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http://localhost:8080/xmlui/handle/123456789/2526Full metadata record
| DC Field | Value | Language |
|---|---|---|
| dc.contributor.author | Sowmiya, B | - |
| dc.contributor.author | Saminathan, K | - |
| dc.contributor.author | ChithraDevi, M | - |
| dc.date.accessioned | 2024-05-08T10:13:14Z | - |
| dc.date.available | 2024-05-08T10:13:14Z | - |
| dc.date.issued | 2024-05-08 | - |
| dc.identifier.issn | 2286-9131 | - |
| dc.identifier.uri | http://localhost:8080/xmlui/handle/123456789/2526 | - |
| dc.description.abstract | Paddyisacrucialfo o dcropprovidingessentialnutrientsandenergyandservingmorethanhalftheglobalp opulation.Diagnosingandpreventingplantdiseasesatanearlystageiscrucialforthehealthandpro ductivityofcrops.Automateddiseasediagnosiseliminatestheneedforexp ertsanddeliversaccurateoutcomes.ThisresearchwilldiagnosepaddyleafdiseaseswithDeepLearningtechnology.Thediseasessuchasbacterialblight,blast,tungro,brownsp ot,andhealthyleafclassesarediagnosedandclassi edinthisstudy.Thedatasetcontains160imagesfromeachclasswith800im-ages.Ourprop osedmo delisanensembleoftransfer-learnedInceptionV3andVGG16architectures,whichutilizesthestrengthofindividualmo d-elstoimproveoverallp erformance.Theuseoftransfer-learnedensembledeeplearningarchitecturesachievedimpressiveaccuracyratesof97.03%,94.97%,and98.87%fortraining,validationandtestingresp ectively.Theresultsindicatingthatmo delisnotover tandgeneralizeswelltounseendata.Themo del'sp erformanceisevaluatedwithconfusionmatrixwiththeparameterslikeprecision,recall,F1-score,andsupp ort.Wealsotestedthemo del'sp erformanceagainstotherprop oseddeeplearningtechniqueswithandwithouttransferlearningtechniques.Moreover,thisresearchad-vancesreliableautomateddiseasedetectionsystems,fosteringsustainableagricultureandenhancingglobalfo o dsecurity | en_US |
| dc.language.iso | en | en_US |
| dc.publisher | Bharathidasa University | en_US |
| dc.subject | PaddyLeafDis-eases,Classi cation,TransferLearning,Ensemble,Incep-tionetV3,VGG16,DeepLearning | en_US |
| dc.title | AnEnsembleofTransferLearningbasedInceptionV3andVGG16Mo delsforPaddyLeafDiseaseClassi cation | en_US |
| dc.type | Article | en_US |
| Appears in Collections: | Other Departments | |
Files in This Item:
| File | Description | Size | Format | |
|---|---|---|---|---|
| 91 (2).pdf | 1.74 MB | Adobe PDF | View/Open |
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