Detection and classification of citrus diseases in agriculture based on optimized weighted segmentation and feature selection

M Sharif, MA Khan, Z Iqbal, MF Azam, MIU Lali… - … and electronics in …, 2018 - Elsevier
In agriculture, plant diseases are primarily responsible for the reduction in production which
causes economic losses. In plants, citrus is used as a major source of nutrients like vitamin …

Automatic detection of citrus fruit and leaves diseases using deep neural network model

A Khattak, MU Asghar, U Batool, MZ Asghar… - IEEE …, 2021 - ieeexplore.ieee.org
Citrus fruit diseases are the major cause of extreme citrus fruit yield declines. As a result,
designing an automated detection system for citrus plant diseases is important. Deep …

Citrus disease detection and classification using end-to-end anchor-based deep learning model

SF Syed-Ab-Rahman, MH Hesamian, M Prasad - Applied Intelligence, 2022 - Springer
Plant diseases are the primary issue that reduces agricultural yield and production, causing
significant economic losses and instability in the food supply. In plants, citrus is a fruit crop of …

Detection of citrus huanglongbing based on multi-input neural network model of UAV hyperspectral remote sensing

X Deng, Z Zhu, J Yang, Z Zheng, Z Huang, X Yin… - Remote Sensing, 2020 - mdpi.com
Citrus is an important cash crop in the world, and huanglongbing (HLB) is a destructive
disease in the citrus industry. To efficiently detect the degree of HLB stress on large-scale …

Emerging directions of precision agriculture and agricultural robotics

AS Nair, SY Nof, A Bechar - Innovation in agricultural robotics for precision …, 2021 - Springer
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Chlorophyll fluorescence imaging uncovers photosynthetic fingerprint of citrus Huanglongbing

H Cen, H Weng, J Yao, M He, J Lv, S Hua… - Frontiers in plant …, 2017 - frontiersin.org
Huanglongbing (HLB) is one of the most destructive diseases of citrus, which has posed a
serious threat to the global citrus production. This research was aimed to explore the use of …

Combining multicolor fluorescence imaging with multispectral reflectance imaging for rapid citrus Huanglongbing detection based on lightweight convolutional neural …

C He, X Li, Y Liu, B Yang, Z Wu, S Tan, D Ye… - … and Electronics in …, 2022 - Elsevier
Citrus Huanglongbing (HLB) has posed a great challenge to the citrus production. Timely
removal of HLB infected trees was considered as one of the most effective strategies for …

A Huanglongbing detection method for orange trees based on deep neural networks and transfer learning

W Gómez-Flores, JJ Garza-Saldaña… - IEEE …, 2022 - ieeexplore.ieee.org
Huanglongbing (HLB) is one of the most threatening diseases for citrus production and it
has caused significant economic damage worldwide. Hence, computer-vision systems that …

Hyperspectral reflectance imaging combined with carbohydrate metabolism analysis for diagnosis of citrus Huanglongbing in different seasons and cultivars

H Weng, J Lv, H Cen, M He, Y Zeng, S Hua, H Li… - Sensors and Actuators B …, 2018 - Elsevier
Huanglongbing (HLB) is a highly destructive disease to citrus that is threatening the global
citrus industry. It is a great challenge for HLB disease detection at various stages due to the …

A method of high throughput monitoring crop physiology using chlorophyll fluorescence and multispectral imaging

H Wang, X Qian, L Zhang, S Xu, H Li, X Xia… - Frontiers in Plant …, 2018 - frontiersin.org
We present a high throughput crop physiology condition monitoring system and
corresponding monitoring method. The monitoring system can perform large-area …