{"id":"https://openalex.org/W4390916422","doi":"https://doi.org/10.52436/1.jutif.2023.4.6.1529","title":"RICE DISEASE RECOGNITION USING TRANSFER LEARNING XCEPTION CONVOLUTIONAL NEURAL NETWORK","display_name":"RICE DISEASE RECOGNITION USING TRANSFER LEARNING XCEPTION CONVOLUTIONAL NEURAL NETWORK","publication_year":2023,"publication_date":"2023-12-26","ids":{"openalex":"https://openalex.org/W4390916422","doi":"https://doi.org/10.52436/1.jutif.2023.4.6.1529"},"language":"en","primary_location":{"id":"doi:10.52436/1.jutif.2023.4.6.1529","doi":"https://doi.org/10.52436/1.jutif.2023.4.6.1529","is_oa":true,"landing_page_url":"https://doi.org/10.52436/1.jutif.2023.4.6.1529","pdf_url":"https://jutif.if.unsoed.ac.id/index.php/jurnal/article/download/1529/415","source":{"id":"https://openalex.org/S4210186823","display_name":"Jurnal Teknik Informatika (Jutif)","issn_l":"2723-3863","issn":["2723-3863","2723-3871"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/P4310315117","host_organization_name":"Jenderal Soedirman University","host_organization_lineage":["https://openalex.org/P4310315117"],"host_organization_lineage_names":["Jenderal Soedirman University"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Jurnal Teknik Informatika (Jutif)","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://jutif.if.unsoed.ac.id/index.php/jurnal/article/download/1529/415","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5014605346","display_name":"Ahmad Rofiqul Muslikh","orcid":"https://orcid.org/0009-0000-2457-6803","observed_orcids":["https://orcid.org/0009-0000-2457-6803"]},"institutions":[{"id":"https://openalex.org/I4210108175","display_name":"Universitas Merdeka Malang","ror":"https://ror.org/01rtkeb16","country_code":"ID","type":"education","lineage":["https://openalex.org/I4210108175"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Ahmad Rofiqul Muslikh","raw_affiliation_strings":["Faculty of Information Technology, Universitas Merdeka, Malang, East Java, Indonesia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Information Technology, Universitas Merdeka, Malang, East Java, Indonesia","institution_ids":["https://openalex.org/I4210108175"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019714454","display_name":"De Rosal Ignatius Moses Setiadi","orcid":"https://orcid.org/0000-0001-6615-4457","observed_orcids":["https://orcid.org/0000-0001-6615-4457"]},"institutions":[{"id":"https://openalex.org/I4210127958","display_name":"Universitas Dian Nuswantoro","ror":"https://ror.org/02csxcg02","country_code":"ID","type":"education","lineage":["https://openalex.org/I4210127958"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"De Rosal Ignatius Moses Setiadi","raw_affiliation_strings":["Faculty of Computer Science, Universitas Dian Nuswantoro, Semarang, Central Java, Indonesia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Computer Science, Universitas Dian Nuswantoro, Semarang, Central Java, Indonesia","institution_ids":["https://openalex.org/I4210127958"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5049676192","display_name":"Arnold Adimabua Ojugo","orcid":"https://orcid.org/0000-0003-4150-5163","observed_orcids":["https://orcid.org/0000-0003-4150-5163"]},"institutions":[{"id":"https://openalex.org/I891860020","display_name":"Federal University of Petroleum Resource Effurun","ror":"https://ror.org/04ndqkb04","country_code":"NG","type":"education","lineage":["https://openalex.org/I891860020"]}],"countries":["NG"],"is_corresponding":false,"raw_author_name":"Arnold Adimabua Ojugo","raw_affiliation_strings":["Department of Computer Science, Federal University of Petroleum Resources Effurun, Delta State, Nigeria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Federal University of Petroleum Resources Effurun, Delta State, Nigeria","institution_ids":["https://openalex.org/I891860020"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":6.04,"has_fulltext":true,"cited_by_count":43,"citation_normalized_percentile":{"value":0.97589081,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"4","issue":"6","first_page":"1535","last_page":"1540"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10616","display_name":"Smart Agriculture and AI","score":0.9994999766349792,"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":0.9994999766349792,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.0005000000237487257,"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/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.0,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/xception","display_name":"Xception","score":0.6819999814033508},{"id":"https://openalex.org/keywords/transfer-learning","display_name":"transfer learning","score":0.9819999933242798},{"id":"https://openalex.org/keywords/plant-disease-detection","display_name":"plant disease detection","score":0.6230000257492065},{"id":"https://openalex.org/keywords/leaf-images","display_name":"leaf images","score":0.7960000038146973},{"id":"https://openalex.org/keywords/rice-blast","display_name":"rice blast","score":0.9520000219345093},{"id":"https://openalex.org/keywords/brown-spot","display_name":"brown spot","score":0.9300000071525574},{"id":"https://openalex.org/keywords/leaf-smut","display_name":"leaf smut","score":0.7429999709129333},{"id":"https://openalex.org/keywords/blight","display_name":"blight","score":0.7549999952316284},{"id":"https://openalex.org/keywords/fine-tuning","display_name":"fine-tuning","score":0.9089999794960022},{"id":"https://openalex.org/keywords/cnn-model-comparison","display_name":"CNN model comparison","score":0.5139999985694885}],"concepts":[{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.8129968047142029},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.6888411641120911},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6641870737075806},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6091774702072144},{"id":"https://openalex.org/C2993484055","wikidata":"https://www.wikidata.org/wiki/Q96405506","display_name":"Sheath blight","level":3,"score":0.544448733329773},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5169684290885925},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4964929223060608},{"id":"https://openalex.org/C2992726227","wikidata":"https://www.wikidata.org/wiki/Q5090","display_name":"Rice plant","level":2,"score":0.4697858393192291},{"id":"https://openalex.org/C549605437","wikidata":"https://www.wikidata.org/wiki/Q1229911","display_name":"Food security","level":3,"score":0.42184534668922424},{"id":"https://openalex.org/C6557445","wikidata":"https://www.wikidata.org/wiki/Q173113","display_name":"Agronomy","level":1,"score":0.14538565278053284},{"id":"https://openalex.org/C118518473","wikidata":"https://www.wikidata.org/wiki/Q11451","display_name":"Agriculture","level":2,"score":0.12354302406311035},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.08593279123306274},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0},{"id":"https://openalex.org/C2780476228","wikidata":"https://www.wikidata.org/wiki/Q149125","display_name":"Rhizoctonia solani","level":2,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.52436/1.jutif.2023.4.6.1529","doi":"https://doi.org/10.52436/1.jutif.2023.4.6.1529","is_oa":true,"landing_page_url":"https://doi.org/10.52436/1.jutif.2023.4.6.1529","pdf_url":"https://jutif.if.unsoed.ac.id/index.php/jurnal/article/download/1529/415","source":{"id":"https://openalex.org/S4210186823","display_name":"Jurnal Teknik Informatika (Jutif)","issn_l":"2723-3863","issn":["2723-3863","2723-3871"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/P4310315117","host_organization_name":"Jenderal Soedirman University","host_organization_lineage":["https://openalex.org/P4310315117"],"host_organization_lineage_names":["Jenderal Soedirman University"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Jurnal Teknik Informatika (Jutif)","raw_type":"journal-article"},{"id":"pmh:oai:ojs2.jutif.if.unsoed.ac.id:article/1529","doi":null,"is_oa":true,"landing_page_url":"https://jutif.if.unsoed.ac.id/index.php/jurnal/article/view/1529","pdf_url":null,"source":{"id":"https://openalex.org/S4210186823","display_name":"Jurnal Teknik Informatika (Jutif)","issn_l":"2723-3863","issn":["2723-3863","2723-3871"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/P4310315117","host_organization_name":"Jenderal Soedirman University","host_organization_lineage":["https://openalex.org/P4310315117"],"host_organization_lineage_names":["Jenderal Soedirman University"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2723-3863","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.52436/1.jutif.2023.4.6.1529","doi":"https://doi.org/10.52436/1.jutif.2023.4.6.1529","is_oa":true,"landing_page_url":"https://doi.org/10.52436/1.jutif.2023.4.6.1529","pdf_url":"https://jutif.if.unsoed.ac.id/index.php/jurnal/article/download/1529/415","source":{"id":"https://openalex.org/S4210186823","display_name":"Jurnal Teknik Informatika (Jutif)","issn_l":"2723-3863","issn":["2723-3863","2723-3871"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/P4310315117","host_organization_name":"Jenderal Soedirman University","host_organization_lineage":["https://openalex.org/P4310315117"],"host_organization_lineage_names":["Jenderal Soedirman University"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Jurnal Teknik Informatika (Jutif)","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.9208999872207642,"display_name":"Zero hunger","id":"https://metadata.un.org/sdg/2"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4390916422.pdf","grobid_xml":"https://content.openalex.org/works/W4390916422.grobid-xml"},"referenced_works_count":26,"referenced_works":["https://openalex.org/W2531409750","https://openalex.org/W2548247561","https://openalex.org/W2966533690","https://openalex.org/W3010225408","https://openalex.org/W3016786410","https://openalex.org/W3033196717","https://openalex.org/W3036085849","https://openalex.org/W3108181960","https://openalex.org/W3109837697","https://openalex.org/W3115506949","https://openalex.org/W3123711688","https://openalex.org/W3162530581","https://openalex.org/W3163327790","https://openalex.org/W3163337304","https://openalex.org/W4200164934","https://openalex.org/W4221100204","https://openalex.org/W4223948373","https://openalex.org/W4308784174","https://openalex.org/W4310982869","https://openalex.org/W4362584556","https://openalex.org/W4385640621","https://openalex.org/W4386293524","https://openalex.org/W4386293857","https://openalex.org/W4386894200","https://openalex.org/W4387151242","https://openalex.org/W4390922968"],"related_works":["https://openalex.org/W4285206058","https://openalex.org/W7131661906","https://openalex.org/W7167013698","https://openalex.org/W3213571934","https://openalex.org/W4405601382","https://openalex.org/W4365812815","https://openalex.org/W4406000919","https://openalex.org/W7117685070","https://openalex.org/W4392757152","https://openalex.org/W4285815445"],"abstract_inverted_index":{"As":[0],"one":[1],"of":[2,38,43,71,112,125],"the":[3,36,65,69,88,100,103,129],"major":[4],"rice":[5,44,57,92],"producers,":[6],"Indonesia":[7],"faces":[8],"significant":[9],"challenges":[10],"related":[11],"to":[12,86],"plant":[13],"diseases":[14,26,55],"such":[15],"as":[16],"blast,":[17],"brown":[18],"spot,":[19],"tugro,":[20],"leaf":[21,97],"smut,":[22],"and":[23,30,41,76,110,116,135],"blight.":[24],"These":[25],"threaten":[27],"food":[28],"security":[29],"result":[31],"in":[32,53,56],"economic":[33],"losses,":[34],"underscoring":[35],"importance":[37],"early":[39],"detection":[40],"management":[42],"diseases.":[45],"Convolutional":[46],"Neural":[47],"Network":[48],"(CNN)":[49],"has":[50,68],"proven":[51],"effective":[52],"detecting":[54],"plants.":[58],"Specifically,":[59],"transfer":[60],"learning":[61],"with":[62,80,122],"CNN,":[63],"particularly":[64],"Xception":[66,89,104,130],"model,":[67],"advantage":[70],"efficiently":[72],"extracting":[73],"automatic":[74],"features":[75],"performing":[77],"well":[78],"even":[79],"limited":[81],"datasets.":[82],"This":[83],"study":[84],"aims":[85],"develop":[87],"model":[90,105,131],"for":[91],"disease":[93],"recognition":[94],"based":[95],"on":[96,119],"images.":[98,127],"Through":[99],"fine-tuning":[101],"process,":[102],"achieved":[106],"accuracies,":[107],"precisions,":[108],"recalls,":[109],"F1-scores":[111],"0.89,":[113,115,117],"0.90,":[114],"respectively,":[118],"a":[120,123],"dataset":[121],"total":[124],"320":[126],"Additionally,":[128],"outperformed":[132],"VGG16,":[133],"MobileNetV2,":[134],"EfficientNetV2.":[136]},"counts_by_year":[{"year":2026,"cited_by_count":6},{"year":2025,"cited_by_count":11},{"year":2024,"cited_by_count":26}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2024-01-17T00:00:00"}