{"id":"https://openalex.org/W4412779859","doi":"https://doi.org/10.1007/s10462-025-11323-6","title":"A lightweight few-shot learning model for crop pest and disease identification","display_name":"A lightweight few-shot learning model for crop pest and disease identification","publication_year":2025,"publication_date":"2025-07-31","ids":{"openalex":"https://openalex.org/W4412779859","doi":"https://doi.org/10.1007/s10462-025-11323-6"},"language":"en","primary_location":{"id":"doi:10.1007/s10462-025-11323-6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10462-025-11323-6","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10462-025-11323-6.pdf","source":{"id":"https://openalex.org/S122814990","display_name":"Artificial Intelligence Review","issn_l":"0269-2821","issn":["0269-2821","1573-7462"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Artificial Intelligence Review","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s10462-025-11323-6.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100574717","display_name":"Linsen Wei","orcid":null},"institutions":[{"id":"https://openalex.org/I191208505","display_name":"Xiamen University","ror":"https://ror.org/00mcjh785","country_code":"CN","type":"education","lineage":["https://openalex.org/I191208505"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Linsen Wei","raw_affiliation_strings":["School of Informatics, Xiamen University, Xiamen, 361005, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Informatics, Xiamen University, Xiamen, 361005, China","institution_ids":["https://openalex.org/I191208505"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101850337","display_name":"Jun Tang","orcid":"https://orcid.org/0000-0001-7541-9496"},"institutions":[{"id":"https://openalex.org/I191208505","display_name":"Xiamen University","ror":"https://ror.org/00mcjh785","country_code":"CN","type":"education","lineage":["https://openalex.org/I191208505"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jingjun Tang","raw_affiliation_strings":["School of Informatics, Xiamen University, Xiamen, 361005, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Informatics, Xiamen University, Xiamen, 361005, China","institution_ids":["https://openalex.org/I191208505"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102891790","display_name":"Jinxiu Chen","orcid":null},"institutions":[{"id":"https://openalex.org/I191208505","display_name":"Xiamen University","ror":"https://ror.org/00mcjh785","country_code":"CN","type":"education","lineage":["https://openalex.org/I191208505"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jinxiu Chen","raw_affiliation_strings":["School of Informatics, Xiamen University, Xiamen, 361005, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Informatics, Xiamen University, Xiamen, 361005, China","institution_ids":["https://openalex.org/I191208505"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015206048","display_name":"Carine Pierrette Mukamakuza","orcid":"https://orcid.org/0000-0003-0163-6660"},"institutions":[{"id":"https://openalex.org/I4210130200","display_name":"Carnegie Mellon University Africa","ror":"https://ror.org/02f33m021","country_code":"RW","type":"education","lineage":["https://openalex.org/I4210130200","https://openalex.org/I74973139"]}],"countries":["RW"],"is_corresponding":false,"raw_author_name":"Carine Pierrette Mukamakuza","raw_affiliation_strings":["Carnegie Mellon University Africa, Kigali, Rwanda"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Carnegie Mellon University Africa, Kigali, Rwanda","institution_ids":["https://openalex.org/I4210130200"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084270607","display_name":"Defu Zhang","orcid":"https://orcid.org/0000-0002-2396-1205"},"institutions":[{"id":"https://openalex.org/I191208505","display_name":"Xiamen University","ror":"https://ror.org/00mcjh785","country_code":"CN","type":"education","lineage":["https://openalex.org/I191208505"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Defu Zhang","raw_affiliation_strings":["School of Informatics, Xiamen University, Xiamen, 361005, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Informatics, Xiamen University, Xiamen, 361005, China","institution_ids":["https://openalex.org/I191208505"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100378774","display_name":"Tong Zhang","orcid":"https://orcid.org/0000-0002-0683-4669"},"institutions":[{"id":"https://openalex.org/I2799850029","display_name":"Dongguan University of Technology","ror":"https://ror.org/01m8p7q42","country_code":"CN","type":"education","lineage":["https://openalex.org/I2799850029"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tong Zhang","raw_affiliation_strings":["School of Electronics and Technology of Dongguan, Dongguan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electronics and Technology of Dongguan, Dongguan, China","institution_ids":["https://openalex.org/I2799850029"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5084270607"],"corresponding_institution_ids":["https://openalex.org/I191208505"],"apc_list":{"value":2490,"currency":"EUR","value_usd":3090},"apc_paid":{"value":2490,"currency":"EUR","value_usd":3090},"fwci":9.7456,"has_fulltext":true,"cited_by_count":8,"citation_normalized_percentile":{"value":0.97967938,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":100},"biblio":{"volume":"58","issue":"10","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10616","display_name":"Smart Agriculture and AI","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/1110","display_name":"Plant Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T10616","display_name":"Smart Agriculture and AI","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/1110","display_name":"Plant Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T12660","display_name":"Plant Disease Management Techniques","score":0.9786999821662903,"subfield":{"id":"https://openalex.org/subfields/1110","display_name":"Plant Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10494","display_name":"Plant Virus Research Studies","score":0.9717000126838684,"subfield":{"id":"https://openalex.org/subfields/1110","display_name":"Plant Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.7016210556030273},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.675618052482605},{"id":"https://openalex.org/keywords/pest-analysis","display_name":"PEST analysis","score":0.6506003737449646},{"id":"https://openalex.org/keywords/shot","display_name":"Shot (pellet)","score":0.5634821057319641},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.47354406118392944},{"id":"https://openalex.org/keywords/crop","display_name":"Crop","score":0.43721118569374084},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3809202015399933},{"id":"https://openalex.org/keywords/agricultural-engineering","display_name":"Agricultural engineering","score":0.35786157846450806},{"id":"https://openalex.org/keywords/agronomy","display_name":"Agronomy","score":0.20786672830581665},{"id":"https://openalex.org/keywords/ecology","display_name":"Ecology","score":0.15244898200035095},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.13782453536987305},{"id":"https://openalex.org/keywords/botany","display_name":"Botany","score":0.10061371326446533},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.060678303241729736},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.056913912296295166}],"concepts":[{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.7016210556030273},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.675618052482605},{"id":"https://openalex.org/C22508944","wikidata":"https://www.wikidata.org/wiki/Q568174","display_name":"PEST analysis","level":2,"score":0.6506003737449646},{"id":"https://openalex.org/C2778344882","wikidata":"https://www.wikidata.org/wiki/Q278938","display_name":"Shot (pellet)","level":2,"score":0.5634821057319641},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.47354406118392944},{"id":"https://openalex.org/C137580998","wikidata":"https://www.wikidata.org/wiki/Q235352","display_name":"Crop","level":2,"score":0.43721118569374084},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3809202015399933},{"id":"https://openalex.org/C88463610","wikidata":"https://www.wikidata.org/wiki/Q194118","display_name":"Agricultural engineering","level":1,"score":0.35786157846450806},{"id":"https://openalex.org/C6557445","wikidata":"https://www.wikidata.org/wiki/Q173113","display_name":"Agronomy","level":1,"score":0.20786672830581665},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.15244898200035095},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.13782453536987305},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.10061371326446533},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.060678303241729736},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.056913912296295166},{"id":"https://openalex.org/C191897082","wikidata":"https://www.wikidata.org/wiki/Q11467","display_name":"Metallurgy","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s10462-025-11323-6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10462-025-11323-6","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10462-025-11323-6.pdf","source":{"id":"https://openalex.org/S122814990","display_name":"Artificial Intelligence Review","issn_l":"0269-2821","issn":["0269-2821","1573-7462"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Artificial Intelligence Review","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s10462-025-11323-6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10462-025-11323-6","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10462-025-11323-6.pdf","source":{"id":"https://openalex.org/S122814990","display_name":"Artificial Intelligence Review","issn_l":"0269-2821","issn":["0269-2821","1573-7462"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Artificial Intelligence Review","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4412779859.pdf","grobid_xml":"https://content.openalex.org/works/W4412779859.grobid-xml"},"referenced_works_count":42,"referenced_works":["https://openalex.org/W2108598243","https://openalex.org/W2559655401","https://openalex.org/W2752782242","https://openalex.org/W2789255992","https://openalex.org/W2883780447","https://openalex.org/W2884585870","https://openalex.org/W2912083425","https://openalex.org/W2964105864","https://openalex.org/W2966002724","https://openalex.org/W2989646980","https://openalex.org/W3034552520","https://openalex.org/W3096805028","https://openalex.org/W3106505022","https://openalex.org/W3134031383","https://openalex.org/W3174159092","https://openalex.org/W3174822832","https://openalex.org/W3175496851","https://openalex.org/W3183376677","https://openalex.org/W4200119643","https://openalex.org/W4280579494","https://openalex.org/W4283742679","https://openalex.org/W4283745536","https://openalex.org/W4296058585","https://openalex.org/W4301184424","https://openalex.org/W4309296686","https://openalex.org/W4312935555","https://openalex.org/W4319919561","https://openalex.org/W4372311976","https://openalex.org/W4379932376","https://openalex.org/W4385326626","https://openalex.org/W4387618826","https://openalex.org/W4390054309","https://openalex.org/W4391608902","https://openalex.org/W4392432727","https://openalex.org/W4394813175","https://openalex.org/W4396626049","https://openalex.org/W4399145914","https://openalex.org/W4403175911","https://openalex.org/W6600116659","https://openalex.org/W6600171454","https://openalex.org/W6600194071","https://openalex.org/W6600475920"],"related_works":["https://openalex.org/W2074502265","https://openalex.org/W4214877189","https://openalex.org/W2773965352","https://openalex.org/W2381179799","https://openalex.org/W4411535265","https://openalex.org/W2980279061","https://openalex.org/W2334685461","https://openalex.org/W2366718574","https://openalex.org/W2474136269","https://openalex.org/W3005295585"],"abstract_inverted_index":{"Abstract":[0],"Production":[1],"quality":[2],"is":[3,17,38,90],"directly":[4],"related":[5],"to":[6,19,70,92,111],"the":[7,13,40,95,112,116,118,129,133,143,150,154,166],"economic":[8],"development":[9],"of":[10,15,39,126,138],"agriculture.":[11],"However,":[12],"growth":[14],"crops":[16],"susceptible":[18],"pest":[20,33,53],"and":[21,34,54,64,78,86,103,136,140,145],"disease":[22,35,55],"infestations,":[23],"which":[24],"can":[25],"negatively":[26],"affect":[27],"agricultural":[28],"yields.":[29],"Therefore,":[30],"adopting":[31],"efficient":[32,87],"identification":[36],"methods":[37,114],"utmost":[41],"importance.":[42],"This":[43],"paper":[44],"proposes":[45],"a":[46,60,84,157],"lightweight":[47,61,85],"few-shot":[48],"learning":[49],"model":[50,58,119,155],"for":[51],"crop":[52],"identification.":[56],"The":[57],"utilizes":[59],"backbone":[62],"network":[63],"incorporates":[65],"adaptive":[66],"spatial":[67,104],"feature":[68,76],"fusion":[69],"aggregate":[71],"multi-scale":[72,81],"features,":[73],"thus":[74],"avoiding":[75],"redundancy":[77],"interference":[79],"between":[80],"features.":[82],"Additionally,":[83],"attention":[88],"module":[89],"introduced":[91],"further":[93],"explore":[94],"salient":[96],"information":[97],"in":[98,115,160],"images":[99],"from":[100],"both":[101],"channel":[102],"dimensions.":[105],"Experimental":[106],"results":[107],"demonstrate":[108],"that,":[109],"compared":[110],"state-of-the-art":[113],"field,":[117],"achieved":[120,156],"an":[121],"average":[122,162],"recognition":[123,163],"accuracy":[124,164],"improvement":[125],"0.41%":[127],"under":[128,142],"10-shot":[130,146],"setting":[131],"on":[132,149,165,175],"PlantVillage":[134],"dataset":[135],"improvements":[137],"4.03%":[139],"2.47%":[141],"5-shot":[144],"settings,":[147],"respectively,":[148],"PlantDoc":[151],"dataset.":[152],"Furthermore,":[153],"1.46%":[158],"increase":[159],"overall":[161],"IP102":[167],"dataset,":[168],"while":[169],"also":[170],"showing":[171],"strong":[172],"generalization":[173],"capabilities":[174],"locally":[176],"collected":[177],"datasets.":[178]},"counts_by_year":[{"year":2026,"cited_by_count":6},{"year":2025,"cited_by_count":2}],"updated_date":"2026-06-13T06:13:01.061226","created_date":"2025-10-10T00:00:00"}
