Comparison of Single-Shot and Two-Shot Deep Neural Network Models for Whitefly Detection in IoT Web Application

Comparison of Single-Shot and Two-Shot Deep Neural Network Models for Whitefly Detection in IoT Web Application

In this study, we have compared YOLOv4, a single-shot detector to Faster-RCNN, a two-shot detector to detect and classify whiteflies on yellow-sticky tape (YST). An IoT remote whitefly monitoring station was developed and placed in a whitefly rearing room. Images of whiteflies attracted to the trap...

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Bibliographic Details
Main Authors: Chinmay U. Parab, Canicius Mwitta, Miller Hayes, Jason M. Schmidt, David Riley, Kadeghe Fue, Suchendra Bhandarkar, Glen C. Rains
Format: Article
Language:English
Published: MDPI AG 2022-06-01
Series:AgriEngineering
Subjects:
object detection
convolutional neural network
whiteflies
web app
insect trap
IoT
Online Access:https://www.mdpi.com/2624-7402/4/2/34

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https://www.mdpi.com/2624-7402/4/2/34

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