{"id":"https://openalex.org/W2619375969","doi":"https://doi.org/10.1155/2017/9830641","title":"Multiscale Convolutional Neural Networks for Hand Detection","display_name":"Multiscale Convolutional Neural Networks for Hand Detection","publication_year":2017,"publication_date":"2017-01-01","ids":{"openalex":"https://openalex.org/W2619375969","doi":"https://doi.org/10.1155/2017/9830641","mag":"2619375969"},"language":"en","primary_location":{"id":"doi:10.1155/2017/9830641","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2017/9830641","pdf_url":"http://downloads.hindawi.com/journals/acisc/2017/9830641.pdf","source":{"id":"https://openalex.org/S30680879","display_name":"Applied Computational Intelligence and Soft Computing","issn_l":"1687-9724","issn":["1687-9724","1687-9732"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Applied Computational Intelligence and Soft Computing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"http://downloads.hindawi.com/journals/acisc/2017/9830641.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5007039694","display_name":"Shiyang Yan","orcid":"https://orcid.org/0000-0003-1411-5952"},"institutions":[{"id":"https://openalex.org/I146655781","display_name":"University of Liverpool","ror":"https://ror.org/04xs57h96","country_code":"GB","type":"education","lineage":["https://openalex.org/I146655781"]},{"id":"https://openalex.org/I69356397","display_name":"Xi\u2019an Jiaotong-Liverpool University","ror":"https://ror.org/03zmrmn05","country_code":"CN","type":"education","lineage":["https://openalex.org/I69356397"]}],"countries":["CN","GB"],"is_corresponding":true,"raw_author_name":"Shiyang Yan","raw_affiliation_strings":["Department of Computer Science and Software Engineering, Xi\u2019an Jiaotong-Liverpool University, Suzhou 215123, China","Department of Electrical Engineering and Electronics, University of Liverpool, Liverpool, UK"],"raw_orcid":"https://orcid.org/0000-0003-1411-5952","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Software Engineering, Xi\u2019an Jiaotong-Liverpool University, Suzhou 215123, China","institution_ids":["https://openalex.org/I69356397"]},{"raw_affiliation_string":"Department of Electrical Engineering and Electronics, University of Liverpool, Liverpool, UK","institution_ids":["https://openalex.org/I146655781"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040035085","display_name":"Yizhang Xia","orcid":null},"institutions":[{"id":"https://openalex.org/I69356397","display_name":"Xi\u2019an Jiaotong-Liverpool University","ror":"https://ror.org/03zmrmn05","country_code":"CN","type":"education","lineage":["https://openalex.org/I69356397"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yizhang Xia","raw_affiliation_strings":["Department of Computer Science and Software Engineering, Xi\u2019an Jiaotong-Liverpool University, Suzhou 215123, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Software Engineering, Xi\u2019an Jiaotong-Liverpool University, Suzhou 215123, China","institution_ids":["https://openalex.org/I69356397"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003757015","display_name":"Jeremy S. Smith","orcid":"https://orcid.org/0000-0002-0212-2365"},"institutions":[{"id":"https://openalex.org/I146655781","display_name":"University of Liverpool","ror":"https://ror.org/04xs57h96","country_code":"GB","type":"education","lineage":["https://openalex.org/I146655781"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Jeremy S. Smith","raw_affiliation_strings":["Department of Electrical Engineering and Electronics, University of Liverpool, Liverpool, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering and Electronics, University of Liverpool, Liverpool, UK","institution_ids":["https://openalex.org/I146655781"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110074987","display_name":"Wenjin Lu","orcid":"https://orcid.org/0000-0001-7038-3789"},"institutions":[{"id":"https://openalex.org/I69356397","display_name":"Xi\u2019an Jiaotong-Liverpool University","ror":"https://ror.org/03zmrmn05","country_code":"CN","type":"education","lineage":["https://openalex.org/I69356397"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenjin Lu","raw_affiliation_strings":["Department of Computer Science and Software Engineering, Xi\u2019an Jiaotong-Liverpool University, Suzhou 215123, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Software Engineering, Xi\u2019an Jiaotong-Liverpool University, Suzhou 215123, China","institution_ids":["https://openalex.org/I69356397"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5086628680","display_name":"Bailing Zhang","orcid":"https://orcid.org/0000-0002-5472-2100"},"institutions":[{"id":"https://openalex.org/I69356397","display_name":"Xi\u2019an Jiaotong-Liverpool University","ror":"https://ror.org/03zmrmn05","country_code":"CN","type":"education","lineage":["https://openalex.org/I69356397"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bailing Zhang","raw_affiliation_strings":["Department of Computer Science and Software Engineering, Xi\u2019an Jiaotong-Liverpool University, Suzhou 215123, China"],"raw_orcid":"https://orcid.org/0000-0002-5472-2100","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Software Engineering, Xi\u2019an Jiaotong-Liverpool University, Suzhou 215123, China","institution_ids":["https://openalex.org/I69356397"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5007039694"],"corresponding_institution_ids":["https://openalex.org/I146655781","https://openalex.org/I69356397"],"apc_list":{"value":900,"currency":"USD","value_usd":925},"apc_paid":{"value":900,"currency":"USD","value_usd":925},"fwci":3.6043,"has_fulltext":true,"cited_by_count":38,"citation_normalized_percentile":{"value":0.92590476,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":99},"biblio":{"volume":"2017","issue":null,"first_page":"1","last_page":"13"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11398","display_name":"Hand Gesture Recognition Systems","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"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/T11398","display_name":"Hand Gesture Recognition Systems","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"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":0.998199999332428,"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":0.9937999844551086,"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":0.898819088935852},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.7647600173950195},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.761324405670166},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.7441789507865906},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.6435174942016602},{"id":"https://openalex.org/keywords/gesture","display_name":"Gesture","score":0.49595198035240173},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.49294042587280273},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4719770848751068},{"id":"https://openalex.org/keywords/gesture-recognition","display_name":"Gesture recognition","score":0.4318864941596985},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3852662444114685},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.35109418630599976}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.898819088935852},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.7647600173950195},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.761324405670166},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.7441789507865906},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.6435174942016602},{"id":"https://openalex.org/C207347870","wikidata":"https://www.wikidata.org/wiki/Q371174","display_name":"Gesture","level":2,"score":0.49595198035240173},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.49294042587280273},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4719770848751068},{"id":"https://openalex.org/C159437735","wikidata":"https://www.wikidata.org/wiki/Q1519524","display_name":"Gesture recognition","level":3,"score":0.4318864941596985},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3852662444114685},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.35109418630599976},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1155/2017/9830641","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2017/9830641","pdf_url":"http://downloads.hindawi.com/journals/acisc/2017/9830641.pdf","source":{"id":"https://openalex.org/S30680879","display_name":"Applied Computational Intelligence and Soft Computing","issn_l":"1687-9724","issn":["1687-9724","1687-9732"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Applied Computational Intelligence and Soft Computing","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:05e40578b8fa40ddab6bbc2dc8a4e7a9","is_oa":true,"landing_page_url":"https://doaj.org/article/05e40578b8fa40ddab6bbc2dc8a4e7a9","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":"Applied Computational Intelligence and Soft Computing, Vol 2017 (2017)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1155/2017/9830641","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2017/9830641","pdf_url":"http://downloads.hindawi.com/journals/acisc/2017/9830641.pdf","source":{"id":"https://openalex.org/S30680879","display_name":"Applied Computational Intelligence and Soft Computing","issn_l":"1687-9724","issn":["1687-9724","1687-9732"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Applied Computational Intelligence and Soft Computing","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.4699999988079071,"display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2619375969.pdf","grobid_xml":"https://content.openalex.org/works/W2619375969.grobid-xml"},"referenced_works_count":15,"referenced_works":["https://openalex.org/W7746136","https://openalex.org/W1849277567","https://openalex.org/W1861492603","https://openalex.org/W1958328135","https://openalex.org/W1968969471","https://openalex.org/W2031489346","https://openalex.org/W2088584155","https://openalex.org/W2109255472","https://openalex.org/W2117539524","https://openalex.org/W2119656522","https://openalex.org/W2125556102","https://openalex.org/W2147800946","https://openalex.org/W2163922914","https://openalex.org/W2168356304","https://openalex.org/W2183182206"],"related_works":["https://openalex.org/W2902873204","https://openalex.org/W2185750513","https://openalex.org/W4226493464","https://openalex.org/W2010878661","https://openalex.org/W3147379364","https://openalex.org/W2026258298","https://openalex.org/W3133861977","https://openalex.org/W3204639664","https://openalex.org/W2970836791","https://openalex.org/W2989699735"],"abstract_inverted_index":{"Unconstrained":[0],"hand":[1,17,32,67,92,126],"detection":[2,33,93,127],"in":[3,10,94,106,112,186],"still":[4,42,95],"images":[5],"plays":[6],"an":[7],"important":[8],"role":[9],"many":[11,47,113],"hand-related":[12],"vision":[13,114],"problems,":[14],"for":[15,38,55,90],"example,":[16],"tracking,":[18],"gesture":[19],"analysis,":[20],"human":[21],"action":[22],"recognition":[23],"and":[24,27,69,75,100,166,182],"human-machine":[25],"interaction,":[26],"sign":[28],"language":[29],"recognition.":[30],"Although":[31],"has":[34],"been":[35],"extensively":[36],"studied":[37],"decades,":[39],"it":[40],"is":[41],"a":[43,85,125,135],"challenging":[44],"task":[45],"with":[46],"problems":[48],"to":[49,155],"be":[50],"tackled.":[51],"The":[52],"contributing":[53],"factors":[54],"this":[56,81],"complexity":[57],"include":[58],"heavy":[59],"occlusion,":[60],"low":[61],"resolution,":[62],"varying":[63],"illumination":[64],"conditions,":[65],"different":[66],"gestures,":[68],"the":[70,118,146,157,161,167,177,187],"complex":[71],"interactions":[72],"between":[73],"hands":[74],"objects":[76],"or":[77],"other":[78],"hands.":[79],"In":[80],"paper,":[82],"we":[83,123],"propose":[84,124],"multiscale":[86,142],"deep":[87,101],"learning":[88,98],"model":[89],"unconstrained":[91],"images.":[96],"Deep":[97],"models,":[99],"convolutional":[102],"neural":[103],"networks":[104],"(CNNs)":[105],"particular,":[107],"have":[108],"achieved":[109,173],"state-of-the-art":[110,174],"performances":[111],"benchmarks.":[115],"Developed":[116],"from":[117,145],"region-based":[119],"CNN":[120],"(R-CNN)":[121],"model,":[122],"scheme":[128],"based":[129],"on":[130,176],"candidate":[131],"regions":[132],"generated":[133],"by":[134,141],"generic":[136],"region":[137],"proposal":[138],"algorithm,":[139],"followed":[140],"information":[143],"fusion":[144],"popular":[147],"VGG16":[148],"model.":[149],"Two":[150],"benchmark":[151],"datasets":[152],"were":[153],"applied":[154],"validate":[156],"proposed":[158],"method,":[159],"namely,":[160],"Oxford":[162,178],"Hand":[163,169,179,189],"Detection":[164,170,180,190],"Dataset":[165,181],"VIVA":[168,188],"Challenge.":[171,191],"We":[172],"results":[175],"had":[183],"satisfactory":[184],"performance":[185]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":5},{"year":2020,"cited_by_count":7},{"year":2019,"cited_by_count":3},{"year":2018,"cited_by_count":6}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}
