{"id":"https://openalex.org/W4308198124","doi":"https://doi.org/10.3390/rs14215550","title":"Multi-Scale Graph-Based Feature Fusion for Few-Shot Remote Sensing Image Scene Classification","display_name":"Multi-Scale Graph-Based Feature Fusion for Few-Shot Remote Sensing Image Scene Classification","publication_year":2022,"publication_date":"2022-11-03","ids":{"openalex":"https://openalex.org/W4308198124","doi":"https://doi.org/10.3390/rs14215550"},"language":"en","primary_location":{"id":"doi:10.3390/rs14215550","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs14215550","pdf_url":"https://www.mdpi.com/2072-4292/14/21/5550/pdf?version=1667469855","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/2072-4292/14/21/5550/pdf?version=1667469855","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5060336881","display_name":"Nan Jiang","orcid":"https://orcid.org/0000-0001-5287-8593"},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Nan Jiang","raw_affiliation_strings":["School of Electronics and Information, Northwestern Polytechnical University, Xi\u2019an 710072, China","School of Electronics and Information, Northwestern Polytechnical University, Xi'an 710072, China"],"affiliations":[{"raw_affiliation_string":"School of Electronics and Information, Northwestern Polytechnical University, Xi\u2019an 710072, China","institution_ids":["https://openalex.org/I17145004"]},{"raw_affiliation_string":"School of Electronics and Information, Northwestern Polytechnical University, Xi'an 710072, China","institution_ids":["https://openalex.org/I17145004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081000538","display_name":"Haowen Shi","orcid":null},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haowen Shi","raw_affiliation_strings":["School of Electronics and Information, Northwestern Polytechnical University, Xi\u2019an 710072, China","School of Electronics and Information, Northwestern Polytechnical University, Xi'an 710072, China"],"affiliations":[{"raw_affiliation_string":"School of Electronics and Information, Northwestern Polytechnical University, Xi\u2019an 710072, China","institution_ids":["https://openalex.org/I17145004"]},{"raw_affiliation_string":"School of Electronics and Information, Northwestern Polytechnical University, Xi'an 710072, China","institution_ids":["https://openalex.org/I17145004"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5033213528","display_name":"Jie Geng","orcid":"https://orcid.org/0000-0003-4858-823X"},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jie Geng","raw_affiliation_strings":["School of Electronics and Information, Northwestern Polytechnical University, Xi\u2019an 710072, China","School of Electronics and Information, Northwestern Polytechnical University, Xi'an 710072, China"],"affiliations":[{"raw_affiliation_string":"School of Electronics and Information, Northwestern Polytechnical University, Xi\u2019an 710072, China","institution_ids":["https://openalex.org/I17145004"]},{"raw_affiliation_string":"School of Electronics and Information, Northwestern Polytechnical University, Xi'an 710072, China","institution_ids":["https://openalex.org/I17145004"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5033213528"],"corresponding_institution_ids":["https://openalex.org/I17145004"],"apc_list":{"value":2500,"currency":"CHF","value_usd":2707},"apc_paid":{"value":2500,"currency":"CHF","value_usd":2707},"fwci":1.8083,"has_fulltext":true,"cited_by_count":17,"citation_normalized_percentile":{"value":0.866463,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"14","issue":"21","first_page":"5550","last_page":"5550"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10689","display_name":"Remote-Sensing Image Classification","score":0.9994999766349792,"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":0.9994999766349792,"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":0.9933000206947327,"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/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.9735999703407288,"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":0.7698522806167603},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6620591878890991},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.597548246383667},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5525054931640625},{"id":"https://openalex.org/keywords/image-fusion","display_name":"Image fusion","score":0.5018899440765381},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5017218589782715},{"id":"https://openalex.org/keywords/shot","display_name":"Shot (pellet)","score":0.4369598925113678},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.4346068203449249},{"id":"https://openalex.org/keywords/fusion","display_name":"Fusion","score":0.4127388894557953},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.37933462858200073},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.3491939306259155},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.07101890444755554}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7698522806167603},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6620591878890991},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.597548246383667},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5525054931640625},{"id":"https://openalex.org/C69744172","wikidata":"https://www.wikidata.org/wiki/Q860822","display_name":"Image fusion","level":3,"score":0.5018899440765381},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5017218589782715},{"id":"https://openalex.org/C2778344882","wikidata":"https://www.wikidata.org/wiki/Q278938","display_name":"Shot (pellet)","level":2,"score":0.4369598925113678},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4346068203449249},{"id":"https://openalex.org/C158525013","wikidata":"https://www.wikidata.org/wiki/Q2593739","display_name":"Fusion","level":2,"score":0.4127388894557953},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.37933462858200073},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.3491939306259155},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.07101890444755554},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","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/C178790620","wikidata":"https://www.wikidata.org/wiki/Q11351","display_name":"Organic chemistry","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}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/rs14215550","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs14215550","pdf_url":"https://www.mdpi.com/2072-4292/14/21/5550/pdf?version=1667469855","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:8cf9dadc80bb4d8cab0fa1a4645b1060","is_oa":true,"landing_page_url":"https://doaj.org/article/8cf9dadc80bb4d8cab0fa1a4645b1060","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 14, Iss 21, p 5550 (2022)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/2072-4292/14/21/5550/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/rs14215550","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 21; Pages: 5550","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/rs14215550","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs14215550","pdf_url":"https://www.mdpi.com/2072-4292/14/21/5550/pdf?version=1667469855","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":0.6100000143051147,"display_name":"Reduced inequalities"}],"awards":[{"id":"https://openalex.org/G110368164","display_name":null,"funder_award_id":"61901376","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"},{"id":"https://openalex.org/G1231421488","display_name":null,"funder_award_id":"under","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2082826544","display_name":null,"funder_award_id":"Postdoctoral","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2087396116","display_name":null,"funder_award_id":"China","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2104653401","display_name":null,"funder_award_id":"2021M","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"},{"id":"https://openalex.org/G2582255106","display_name":null,"funder_award_id":"2021M700110","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"},{"id":"https://openalex.org/G3317480652","display_name":null,"funder_award_id":"Science","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G391238517","display_name":null,"funder_award_id":", and","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4536220873","display_name":null,"funder_award_id":"61901376","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5994120800","display_name":null,"funder_award_id":"Natural","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6352582874","display_name":null,"funder_award_id":"2021M70011","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"},{"id":"https://openalex.org/G7487032181","display_name":null,"funder_award_id":"2021TQ0271","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"},{"id":"https://openalex.org/G7914040509","display_name":null,"funder_award_id":"2021M700110","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8208342437","display_name":null,"funder_award_id":"1 and","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8938261456","display_name":null,"funder_award_id":"2021TQ027","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"},{"id":"https://openalex.org/G939657042","display_name":null,"funder_award_id":"2021TQ0271","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/F4320321543","display_name":"China Postdoctoral Science Foundation","ror":"https://ror.org/0426zh255"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4308198124.pdf","grobid_xml":"https://content.openalex.org/works/W4308198124.grobid-xml"},"referenced_works_count":69,"referenced_works":["https://openalex.org/W1566135517","https://openalex.org/W1912954554","https://openalex.org/W1980038761","https://openalex.org/W2067178723","https://openalex.org/W2070452328","https://openalex.org/W2097117768","https://openalex.org/W2143747537","https://openalex.org/W2147672495","https://openalex.org/W2151103935","https://openalex.org/W2163605009","https://openalex.org/W2213075807","https://openalex.org/W2253590344","https://openalex.org/W2294802479","https://openalex.org/W2342880667","https://openalex.org/W2515866431","https://openalex.org/W2592962403","https://openalex.org/W2601450892","https://openalex.org/W2604763608","https://openalex.org/W2620858446","https://openalex.org/W2783165089","https://openalex.org/W2793189836","https://openalex.org/W2890732922","https://openalex.org/W2921700058","https://openalex.org/W2941529264","https://openalex.org/W2943605315","https://openalex.org/W2950996604","https://openalex.org/W2962895018","https://openalex.org/W2963341924","https://openalex.org/W2964105864","https://openalex.org/W2967333288","https://openalex.org/W2987897905","https://openalex.org/W2989738275","https://openalex.org/W2996836954","https://openalex.org/W3022140654","https://openalex.org/W3025900741","https://openalex.org/W3027585699","https://openalex.org/W3034096603","https://openalex.org/W3046290480","https://openalex.org/W3088971399","https://openalex.org/W3090167728","https://openalex.org/W3091905774","https://openalex.org/W3096675569","https://openalex.org/W3104355817","https://openalex.org/W3105577662","https://openalex.org/W3119762784","https://openalex.org/W3120080208","https://openalex.org/W3121261964","https://openalex.org/W3127802120","https://openalex.org/W3136251366","https://openalex.org/W3137199127","https://openalex.org/W3173462278","https://openalex.org/W3188824417","https://openalex.org/W3199708111","https://openalex.org/W4214725994","https://openalex.org/W4214741623","https://openalex.org/W4226244305","https://openalex.org/W4285992154","https://openalex.org/W4312471029","https://openalex.org/W6717697761","https://openalex.org/W6735236233","https://openalex.org/W6760001035","https://openalex.org/W6788080411","https://openalex.org/W6788830910","https://openalex.org/W6791818776","https://openalex.org/W6792260830","https://openalex.org/W6799322204","https://openalex.org/W6800799113","https://openalex.org/W6809041272","https://openalex.org/W6811212444"],"related_works":["https://openalex.org/W2788731446","https://openalex.org/W2204403038","https://openalex.org/W3152170969","https://openalex.org/W2379054866","https://openalex.org/W2370195708","https://openalex.org/W1490651872","https://openalex.org/W2139242969","https://openalex.org/W2284201331","https://openalex.org/W2095903272","https://openalex.org/W1989561795"],"abstract_inverted_index":{"Remote":[0],"sensing":[1,34,64,129],"image":[2,35,65,82],"scene":[3,36,66,143],"classification":[4,17,37,144],"has":[5],"drawn":[6],"extensive":[7],"attention":[8],"for":[9,61],"its":[10],"wide":[11],"application":[12],"in":[13,18],"various":[14],"scenarios.":[15],"Scene":[16],"many":[19],"practical":[20],"cases":[21],"faces":[22],"the":[23,69,92,133],"challenge":[24],"of":[25,31,109],"few-shot":[26,32,62,142],"conditions.":[27],"The":[28],"major":[29],"difficulty":[30],"remote":[33,63,128],"is":[38,59,77,103],"how":[39],"to":[40,79,89,105,114],"extract":[41],"effective":[42],"features":[43,83,108],"from":[44],"insufficient":[45],"labeled":[46],"data.":[47],"To":[48],"solve":[49],"these":[50],"issues,":[51],"a":[52,72,98],"multi-scale":[53],"graph-based":[54,73,85,99,107],"feature":[55,74,100],"fusion":[56,101],"(MGFF)":[57],"model":[58,76,102,135],"proposed":[60,104],"classification.":[67],"In":[68],"MGFF":[70,134],"model,":[71],"construction":[75],"developed":[78],"transform":[80],"traditional":[81],"into":[84],"features,":[86],"which":[87,112],"aims":[88,113],"effectively":[90],"represent":[91],"spatial":[93],"relations":[94],"among":[95],"images.":[96],"Then,":[97],"integrate":[106],"multiple":[110],"scales,":[111],"enhance":[115],"sample":[116],"discrimination":[117],"based":[118],"on":[119,125],"different":[120],"scale":[121],"information.":[122],"Experimental":[123],"results":[124],"two":[126],"public":[127],"datasets":[130],"prove":[131],"that":[132],"can":[136],"achieve":[137],"superior":[138],"accuracy":[139],"than":[140],"other":[141],"approaches.":[145]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":5}],"updated_date":"2026-04-13T07:58:08.660418","created_date":"2022-11-09T00:00:00"}
