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 …

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 …

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 …

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 …

[PDF][PDF] Imaging technologies for plant high-throughput phenotyping: a review

Y Zhang, N Zhang - Frontiers of Agricultural Science and …, 2018 - researchgate.net
Phenomics studies a variety of phenotypic plant traits and is the key to understanding
genetic functions and environmental effects on plants. With the rapid development of …

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 …

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) …

Image-based high-throughput phenotyping in horticultural crops

AM Abebe, Y Kim, J Kim, SL Kim, J Baek - Plants, 2023 - mdpi.com
Plant phenotyping is the primary task of any plant breeding program, and accurate
measurement of plant traits is essential to select genotypes with better quality, high yield …

Challenges and opportunities in machine-augmented plant stress phenotyping

A Singh, S Jones, B Ganapathysubramanian… - Trends in Plant …, 2021 - cell.com
Plant stress phenotyping is essential to select stress-resistant varieties and develop better
stress-management strategies. Standardization of visual assessments and deployment of …

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 …