_name":"Henan University of Science and Technology","ror":"https://ror.org/05d80kz58","country_code":"CN","type":"education","lineage":["https://openalex.org/I167383011"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhaoyang Zhao","raw_affiliation_strings":["Henan University of Science and Technology,Henan,China","Henan University of Science and Technology, Henan, China"],"affiliations":[{"raw_affiliation_string":"Henan University of Science and Technology,Henan,China","institution_ids":["https://openalex.org/I167383011"]},{"raw_affiliation_string":"Henan University of Science and Technology, Henan, China","institution_ids":["https://openalex.org/I167383011"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100704678","display_name":"Chao Ma","orcid":"https://orcid.org/0000-0002-8459-2845"},"institutions":[{"id":"https://openalex.org/I167383011","display_name":"Henan University of Science and Technology","ror":"https://ror.org/05d80kz58","country_code":"CN","type":"education","lineage":["https://openalex.org/I167383011"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chao Ma","raw_affiliation_strings":["Henan University of Science and Technology,Henan,China","Henan University of Science and Technology, Henan, China"],"affiliations":[{"raw_affiliation_string":"Henan University of Science and Technology,Henan,China","institution_ids":["https://openalex.org/I167383011"]},{"raw_affiliation_string":"Henan University of Science and Technology, Henan, China","institution_ids":["https://openalex.org/I167383011"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5089217677"],"corresponding_institution_ids":["https://openalex.org/I167383011"],"apc_list":null,"apc_paid":null,"fwci":0.0599,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.27905319,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":"21","issue":null,"first_page":"1","last_page":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10331","display_name":"Video Surveillance and Tracking Methods","score":0.9995999932289124,"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/T10331","display_name":"Video Surveillance and Tracking Methods","score":0.9995999932289124,"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/T11963","display_name":"Impact of Light on Environment and Health","score":0.9922000169754028,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12389","display_name":"Infrared Target Detection Methodologies","score":0.9922000169754028,"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/artificial-intelligence","display_name":"Artificial intelligence","score":0.7096935510635376},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6441488265991211},{"id":"https://openalex.org/keywords/tracking","display_name":"Tracking (education)","score":0.6184366345405579},{"id":"https://openalex.org/keywords/convolution","display_name":"Convolution (computer science)","score":0.6107931137084961},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.5566871762275696},{"id":"https://openalex.org/keywords/kernel","display_name":"Kernel (algebra)","score":0.528858482837677},{"id":"https://openalex.org/keywords/infrared","display_name":"Infrared","score":0.5155805945396423},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.4256054759025574},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3832591772079468},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3600791096687317},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.20693707466125488},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.17904236912727356},{"id":"https://openalex.org/keywords/optics","display_name":"Optics","score":0.06339257955551147}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7096935510635376},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6441488265991211},{"id":"https://openalex.org/C2775936607","wikidata":"https://www.wikidata.org/wiki/Q466845","display_name":"Tracking (education)","level":2,"score":0.6184366345405579},{"id":"https://openalex.org/C45347329","wikidata":"https://www.wikidata.org/wiki/Q5166604","display_name":"Convolution (computer science)","level":3,"score":0.6107931137084961},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.5566871762275696},{"id":"https://openalex.org/C74193536","wikidata":"https://www.wikidata.org/wiki/Q574844","display_name":"Kernel (algebra)","level":2,"score":0.528858482837677},{"id":"https://openalex.org/C158355884","wikidata":"https://www.wikidata.org/wiki/Q11388","display_name":"Infrared","level":2,"score":0.5155805945396423},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.4256054759025574},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3832591772079468},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3600791096687317},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.20693707466125488},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.17904236912727356},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.06339257955551147},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"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/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0},{"id":"https://openalex.org/C19417346","wikidata":"https://www.wikidata.org/wiki/Q7922","display_name":"Pedagogy","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icac55051.2022.9911118","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icac55051.2022.9911118","pdf_url":null,"source":{"id":"https://openalex.org/S4363608428","display_name":"2022 27th International Conference on Automation and Computing (ICAC)","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 27th International Conference on Automation and Computing (ICAC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","score":0.5400000214576721,"display_name":"Peace, Justice and strong institutions"},{"id":"https://metadata.un.org/sdg/10","score":0.49000000953674316,"display_name":"Reduced inequalities"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320322857","display_name":"Aeronautical Science Foundation of China","ror":"https://ror.org/02wq41p38"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":9,"referenced_works":["https://openalex.org/W1964846093","https://openalex.org/W2029316659","https://openalex.org/W2089961441","https://openalex.org/W2470394683","https://openalex.org/W2587828787","https://openalex.org/W2763160469","https://openalex.org/W2768610172","https://openalex.org/W2799058067","https://openalex.org/W2891440844"],"related_works":["https://openalex.org/W2084086966","https://openalex.org/W2770593030","https://openalex.org/W3154990682","https://openalex.org/W3034421924","https://openalex.org/W2982536526","https://openalex.org/W4386858688","https://openalex.org/W4380302312","https://openalex.org/W3008689640","https://openalex.org/W4385338604","https://openalex.org/W3081626085"],"abstract_inverted_index":{"Infrared":[0],"images":[1,82],"are":[2],"not":[3],"affected":[4],"by":[5,47,159],"visible":[6],"light":[7],"and":[8,19,35,43,83,131,157,161],"can":[9],"be":[10],"used":[11],"to":[12,40,75,104],"continuously":[13],"track":[14],"pedestrian":[15,55,61],"targets":[16],"at":[17],"night":[18,54],"in":[20,30,50],"other":[21,36],"complex":[22],"environments.":[23],"Pedestrian":[24],"tracking":[25,62,93,171],"is":[26,64,102,127,137,173],"of":[27,53,59,67],"great":[28],"significance":[29],"intelligent":[31],"monitoring,":[32],"military":[33],"investigation":[34],"fields.":[37],"However,":[38],"due":[39],"the":[41,51,57,60,68,106,119,141,149,154,166],"deformation":[42,91],"size":[44],"changes":[45,49],"caused":[46],"their":[48],"process":[52],"tracking,":[56],"difficulty":[58],"task":[63],"increased.":[65],"Because":[66],"above":[69],"problems,":[70],"this":[71],"paper":[72],"studies":[73],"how":[74],"extract":[76],"more":[77,138],"feature":[78],"information":[79],"from":[80],"infrared":[81,92,112],"proposes":[84],"an":[85],"improved":[86,96,150],"SiamRPN++":[87,151,168],"deformable":[88,98],"convolution":[89,99,107],"target":[90,113],"algorithm.":[94,169],"An":[95],"ResNet-50":[97],"network":[100],"model":[101],"constructed":[103],"increase":[105],"kernel":[108],"offset.":[109],"The":[110,134,144,170],"extracted":[111],"features":[114],"have":[115],"higher":[116],"discrimination.":[117],"At":[118],"same":[120],"time,":[121],"a":[122],"weighted":[123],"loss":[124],"training":[125],"method":[126],"proposed":[128],"for":[129],"classification":[130,135],"regression":[132,142],"branches.":[133],"score":[136],"consistent":[139],"with":[140,165],"accuracy.":[143],"experimental":[145],"results":[146],"show":[147],"that":[148],"algorithm":[152],"improves":[153],"success":[155],"rate":[156],"accuracy":[158],"3.7%":[160],"4.0%,":[162],"respectively,":[163],"compared":[164],"mainstream":[167],"performance":[172],"effectively":[174],"improved.":[175]},"counts_by_year":[{"year":2024,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}