{"id":"https://openalex.org/W4283662170","doi":"https://doi.org/10.3390/rs14133091","title":"A Dual Multi-Head Contextual Attention Network for Hyperspectral Image Classification","display_name":"A Dual Multi-Head Contextual Attention Network for Hyperspectral Image Classification","publication_year":2022,"publication_date":"2022-06-27","ids":{"openalex":"https://openalex.org/W4283662170","doi":"https://doi.org/10.3390/rs14133091"},"language":"en","primary_location":{"id":"doi:10.3390/rs14133091","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs14133091","pdf_url":"https://www.mdpi.com/2072-4292/14/13/3091/pdf?version=1657104971","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2072-4292/14/13/3091/pdf?version=1657104971","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5087813097","display_name":"Miaomiao Liang","orcid":"https://orcid.org/0000-0002-4289-7114"},"institutions":[{"id":"https://openalex.org/I4510145","display_name":"Jiangxi University of Science and Technology","ror":"https://ror.org/03q0t9252","country_code":"CN","type":"education","lineage":["https://openalex.org/I4510145"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Miaomiao Liang","raw_affiliation_strings":["School of Information Engineering, Jiangxi University of Science and Technology, Ganzhou 341000, China"],"raw_orcid":"https://orcid.org/0000-0002-4289-7114","affiliations":[{"raw_affiliation_string":"School of Information Engineering, Jiangxi University of Science and Technology, Ganzhou 341000, China","institution_ids":["https://openalex.org/I4510145"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070482466","display_name":"Qinghua He","orcid":null},"institutions":[{"id":"https://openalex.org/I4510145","display_name":"Jiangxi University of Science and Technology","ror":"https://ror.org/03q0t9252","country_code":"CN","type":"education","lineage":["https://openalex.org/I4510145"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qinghua He","raw_affiliation_strings":["School of Information Engineering, Jiangxi University of Science and Technology, Ganzhou 341000, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Engineering, Jiangxi University of Science and Technology, Ganzhou 341000, China","institution_ids":["https://openalex.org/I4510145"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064993228","display_name":"Xiangchun Yu","orcid":"https://orcid.org/0000-0001-6206-450X"},"institutions":[{"id":"https://openalex.org/I4510145","display_name":"Jiangxi University of Science and Technology","ror":"https://ror.org/03q0t9252","country_code":"CN","type":"education","lineage":["https://openalex.org/I4510145"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xiangchun Yu","raw_affiliation_strings":["School of Information Engineering, Jiangxi University of Science and Technology, Ganzhou 341000, China"],"raw_orcid":"https://orcid.org/0000-0001-6206-450X","affiliations":[{"raw_affiliation_string":"School of Information Engineering, Jiangxi University of Science and Technology, Ganzhou 341000, China","institution_ids":["https://openalex.org/I4510145"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011080134","display_name":"Huai Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I4510145","display_name":"Jiangxi University of Science and Technology","ror":"https://ror.org/03q0t9252","country_code":"CN","type":"education","lineage":["https://openalex.org/I4510145"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huai Wang","raw_affiliation_strings":["School of Information Engineering, Jiangxi University of Science and Technology, Ganzhou 341000, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Engineering, Jiangxi University of Science and Technology, Ganzhou 341000, China","institution_ids":["https://openalex.org/I4510145"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061913887","display_name":"Zhe Meng","orcid":"https://orcid.org/0000-0002-2364-2749"},"institutions":[{"id":"https://openalex.org/I4210136859","display_name":"Xi\u2019an University of Posts and Telecommunications","ror":"https://ror.org/04jn0td46","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210136859"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhe Meng","raw_affiliation_strings":["School of Telecommunication and Information Engineering, Xi\u2019an University of Posts and Telecommunications, Xi\u2019an 710121, China","School of Telecommunication and Information Engineering, Xi'an University of Posts and Telecommunications, Xi'an 710121, China"],"raw_orcid":"https://orcid.org/0000-0002-2364-2749","affiliations":[{"raw_affiliation_string":"School of Telecommunication and Information Engineering, Xi\u2019an University of Posts and Telecommunications, Xi\u2019an 710121, China","institution_ids":["https://openalex.org/I4210136859"]},{"raw_affiliation_string":"School of Telecommunication and Information Engineering, Xi'an University of Posts and Telecommunications, Xi'an 710121, China","institution_ids":["https://openalex.org/I4210136859"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5050630882","display_name":"Licheng Jiao","orcid":"https://orcid.org/0000-0003-3354-9617"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Licheng Jiao","raw_affiliation_strings":["Key Laboratory of Intelligent Perception and Image Understanding of Ministry of Education, School of Artificial Intelligence, Xidian University, Xi\u2019an 710071, China","Key Laboratory of Intelligent Perception and Image Understanding of Ministry of Education, School of Artificial Intelligence, Xidian University, Xi'an 710071, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Key Laboratory of Intelligent Perception and Image Understanding of Ministry of Education, School of Artificial Intelligence, Xidian University, Xi\u2019an 710071, China","institution_ids":["https://openalex.org/I149594827"]},{"raw_affiliation_string":"Key Laboratory of Intelligent Perception and Image Understanding of Ministry of Education, School of Artificial Intelligence, Xidian University, Xi'an 710071, China","institution_ids":["https://openalex.org/I149594827"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5064993228"],"corresponding_institution_ids":["https://openalex.org/I4510145"],"apc_list":{"value":2700,"currency":"CHF","value_usd":3258},"apc_paid":{"value":2700,"currency":"CHF","value_usd":3258},"fwci":2.0636,"has_fulltext":true,"cited_by_count":27,"citation_normalized_percentile":{"value":0.87832256,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"14","issue":"13","first_page":"3091","last_page":"3091"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10689","display_name":"Remote-Sensing Image Classification","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10689","display_name":"Remote-Sensing Image Classification","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.9929999709129333,"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/T13890","display_name":"Remote Sensing and Land Use","score":0.9891999959945679,"subfield":{"id":"https://openalex.org/subfields/1902","display_name":"Atmospheric Science"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8373534679412842},{"id":"https://openalex.org/keywords/hyperspectral-imaging","display_name":"Hyperspectral imaging","score":0.7489851713180542},{"id":"https://openalex.org/keywords/discriminative-model","display_name":"Discriminative model","score":0.7095610499382019},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6457231044769287},{"id":"https://openalex.org/keywords/block","display_name":"Block (permutation group theory)","score":0.6232432126998901},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5915706753730774},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.5522812604904175},{"id":"https://openalex.org/keywords/attention-network","display_name":"Attention network","score":0.49339166283607483},{"id":"https://openalex.org/keywords/pixel","display_name":"Pixel","score":0.49153241515159607},{"id":"https://openalex.org/keywords/convolution","display_name":"Convolution (computer science)","score":0.4348859488964081},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.41176143288612366},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.34092649817466736},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.24887239933013916},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.17548933625221252},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.10012871026992798}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8373534679412842},{"id":"https://openalex.org/C159078339","wikidata":"https://www.wikidata.org/wiki/Q959005","display_name":"Hyperspectral imaging","level":2,"score":0.7489851713180542},{"id":"https://openalex.org/C97931131","wikidata":"https://www.wikidata.org/wiki/Q5282087","display_name":"Discriminative model","level":2,"score":0.7095610499382019},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6457231044769287},{"id":"https://openalex.org/C2777210771","wikidata":"https://www.wikidata.org/wiki/Q4927124","display_name":"Block (permutation group theory)","level":2,"score":0.6232432126998901},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5915706753730774},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.5522812604904175},{"id":"https://openalex.org/C2993807640","wikidata":"https://www.wikidata.org/wiki/Q103709453","display_name":"Attention network","level":2,"score":0.49339166283607483},{"id":"https://openalex.org/C160633673","wikidata":"https://www.wikidata.org/wiki/Q355198","display_name":"Pixel","level":2,"score":0.49153241515159607},{"id":"https://openalex.org/C45347329","wikidata":"https://www.wikidata.org/wiki/Q5166604","display_name":"Convolution (computer science)","level":3,"score":0.4348859488964081},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.41176143288612366},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.34092649817466736},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.24887239933013916},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.17548933625221252},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.10012871026992798},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/rs14133091","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs14133091","pdf_url":"https://www.mdpi.com/2072-4292/14/13/3091/pdf?version=1657104971","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:7af73d0e77b3482c9d81f052540ae4ae","is_oa":true,"landing_page_url":"https://doaj.org/article/7af73d0e77b3482c9d81f052540ae4ae","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":"Remote Sensing, Vol 14, Iss 13, p 3091 (2022)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/2072-4292/14/13/3091/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/rs14133091","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Remote Sensing; Volume 14; Issue 13; Pages: 3091","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/rs14133091","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs14133091","pdf_url":"https://www.mdpi.com/2072-4292/14/13/3091/pdf?version=1657104971","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/10","score":0.7599999904632568,"display_name":"Reduced inequalities"}],"awards":[{"id":"https://openalex.org/G1779562062","display_name":null,"funder_award_id":"JXUSTQJYX2020019","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2139676187","display_name":null,"funder_award_id":"2022JQ-704","funder_id":"https://openalex.org/F4320336567","funder_display_name":"Natural Science Basic Research Program of Shaanxi Province"},{"id":"https://openalex.org/G3690238429","display_name":"\u89c6\u89c9\u7279\u5f81\u8868\u8fbe\u7684\u96c6\u6210\u6df1\u5ea6\u81ea\u6211\u5b66\u4e60\u7814\u7a76","funder_award_id":"61862031","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3764694478","display_name":null,"funder_award_id":"JXUSTQJYX2020019","funder_id":"https://openalex.org/F4320324981","funder_display_name":"Jiangxi University of Science and Technology"},{"id":"https://openalex.org/G3985405630","display_name":null,"funder_award_id":"2022JQ-704","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7894429369","display_name":"\u9762\u5411\u89c6\u9891\u76d1\u63a7\u7684\u65f6\u7a7a\u6ce8\u610f\u529b\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u591a\u76ee\u6807\u8ddf\u8e2a\u7814\u7a76","funder_award_id":"62066018","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8796033106","display_name":null,"funder_award_id":"61901198","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320324981","display_name":"Jiangxi University of Science and Technology","ror":"https://ror.org/03q0t9252"},{"id":"https://openalex.org/F4320336567","display_name":"Natural Science Basic Research Program of Shaanxi Province","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4283662170.pdf","grobid_xml":"https://content.openalex.org/works/W4283662170.grobid-xml"},"referenced_works_count":41,"referenced_works":["https://openalex.org/W2090424610","https://openalex.org/W2752782242","https://openalex.org/W2764276316","https://openalex.org/W2782517596","https://openalex.org/W2791006446","https://openalex.org/W2792332881","https://openalex.org/W2822065499","https://openalex.org/W2884585870","https://openalex.org/W2912961521","https://openalex.org/W2937675449","https://openalex.org/W2942454403","https://openalex.org/W2948157022","https://openalex.org/W2955058313","https://openalex.org/W2956367483","https://openalex.org/W2963091558","https://openalex.org/W2971432438","https://openalex.org/W2983446232","https://openalex.org/W2989871747","https://openalex.org/W2992027343","https://openalex.org/W3031696400","https://openalex.org/W3040517328","https://openalex.org/W3043183554","https://openalex.org/W3046027728","https://openalex.org/W3122480337","https://openalex.org/W3122774149","https://openalex.org/W3123961948","https://openalex.org/W3127180160","https://openalex.org/W3128776197","https://openalex.org/W3137544784","https://openalex.org/W3138415272","https://openalex.org/W3214821343","https://openalex.org/W4200482478","https://openalex.org/W4205342161","https://openalex.org/W4205849075","https://openalex.org/W4240485910","https://openalex.org/W6687483927","https://openalex.org/W6739901393","https://openalex.org/W6788931878","https://openalex.org/W6791480543","https://openalex.org/W6805665988","https://openalex.org/W6806861583"],"related_works":["https://openalex.org/W2072166414","https://openalex.org/W3209970181","https://openalex.org/W2060875994","https://openalex.org/W3034375524","https://openalex.org/W4230131218","https://openalex.org/W2404757046","https://openalex.org/W2044184146","https://openalex.org/W2070598848","https://openalex.org/W2076134148","https://openalex.org/W3128220219"],"abstract_inverted_index":{"To":[0,59],"learn":[1],"discriminative":[2],"features,":[3],"hyperspectral":[4],"image":[5],"(HSI),":[6],"containing":[7],"3-D":[8,186],"cube":[9],"data,":[10],"is":[11,33,85,194],"a":[12,40,198],"preferable":[13],"means":[14],"of":[15,141,170,189],"capturing":[16],"multi-head":[17,42,97,130],"self-attention":[18,44],"from":[19,65],"both":[20,66],"spatial":[21,71,123],"and":[22,31,55,72,80,128,145,182],"spectral":[23,73],"domains":[24],"if":[25],"the":[26,51,70,89,93,106,112,117,122,139,142,147,152,159,168,171,177,220],"burden":[27],"in":[28,92,116,163,173],"model":[29,172],"optimization":[30],"computation":[32,57],"low.":[34],"In":[35,114,150],"this":[36],"paper,":[37],"we":[38,68,120],"design":[39],"dual":[41],"contextual":[43,63,74,154],"(DMuCA)":[45],"network":[46],"for":[47,185],"HSI":[48,202],"classification":[49],"with":[50,111,158,219],"fewest":[52],"possible":[53],"parameters":[54,144],"lower":[56],"costs.":[58],"effectively":[60],"capture":[61],"rich":[62],"dependencies":[64],"domains,":[67],"decouple":[69],"attention":[75,132,187,217],"into":[76,197],"two":[77],"sub-blocks,":[78],"SaMCA":[79],"SeMCA,":[81],"where":[82],"depth-wise":[83],"convolution":[84],"employed":[86],"to":[87,137,166,200],"contextualize":[88],"input":[90],"keys":[91,107,155],"pure":[94],"dimension.":[95],"Thereafter,":[96],"local":[98],"attentions":[99],"are":[100,108,156,180],"implemented":[101],"as":[102],"group":[103,121],"processing":[104],"when":[105],"alternately":[109],"concatenated":[110],"queries.":[113],"particular,":[115],"SeMCA":[118],"block,":[119],"pixels":[124],"by":[125],"evenly":[126],"sampling":[127,135],"create":[129],"channel":[131],"on":[133],"each":[134,164],"set,":[136],"reduce":[138],"number":[140],"training":[143],"avoid":[146],"storage":[148],"increase.":[149],"addition,":[151],"static":[153],"fused":[157],"dynamic":[160],"attentional":[161],"features":[162],"block":[165],"strengthen":[167],"capacity":[169],"data":[174],"representation.":[175],"Finally,":[176],"decoupled":[178],"sub-blocks":[179],"weighted":[181],"summed":[183],"together":[184],"perception":[188],"HSI.":[190],"The":[191],"DMuCA":[192,210],"module":[193],"then":[195],"plugged":[196],"ResNet":[199],"perform":[201],"classification.":[203],"Extensive":[204],"experiments":[205],"demonstrate":[206],"that":[207],"our":[208],"proposed":[209],"achieves":[211],"excellent":[212],"results":[213],"over":[214],"several":[215],"state-of-the-art":[216],"mechanisms":[218],"same":[221],"backbone.":[222]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":7},{"year":2022,"cited_by_count":1}],"updated_date":"2026-08-21T09:56:20.448147","created_date":"2025-10-10T00:00:00"}
