An overview of current and potential applications of thermal remote sensing in precision agriculture

S Khanal, J Fulton, S Shearer - Computers and electronics in agriculture, 2017 - Elsevier
Precision agriculture (PA) utilizes tools and technologies to identify in-field soil and crop
variability for improving farming practices and optimizing agronomic inputs. Traditionally …

A review of advanced technologies and development for hyperspectral-based plant disease detection in the past three decades

N Zhang, G Yang, Y Pan, X Yang, L Chen, C Zhao - Remote Sensing, 2020 - mdpi.com
The detection, quantification, diagnosis, and identification of plant diseases is particularly
crucial for precision agriculture. Recently, traditional visual assessment technology has not …

Machine learning for high-throughput stress phenotyping in plants

A Singh, B Ganapathysubramanian, AK Singh… - Trends in plant …, 2016 - cell.com
Advances in automated and high-throughput imaging technologies have resulted in a
deluge of high-resolution images and sensor data of plants. However, extracting patterns …

Plant disease detection by imaging sensors–parallels and specific demands for precision agriculture and plant phenotyping

AK Mahlein - Plant disease, 2016 - Am Phytopath Society
Early and accurate detection and diagnosis of plant diseases are key factors in plant
production and the reduction of both qualitative and quantitative losses in crop yield. Optical …

A comprehensive review of high throughput phenotyping and machine learning for plant stress phenotyping

T Gill, SK Gill, DK Saini, Y Chopra, JP de Koff… - Phenomics, 2022 - Springer
During the last decade, there has been rapid adoption of ground and aerial platforms with
multiple sensors for phenotyping various biotic and abiotic stresses throughout the …

Advanced methods of plant disease detection. A review

F Martinelli, R Scalenghe, S Davino, S Panno… - Agronomy for …, 2015 - Springer
Plant diseases are responsible for major economic losses in the agricultural industry
worldwide. Monitoring plant health and detecting pathogen early are essential to reduce …

Phenotyping plant responses to biotic stress by chlorophyll fluorescence imaging

ML Pérez-Bueno, M Pineda, M Barón - Frontiers in plant science, 2019 - frontiersin.org
Photosynthesis is a pivotal process in plant physiology, and its regulation plays an important
role in plant defense against biotic stress. Interactions with pathogens and pests often cause …

Thermal imaging for plant stress detection and phenotyping

M Pineda, M Barón, ML Pérez-Bueno - Remote Sensing, 2020 - mdpi.com
In the last few years, large efforts have been made to develop new methods to optimize
stress detection in crop fields. Thus, plant phenotyping based on imaging techniques has …

From visual estimates to fully automated sensor-based measurements of plant disease severity: status and challenges for improving accuracy

CH Bock, JGA Barbedo, EM Del Ponte… - Phytopathology …, 2020 - Springer
The severity of plant diseases, traditionally the proportion of the plant tissue exhibiting
symptoms, is a key quantitative variable to know for many diseases and is prone to error …

Benefits of hyperspectral imaging for plant disease detection and plant protection: a technical perspective

S Thomas, MT Kuska, D Bohnenkamp… - Journal of Plant …, 2018 - Springer
The detection and identification of plant diseases is crucial for an appropriate and targeted
application of plant protection measures in crop production. Recently, intensive research …