Comparative study on the performance of deep learning implementation in the edge computing: Case study on the plant leaf disease identification

Comparative study on the performance of deep learning implementation in the edge computing: Case study on the plant leaf disease identification

This research examines and explores four different pre-trained CNN deep learning models (AlexNet, VGG16, ResNet50, and DenseNet121) to be adopted as edge solution. The model is developed and evaluated using the PlantVillage dataset. Image transformation techniques and down sampling were carried out...

Full description

Bibliographic Details
Main Authors: Soo Jun Wei, Dimas Firmanda Al Riza, Hermawan Nugroho
Format: Article
Language:English
Published: Elsevier 2022-12-01
Series:Journal of Agriculture and Food Research
Subjects:
Deep learning
Convolutional neural networks
Edge computing
Plant leaf disease
Online Access:http://www.sciencedirect.com/science/article/pii/S2666154322001223

Internet

http://www.sciencedirect.com/science/article/pii/S2666154322001223

Similar Items