Evaluation of Field Deployable Leaf Sensor for Rapid and Asymptomatic Screening of Huanglongbing (HLB) in Citrus

PR Gudipelly - 2021 - search.proquest.com
… ranges utilized for the detection of diseased trees using FT-IR-ATR technique included 700
to … Primers and probes used in real-time quantitative PCR assays for detection of CLas. …

Towards Huanglongbing In-field detection system with AI edge computing

X Rao, Q Zhao, D Huang - … Processing, and Machine Vision  …, 2024 - spiedigitallibrary.org
… models, which enables real-time detection on edge computing … practical system-level
design of HLB in-field detection system with … Ultimately, this method produces the best model. …

Advances in plant disease detection and monitoring: From traditional assays to in-field diagnostics

I Buja, E Sabella, AG Monteduro, MS Chiriacò… - Sensors, 2021 - mdpi.com
… the best choice due to rapidity and reliability in diagnosis, with the … -operable real-time devices,
enabling a more efficient … ) compounds, released by Huanglongbing-infected citrus trees, …

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
… is usually detected and diagnosed by the quantitative realtime … ’s Jetson family for the in-field
detection of orange tree abnor… accumulation using a home-made computer vision system,” …

… imaging with multispectral reflectance imaging for rapid citrus Huanglongbing detection based on lightweight convolutional neural network using a handheld device

C He, X Li, Y Liu, B Yang, Z Wu, S Tan, D Ye… - … and Electronics in …, 2022 - Elsevier
… of CNN was used for real-time HLB detection through a combination of hardware aware …
It achieved the best overall detecting accuracy of 96.5% with the false negative rate of 4.7% …

An automatic identification system for citrus greening disease (Huanglongbing) using a YOLO convolutional neural network

RZ Qiu, SP Chen, MX Chi, RB Wang, T Huang… - Frontiers in Plant …, 2022 - frontiersin.org
… citrus tree HLB infection in real-time. To our knowledge, … in field-based plant-disease
diagnosis, providing a reference for the artificial intelligence-based identification of plant diseases

Application of machine vision technology in citrus production

K Peng, W Ma, J Lu, Z Tian, Z Yang - Applied Sciences, 2023 - mdpi.com
… Due to the complex and changeable in-field environment, … -destructive, real-time, and highly
accurate detection objects, acquire … the analysis and processing efficiency of image system. …

Sensing methodologies in agriculture for monitoring biotic stress in plants due to pathogens and pests

B Kashyap, R Kumar - Inventions, 2021 - mdpi.com
… for use in portable and/or in-field sensing applications. Direct … was used for real-time PCR
system based on the detection of … in plants including (i) a thermal vision system for identifying …

Real-time on-site detection of the three 'Candidatus Liberibacter' species associated with HLB disease: a rapid and validated method

F Morán, M Herrero-Cervera… - Frontiers in Plant …, 2023 - frontiersin.org
Huanglongbing (HLB) is a devastating disease that affects all commercial citrus species
worldwide. The disease is … At present, the HLB citrus disease has no cure, and the best way to …

A deep neural network approach towards real-time on-branch fruit recognition for precision horticulture

SI Saedi, H Khosravi - Expert Systems with Applications, 2020 - Elsevier
… by the proposed visual system and the highest detection accuracy was demonstrated by …
time for each image using the best network (about 8.09 ms) would far better ensure real-time