{"id":"https://openalex.org/W4386850020","doi":"https://doi.org/10.3390/rs15184588","title":"A Novel Discriminative Enhancement Method for Few-Shot Remote Sensing Image Scene Classification","display_name":"A Novel Discriminative Enhancement Method for Few-Shot Remote Sensing Image Scene Classification","publication_year":2023,"publication_date":"2023-09-18","ids":{"openalex":"https://openalex.org/W4386850020","doi":"https://doi.org/10.3390/rs15184588"},"language":"en","primary_location":{"id":"doi:10.3390/rs15184588","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs15184588","pdf_url":"https://www.mdpi.com/2072-4292/15/18/4588/pdf?version=1695034951","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/2072-4292/15/18/4588/pdf?version=1695034951","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5049747868","display_name":"Yanqiao Chen","orcid":"https://orcid.org/0000-0001-6228-852X"},"institutions":[{"id":"https://openalex.org/I2800372957","display_name":"China Electronics Technology Group Corporation","ror":"https://ror.org/0098hst83","country_code":"CN","type":"company","lineage":["https://openalex.org/I2800372957"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yanqiao Chen","raw_affiliation_strings":["The 54th Research Institute of China Electronics Technology Group Corporation, Shijiazhuang 050081, China"],"affiliations":[{"raw_affiliation_string":"The 54th Research Institute of China Electronics Technology Group Corporation, Shijiazhuang 050081, China","institution_ids":["https://openalex.org/I2800372957"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100356496","display_name":"Yangyang Li","orcid":"https://orcid.org/0000-0002-1328-8889"},"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":true,"raw_author_name":"Yangyang Li","raw_affiliation_strings":["Key Laboratory of Intelligent Perception and Image Understanding of Ministry of Education, Joint International Research Laboratory of Intelligent Perception and Computation, International Research Center for Intelligent Perception and Computation, Collaborative Innovation Center of Quantum Information of Shaanxi Province, School of Artificial Intelligence, Xidian University, Xi\u2019an 710071, China","Key Laboratory of Intelligent Perception and Image Understanding of Ministry of Education, Joint International Research Laboratory of Intelligent Perception and Computation, International Research Center for Intelligent Perception and Computation, Collaborative Innovation Center of Quantum Information of Shaanxi Province, School of Artificial Intelligence, Xidian University, Xi'an 710071, China"],"affiliations":[{"raw_affiliation_string":"Key Laboratory of Intelligent Perception and Image Understanding of Ministry of Education, Joint International Research Laboratory of Intelligent Perception and Computation, International Research Center for Intelligent Perception and Computation, Collaborative Innovation Center of Quantum Information of Shaanxi Province, 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, Joint International Research Laboratory of Intelligent Perception and Computation, International Research Center for Intelligent Perception and Computation, Collaborative Innovation Center of Quantum Information of Shaanxi Province, School of Artificial Intelligence, Xidian University, Xi'an 710071, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040143137","display_name":"Heting Mao","orcid":"https://orcid.org/0000-0003-2934-9559"},"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":"Heting Mao","raw_affiliation_strings":["Key Laboratory of Intelligent Perception and Image Understanding of Ministry of Education, Joint International Research Laboratory of Intelligent Perception and Computation, International Research Center for Intelligent Perception and Computation, Collaborative Innovation Center of Quantum Information of Shaanxi Province, School of Artificial Intelligence, Xidian University, Xi\u2019an 710071, China","Key Laboratory of Intelligent Perception and Image Understanding of Ministry of Education, Joint International Research Laboratory of Intelligent Perception and Computation, International Research Center for Intelligent Perception and Computation, Collaborative Innovation Center of Quantum Information of Shaanxi Province, School of Artificial Intelligence, Xidian University, Xi'an 710071, China"],"affiliations":[{"raw_affiliation_string":"Key Laboratory of Intelligent Perception and Image Understanding of Ministry of Education, Joint International Research Laboratory of Intelligent Perception and Computation, International Research Center for Intelligent Perception and Computation, Collaborative Innovation Center of Quantum Information of Shaanxi Province, 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, Joint International Research Laboratory of Intelligent Perception and Computation, International Research Center for Intelligent Perception and Computation, Collaborative Innovation Center of Quantum Information of Shaanxi Province, School of Artificial Intelligence, Xidian University, Xi'an 710071, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050045954","display_name":"Guangyuan Liu","orcid":"https://orcid.org/0000-0003-2725-0918"},"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":"Guangyuan Liu","raw_affiliation_strings":["Key Laboratory of Intelligent Perception and Image Understanding of Ministry of Education, Joint International Research Laboratory of Intelligent Perception and Computation, International Research Center for Intelligent Perception and Computation, Collaborative Innovation Center of Quantum Information of Shaanxi Province, School of Artificial Intelligence, Xidian University, Xi\u2019an 710071, China","Key Laboratory of Intelligent Perception and Image Understanding of Ministry of Education, Joint International Research Laboratory of Intelligent Perception and Computation, International Research Center for Intelligent Perception and Computation, Collaborative Innovation Center of Quantum Information of Shaanxi Province, School of Artificial Intelligence, Xidian University, Xi'an 710071, China"],"affiliations":[{"raw_affiliation_string":"Key Laboratory of Intelligent Perception and Image Understanding of Ministry of Education, Joint International Research Laboratory of Intelligent Perception and Computation, International Research Center for Intelligent Perception and Computation, Collaborative Innovation Center of Quantum Information of Shaanxi Province, 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, Joint International Research Laboratory of Intelligent Perception and Computation, International Research Center for Intelligent Perception and Computation, Collaborative Innovation Center of Quantum Information of Shaanxi Province, School of Artificial Intelligence, Xidian University, Xi'an 710071, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080830960","display_name":"Xinghua Chai","orcid":"https://orcid.org/0000-0001-8067-0693"},"institutions":[{"id":"https://openalex.org/I2800372957","display_name":"China Electronics Technology Group Corporation","ror":"https://ror.org/0098hst83","country_code":"CN","type":"company","lineage":["https://openalex.org/I2800372957"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xinghua Chai","raw_affiliation_strings":["The 54th Research Institute of China Electronics Technology Group Corporation, Shijiazhuang 050081, China"],"affiliations":[{"raw_affiliation_string":"The 54th Research Institute of China Electronics Technology Group Corporation, Shijiazhuang 050081, China","institution_ids":["https://openalex.org/I2800372957"]}]},{"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, Joint International Research Laboratory of Intelligent Perception and Computation, International Research Center for Intelligent Perception and Computation, Collaborative Innovation Center of Quantum Information of Shaanxi Province, School of Artificial Intelligence, Xidian University, Xi\u2019an 710071, China","Key Laboratory of Intelligent Perception and Image Understanding of Ministry of Education, Joint International Research Laboratory of Intelligent Perception and Computation, International Research Center for Intelligent Perception and Computation, Collaborative Innovation Center of Quantum Information of Shaanxi Province, School of Artificial Intelligence, Xidian University, Xi'an 710071, China"],"affiliations":[{"raw_affiliation_string":"Key Laboratory of Intelligent Perception and Image Understanding of Ministry of Education, Joint International Research Laboratory of Intelligent Perception and Computation, International Research Center for Intelligent Perception and Computation, Collaborative Innovation Center of Quantum Information of Shaanxi Province, 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, Joint International Research Laboratory of Intelligent Perception and Computation, International Research Center for Intelligent Perception and Computation, Collaborative Innovation Center of Quantum Information of Shaanxi Province, School of Artificial Intelligence, Xidian University, Xi'an 710071, China","institution_ids":["https://openalex.org/I149594827"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5100356496"],"corresponding_institution_ids":["https://openalex.org/I149594827"],"apc_list":{"value":2500,"currency":"CHF","value_usd":2707},"apc_paid":{"value":2500,"currency":"CHF","value_usd":2707},"fwci":0.3241,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.62054519,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":"15","issue":"18","first_page":"4588","last_page":"4588"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10689","display_name":"Remote-Sensing Image Classification","score":0.9998999834060669,"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":0.9998999834060669,"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":0.9896000027656555,"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":0.983299970626831,"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":0.8065370321273804},{"id":"https://openalex.org/keywords/softmax-function","display_name":"Softmax function","score":0.8044677376747131},{"id":"https://openalex.org/keywords/discriminative-model","display_name":"Discriminative model","score":0.7721991539001465},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7091614007949829},{"id":"https://openalex.org/keywords/margin","display_name":"Margin (machine learning)","score":0.5927655696868896},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5624909996986389},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5319433808326721},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5309129953384399},{"id":"https://openalex.org/keywords/class","display_name":"Class (philosophy)","score":0.49058881402015686},{"id":"https://openalex.org/keywords/deep-neural-networks","display_name":"Deep neural networks","score":0.47176483273506165},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.43956950306892395},{"id":"https://openalex.org/keywords/feature-learning","display_name":"Feature learning","score":0.4333764612674713},{"id":"https://openalex.org/keywords/k-nearest-neighbors-algorithm","display_name":"k-nearest neighbors algorithm","score":0.42661619186401367},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.41251927614212036},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3820171654224396}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8065370321273804},{"id":"https://openalex.org/C188441871","wikidata":"https://www.wikidata.org/wiki/Q7554146","display_name":"Softmax function","level":3,"score":0.8044677376747131},{"id":"https://openalex.org/C97931131","wikidata":"https://www.wikidata.org/wiki/Q5282087","display_name":"Discriminative model","level":2,"score":0.7721991539001465},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7091614007949829},{"id":"https://openalex.org/C774472","wikidata":"https://www.wikidata.org/wiki/Q6760393","display_name":"Margin (machine learning)","level":2,"score":0.5927655696868896},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5624909996986389},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5319433808326721},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5309129953384399},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.49058881402015686},{"id":"https://openalex.org/C2984842247","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep neural networks","level":3,"score":0.47176483273506165},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.43956950306892395},{"id":"https://openalex.org/C59404180","wikidata":"https://www.wikidata.org/wiki/Q17013334","display_name":"Feature learning","level":2,"score":0.4333764612674713},{"id":"https://openalex.org/C113238511","wikidata":"https://www.wikidata.org/wiki/Q1071612","display_name":"k-nearest neighbors algorithm","level":2,"score":0.42661619186401367},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.41251927614212036},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3820171654224396},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","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/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}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3390/rs15184588","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs15184588","pdf_url":"https://www.mdpi.com/2072-4292/15/18/4588/pdf?version=1695034951","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:3d41c22778924589b446c9df9afd9b94","is_oa":true,"landing_page_url":"https://doaj.org/article/3d41c22778924589b446c9df9afd9b94","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Remote Sensing, Vol 15, Iss 18, p 4588 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/rs15184588","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs15184588","pdf_url":"https://www.mdpi.com/2072-4292/15/18/4588/pdf?version=1695034951","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":[{"display_name":"Reduced inequalities","id":"https://metadata.un.org/sdg/10","score":0.7400000095367432}],"awards":[{"id":"https://openalex.org/G2678691044","display_name":null,"funder_award_id":"62101517","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2700949206","display_name":null,"funder_award_id":"62176200","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"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4386850020.pdf"},"referenced_works_count":53,"referenced_works":["https://openalex.org/W1980038761","https://openalex.org/W1994790229","https://openalex.org/W2015563892","https://openalex.org/W2024106491","https://openalex.org/W2067178723","https://openalex.org/W2073177452","https://openalex.org/W2078478672","https://openalex.org/W2088171019","https://openalex.org/W2097117768","https://openalex.org/W2163605009","https://openalex.org/W2194775991","https://openalex.org/W2592962403","https://openalex.org/W2594407953","https://openalex.org/W2604763608","https://openalex.org/W2610884537","https://openalex.org/W2748075849","https://openalex.org/W2752782242","https://openalex.org/W2786038065","https://openalex.org/W2790898247","https://openalex.org/W2793638091","https://openalex.org/W2921700058","https://openalex.org/W2944378183","https://openalex.org/W2962898354","https://openalex.org/W2964105864","https://openalex.org/W2979689312","https://openalex.org/W3095270930","https://openalex.org/W3096675569","https://openalex.org/W3104839310","https://openalex.org/W3119125170","https://openalex.org/W3120080208","https://openalex.org/W3131937156","https://openalex.org/W3134663792","https://openalex.org/W3165629794","https://openalex.org/W3188824417","https://openalex.org/W3205863130","https://openalex.org/W3207506706","https://openalex.org/W3208238113","https://openalex.org/W4246852853","https://openalex.org/W4297521558","https://openalex.org/W4297549189","https://openalex.org/W4304775500","https://openalex.org/W4306673650","https://openalex.org/W4308198124","https://openalex.org/W4309283830","https://openalex.org/W4309717800","https://openalex.org/W4312944864","https://openalex.org/W4317738895","https://openalex.org/W6631190155","https://openalex.org/W6717697761","https://openalex.org/W6735236233","https://openalex.org/W6762744983","https://openalex.org/W6799322204","https://openalex.org/W6847871166"],"related_works":["https://openalex.org/W3095152779","https://openalex.org/W3128220219","https://openalex.org/W4300326282","https://openalex.org/W3119773509","https://openalex.org/W3047363187","https://openalex.org/W2742395793","https://openalex.org/W3177373753","https://openalex.org/W2810018382","https://openalex.org/W3208297503","https://openalex.org/W2889153461"],"abstract_inverted_index":{"Remote":[0],"sensing":[1,39],"image":[2,40],"scene":[3],"classification":[4,115],"(RSISC)":[5],"has":[6,79],"garnered":[7],"significant":[8,71,127],"attention":[9,95,104],"in":[10,19,36,135,237],"recent":[11],"years.":[12],"Numerous":[13],"methods":[14,30,50,223],"have":[15,32],"been":[16],"put":[17],"forward":[18],"an":[20],"attempt":[21],"to":[22,59,151,167,181,196,210],"tackle":[23],"this":[24],"issue,":[25],"particularly":[26],"leveraging":[27],"deep":[28,48,87,143,177],"learning":[29,49],"that":[31,47],"shown":[33],"promising":[34,235],"performance":[35],"classifying":[37],"remote":[38],"(RSI).":[41],"However,":[42],"it":[43],"is":[44,149],"widely":[45],"recognized":[46],"typically":[51],"require":[52],"a":[53,63],"substantial":[54,131],"amount":[55],"of":[56,66,110,126,214],"labeled":[57,67],"data":[58,68],"effectively":[60,106],"converge.":[61],"Acquiring":[62],"sufficient":[64],"quantity":[65],"often":[69],"necessitates":[70],"human":[72],"and":[73,102,130,230],"material":[74],"resources.":[75],"Hence,":[76],"few-shot":[77,154,239],"RSISC":[78,155,240],"become":[80],"highly":[81],"meaningful.":[82],"Fortunately,":[83],"the":[84,94,108,118,124,139,153,169,176,189,198,212,238],"recently":[85],"proposed":[86,150],"nearest":[88,144],"neighbor":[89,145],"neural":[90,146],"network":[91,147],"based":[92],"on":[93,114,205],"mechanism":[96],"(DN4AM)":[97],"model":[98,120],"incorporates":[99],"episodic":[100],"training":[101],"class-related":[103],"mechanisms,":[105],"reducing":[107],"impact":[109],"background":[111],"noise":[112],"regions":[113],"results.":[116],"Nevertheless,":[117],"DN4AM":[119],"does":[121],"not":[122],"address":[123,152],"problem":[125],"intra-class":[128,170],"variability":[129],"inter-class":[132,183,199],"similarities":[133],"observed":[134],"RSI":[136,208],"scenes.":[137],"Therefore,":[138],"discriminative":[140],"enhanced":[141],"attention-based":[142],"(DEADN4)":[148],"task.":[156,241],"Our":[157],"method":[158],"makes":[159],"three":[160,206],"contributions.":[161],"Firstly,":[162],"we":[163,174,187],"introduce":[164],"center":[165],"loss":[166,191],"enhance":[168],"feature":[171,184,200],"compactness.":[172],"Secondly,":[173],"utilize":[175],"local-global":[178],"descriptor":[179],"(DLGD)":[180],"increase":[182],"differentiation.":[185],"Lastly,":[186],"modify":[188],"Softmax":[190],"by":[192],"incorporating":[193],"cosine":[194],"margin":[195],"amplify":[197],"dissimilarity.":[201],"Experiments":[202],"are":[203],"conducted":[204],"diverse":[207],"datasets":[209],"gauge":[211],"efficacy":[213],"our":[215,232],"approach.":[216],"Through":[217],"comparative":[218],"analysis":[219],"with":[220],"various":[221],"cutting-edge":[222],"including":[224],"MatchingNet,":[225],"RelationNet,":[226],"MAML,":[227],"Meta-SGD,":[228],"DN4,":[229],"DN4AM,":[231],"approach":[233],"showcases":[234],"outcomes":[236]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2026-02-28T09:26:25.869077","created_date":"2025-10-10T00:00:00"}