Multi‐sensor plant imaging: Towards the development of a stress‐catalogue

L Chaerle, S Lenk, I Leinonen… - Biotechnology …, 2009 - Wiley Online Library
Agricultural production is limited by a wide range of abiotic (eg drought, waterlogging) and
biotic (pests, diseases and weeds) stresses. The impact of these stresses can be minimized …

Proximal methods for plant stress detection using optical sensors and machine learning

AV Zubler, JY Yoon - Biosensors, 2020 - mdpi.com
Plant stresses have been monitored using the imaging or spectrometry of plant leaves in the
visible (red-green-blue or RGB), near-infrared (NIR), infrared (IR), and ultraviolet (UV) …

Capturing crop adaptation to abiotic stress using image-based technologies

N Al-Tamimi, P Langan, V Bernád, J Walsh… - Open …, 2022 - royalsocietypublishing.org
Farmers and breeders aim to improve crop responses to abiotic stresses and secure yield
under adverse environmental conditions. To achieve this goal and select the most resilient …

Seeing is believing: imaging techniques to monitor plant health

L Chaerle, D Van Der Straeten - Biochimica et Biophysica Acta (BBA)-Gene …, 2001 - Elsevier
Historically, early stress-induced changes in plants have been mainly detected after
destructive sampling followed by biochemical and molecular determinations. Imaging …

Automated phenotyping of plant shoots using imaging methods for analysis of plant stress responses–a review

JF Humplík, D Lazár, A Husičková, L Spíchal - Plant methods, 2015 - Springer
Current methods of in-house plant phenotyping are providing a powerful new tool for plant
biology studies. The self-constructed and commercial platforms established in the last few …

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 …

Advancements in Imaging Sensors and AI for Plant Stress Detection: A Systematic Literature Review

JJ Walsh, E Mangina, S Negrão - Plant Phenomics, 2024 - spj.science.org
Integrating imaging sensors and artificial intelligence (AI) have contributed to detecting plant
stress symptoms, yet data analysis remains a key challenge. Data challenges include …

[PDF][PDF] Thermal and other remote sensing of plant stress

HG Jones, P Schofield - General and Applied Plant Physiology, 2008 - bio21.bas.bg
In this paper we outline the ways in which thermal and spectral remote sensing can be used
to diagnose and monitor effects of environmental stresses on plants. Following an …

A review of imaging techniques for plant phenotyping

L Li, Q Zhang, D Huang - Sensors, 2014 - mdpi.com
Given the rapid development of plant genomic technologies, a lack of access to plant
phenotyping capabilities limits our ability to dissect the genetics of quantitative traits …

Monitoring and screening plant populations with combined thermal and chlorophyll fluorescence imaging

L Chaerle, I Leinonen, HG Jones… - Journal of …, 2007 - academic.oup.com
Thermal and chlorophyll fluorescence imaging are powerful tools for the study of spatial and
temporal heterogeneity of leaf transpiration and photosynthetic performance. The relative …