DSpace JSPUI
DSpace preserves and enables easy and open access to all types of digital content including text, images, moving images, mpegs and data sets
Learn More
Please use this identifier to cite or link to this item:
http://localhost:8080/xmlui/handle/123456789/2526| Title: | AnEnsembleofTransferLearningbasedInceptionV3andVGG16Mo delsforPaddyLeafDiseaseClassi cation |
| Authors: | Sowmiya, B Saminathan, K ChithraDevi, M |
| Keywords: | PaddyLeafDis-eases,Classi cation,TransferLearning,Ensemble,Incep-tionetV3,VGG16,DeepLearning |
| Issue Date: | 8-May-2024 |
| Publisher: | Bharathidasa University |
| 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 |
| URI: | http://localhost:8080/xmlui/handle/123456789/2526 |
| ISSN: | 2286-9131 |
| Appears in Collections: | Other Departments |
Files in This Item:
| File | Description | Size | Format | |
|---|---|---|---|---|
| 91 (2).pdf | 1.74 MB | Adobe PDF | View/Open |
Items in DSpace are protected by copyright, with all rights reserved, unless otherwise indicated.