{"id":"https://openalex.org/W4312686002","doi":"https://doi.org/10.1109/icpr56361.2022.9956146","title":"A Channel-Spatial Hybrid Attention Mechanism using Channel Weight Transfer Strategy","display_name":"A Channel-Spatial Hybrid Attention Mechanism using Channel Weight Transfer Strategy","publication_year":2022,"publication_date":"2022-08-21","ids":{"openalex":"https://openalex.org/W4312686002","doi":"https://doi.org/10.1109/icpr56361.2022.9956146"},"language":"en","primary_location":{"id":"doi:10.1109/icpr56361.2022.9956146","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icpr56361.2022.9956146","pdf_url":null,"source":{"id":"https://openalex.org/S4363607731","display_name":"2022 26th International Conference on Pattern Recognition (ICPR)","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 26th International Conference on Pattern Recognition (ICPR)","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/A5028119339","display_name":"Jie Pan","orcid":"https://orcid.org/0000-0002-9993-1379"},"institutions":[{"id":"https://openalex.org/I55712492","display_name":"Zhejiang University of Technology","ror":"https://ror.org/02djqfd08","country_code":"CN","type":"education","lineage":["https://openalex.org/I55712492"]},{"id":"https://openalex.org/I4210123185","display_name":"Zhejiang Lab","ror":"https://ror.org/02m2h7991","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210123185"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jie Pan","raw_affiliation_strings":["Zhejiang University of Technology,College of Computer Science and Technology,Hangzhou,P.R. China,310023","Key Laboratory of Visual Media Intelligent Processing Technology of Zhejiang Province, Hangzhou, P.R. China"],"affiliations":[{"raw_affiliation_string":"Zhejiang University of Technology,College of Computer Science and Technology,Hangzhou,P.R. China,310023","institution_ids":["https://openalex.org/I55712492"]},{"raw_affiliation_string":"Key Laboratory of Visual Media Intelligent Processing Technology of Zhejiang Province, Hangzhou, P.R. China","institution_ids":["https://openalex.org/I4210123185"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011200256","display_name":"Haigen Hu","orcid":"https://orcid.org/0000-0001-5863-8283"},"institutions":[{"id":"https://openalex.org/I4210123185","display_name":"Zhejiang Lab","ror":"https://ror.org/02m2h7991","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210123185"]},{"id":"https://openalex.org/I55712492","display_name":"Zhejiang University of Technology","ror":"https://ror.org/02djqfd08","country_code":"CN","type":"education","lineage":["https://openalex.org/I55712492"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haigen Hu","raw_affiliation_strings":["Zhejiang University of Technology,College of Computer Science and Technology,Hangzhou,P.R. China,310023","Key Laboratory of Visual Media Intelligent Processing Technology of Zhejiang Province, Hangzhou, P.R. China"],"affiliations":[{"raw_affiliation_string":"Zhejiang University of Technology,College of Computer Science and Technology,Hangzhou,P.R. China,310023","institution_ids":["https://openalex.org/I55712492"]},{"raw_affiliation_string":"Key Laboratory of Visual Media Intelligent Processing Technology of Zhejiang Province, Hangzhou, P.R. China","institution_ids":["https://openalex.org/I4210123185"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067906433","display_name":"Aizhu Liu","orcid":null},"institutions":[{"id":"https://openalex.org/I4210152737","display_name":"Jinhua Polytechnic","ror":"https://ror.org/047hbb113","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210152737"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Aizhu Liu","raw_affiliation_strings":["Jinhua Polytechnic,College of Information Engineering,Jinhua,P.R. China,321016"],"affiliations":[{"raw_affiliation_string":"Jinhua Polytechnic,College of Information Engineering,Jinhua,P.R. China,321016","institution_ids":["https://openalex.org/I4210152737"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060570526","display_name":"Qianwei Zhou","orcid":"https://orcid.org/0000-0002-1322-7293"},"institutions":[{"id":"https://openalex.org/I4210123185","display_name":"Zhejiang Lab","ror":"https://ror.org/02m2h7991","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210123185"]},{"id":"https://openalex.org/I55712492","display_name":"Zhejiang University of Technology","ror":"https://ror.org/02djqfd08","country_code":"CN","type":"education","lineage":["https://openalex.org/I55712492"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qianwei Zhou","raw_affiliation_strings":["Zhejiang University of Technology,College of Computer Science and Technology,Hangzhou,P.R. China,310023","Key Laboratory of Visual Media Intelligent Processing Technology of Zhejiang Province, Hangzhou, P.R. China"],"affiliations":[{"raw_affiliation_string":"Zhejiang University of Technology,College of Computer Science and Technology,Hangzhou,P.R. China,310023","institution_ids":["https://openalex.org/I55712492"]},{"raw_affiliation_string":"Key Laboratory of Visual Media Intelligent Processing Technology of Zhejiang Province, Hangzhou, P.R. China","institution_ids":["https://openalex.org/I4210123185"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5058671031","display_name":"Qiu Guan","orcid":"https://orcid.org/0000-0002-6928-3040"},"institutions":[{"id":"https://openalex.org/I55712492","display_name":"Zhejiang University of Technology","ror":"https://ror.org/02djqfd08","country_code":"CN","type":"education","lineage":["https://openalex.org/I55712492"]},{"id":"https://openalex.org/I4210123185","display_name":"Zhejiang Lab","ror":"https://ror.org/02m2h7991","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210123185"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qiu Guan","raw_affiliation_strings":["Zhejiang University of Technology,College of Computer Science and Technology,Hangzhou,P.R. China,310023","Key Laboratory of Visual Media Intelligent Processing Technology of Zhejiang Province, Hangzhou, P.R. China"],"affiliations":[{"raw_affiliation_string":"Zhejiang University of Technology,College of Computer Science and Technology,Hangzhou,P.R. China,310023","institution_ids":["https://openalex.org/I55712492"]},{"raw_affiliation_string":"Key Laboratory of Visual Media Intelligent Processing Technology of Zhejiang Province, Hangzhou, P.R. China","institution_ids":["https://openalex.org/I4210123185"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5028119339"],"corresponding_institution_ids":["https://openalex.org/I4210123185","https://openalex.org/I55712492"],"apc_list":null,"apc_paid":null,"fwci":0.1806,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.52958791,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"2524","last_page":"2531"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9990000128746033,"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":0.9990000128746033,"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/T12131","display_name":"Wireless Signal Modulation Classification","score":0.9972000122070312,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.9950000047683716,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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":0.790479302406311},{"id":"https://openalex.org/keywords/channel","display_name":"Channel (broadcasting)","score":0.7705711722373962},{"id":"https://openalex.org/keywords/mechanism","display_name":"Mechanism (biology)","score":0.5318077802658081},{"id":"https://openalex.org/keywords/information-transfer","display_name":"Information transfer","score":0.4764414429664612},{"id":"https://openalex.org/keywords/transformation","display_name":"Transformation (genetics)","score":0.4715343117713928},{"id":"https://openalex.org/keywords/code","display_name":"Code (set theory)","score":0.45513761043548584},{"id":"https://openalex.org/keywords/spatial-analysis","display_name":"Spatial analysis","score":0.4411258399486542},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3210363984107971},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.21046492457389832},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.18392422795295715},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.10115852952003479}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.790479302406311},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.7705711722373962},{"id":"https://openalex.org/C89611455","wikidata":"https://www.wikidata.org/wiki/Q6804646","display_name":"Mechanism (biology)","level":2,"score":0.5318077802658081},{"id":"https://openalex.org/C8854915","wikidata":"https://www.wikidata.org/wiki/Q4350200","display_name":"Information transfer","level":2,"score":0.4764414429664612},{"id":"https://openalex.org/C204241405","wikidata":"https://www.wikidata.org/wiki/Q461499","display_name":"Transformation (genetics)","level":3,"score":0.4715343117713928},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.45513761043548584},{"id":"https://openalex.org/C159620131","wikidata":"https://www.wikidata.org/wiki/Q1938983","display_name":"Spatial analysis","level":2,"score":0.4411258399486542},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3210363984107971},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.21046492457389832},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.18392422795295715},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.10115852952003479},{"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},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icpr56361.2022.9956146","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icpr56361.2022.9956146","pdf_url":null,"source":{"id":"https://openalex.org/S4363607731","display_name":"2022 26th International Conference on Pattern Recognition (ICPR)","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 26th International Conference on Pattern Recognition (ICPR)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":43,"referenced_works":["https://openalex.org/W603908379","https://openalex.org/W1677182931","https://openalex.org/W1972702299","https://openalex.org/W2089597841","https://openalex.org/W2102605133","https://openalex.org/W2115733720","https://openalex.org/W2163605009","https://openalex.org/W2194775991","https://openalex.org/W2210976041","https://openalex.org/W2212435496","https://openalex.org/W2412782625","https://openalex.org/W2460852148","https://openalex.org/W2497173630","https://openalex.org/W2555942234","https://openalex.org/W2752965212","https://openalex.org/W2758741657","https://openalex.org/W2787039001","https://openalex.org/W2884585870","https://openalex.org/W2898732869","https://openalex.org/W2907563992","https://openalex.org/W2955058313","https://openalex.org/W2963163009","https://openalex.org/W2963420686","https://openalex.org/W2964231884","https://openalex.org/W3000255543","https://openalex.org/W3009247246","https://openalex.org/W3118608800","https://openalex.org/W3119205652","https://openalex.org/W3124951096","https://openalex.org/W3179177104","https://openalex.org/W3181955139","https://openalex.org/W3183430956","https://openalex.org/W3217344150","https://openalex.org/W4297665946","https://openalex.org/W6618372016","https://openalex.org/W6678174250","https://openalex.org/W6684191040","https://openalex.org/W6743731764","https://openalex.org/W6753412334","https://openalex.org/W6757497290","https://openalex.org/W6775845032","https://openalex.org/W6787972765","https://openalex.org/W6798274885"],"related_works":["https://openalex.org/W2353644209","https://openalex.org/W2347703430","https://openalex.org/W3148227991","https://openalex.org/W2593663830","https://openalex.org/W2348743188","https://openalex.org/W2902317490","https://openalex.org/W3001521712","https://openalex.org/W4210727352","https://openalex.org/W2380470746","https://openalex.org/W2463239216"],"abstract_inverted_index":{"Attention":[0,50,57,61],"is":[1,25,76,91,96,180],"one":[2,27],"of":[3,21,28,40,88,116,124,131],"the":[4,9,18,29,38,70,73,86,100,106,113,117,122,125,149,154,159,174,188],"most":[5],"valuable":[6],"breakthroughs":[7],"in":[8,169],"deep":[10],"learning":[11],"community,":[12],"and":[13,23,42,59,78,80,110,138,163,176],"how":[14],"to":[15,45,97,111],"effectively":[16],"utilize":[17],"attention":[19,108,126],"information":[20,103],"channel":[22,41,89,101,107],"spatial":[24,43],"still":[26],"hot":[30],"research":[31],"topics.":[32],"In":[33],"this":[34],"work,":[35],"we":[36],"integrate":[37],"advantages":[39],"mechanism":[44],"propose":[46],"a":[47,129],"Channel-Spatial":[48],"hybrid":[49],"Module":[51,58,64],"(CSHAM).":[52],"Specifically,":[53],"max-average":[54],"fusion":[55],"Channel":[56],"Spatial":[60],"Neighbor":[62],"Enhancement":[63],"are":[65,134],"firstly":[66],"proposed,":[67],"respectively.":[68],"Then":[69],"connection":[71,83],"between":[72],"two":[74],"modules":[75],"analyzed":[77],"designed,":[79],"an":[81],"alternate":[82],"strategy":[84],"with":[85],"transformation":[87],"weights":[90],"proposed.":[92],"The":[93,145,178,185],"key":[94],"idea":[95],"repeatedly":[98],"use":[99],"weight":[102],"generated":[104],"by":[105,121,166],"module,":[109],"reduce":[112],"negative":[114],"impact":[115],"network":[118],"complexity":[119],"caused":[120],"addition":[123],"mechanism.":[127],"Finally,":[128],"series":[130],"comparison":[132],"experiments":[133],"conducted":[135],"on":[136,141],"CIFAR100":[137],"Caltech-101":[139],"based":[140],"various":[142],"backbone":[143],"models.":[144],"results":[146],"show":[147],"that":[148],"proposed":[150,189],"methods":[151],"can":[152,164],"obtain":[153],"best":[155],"Top-1":[156],"performance":[157],"among":[158],"existing":[160],"popular":[161],"methods,":[162],"rise":[165],"nearly":[167],"1%":[168],"accuracy":[170],"while":[171],"basically":[172],"maintaining":[173],"parameters":[175],"FLOPs.":[177],"code":[179],"publicly":[181],"available":[182],"at":[183],"https://github.com/HuHaigen/A-Channel-Spatial-Hybrid-Attention-Mechanism-using-Channel-Weight-Transfer-Strategy.":[184],"package":[186],"includes":[187],"CSHAM":[190],"for":[191],"reproducibility":[192],"purposes.":[193]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
