Detection of Harvest Status of Oil Rose (Rosa damascena Mill.) with Machine Learning and Deep Learning Methods

نویسندگان

چکیده

Plants have an important place in human life many sectors for years. Rosa damascena Mill plant, which is called Pink Oil Rose, a species that has economic value such as cosmetics, perfume, medicine and food industry with its distinctive sharp intense scent among rose varieties. harvested May Turkey when buds bloom. Roses bud form are left unharvested until they In this study, binary classification of each oil according to "harvestable/non-harvestable" status was carried out using machine learning deep methods. The data set created the images obtained from gardens used training testing artificial intelligence models. DVM classifier model, VGG16, VGG19 InceptionV3 were Classification performance 71.06% 96.44% VGG16 97.96% model 72.08% model.

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ژورنال

عنوان ژورنال: El-cezeri

سال: 2022

ISSN: ['2148-3736']

DOI: https://doi.org/10.31202/ecjse.1134822