A review of computer vision technologies for plant phenotyping

Z Li, R Guo, M Li, Y Chen, G Li - Computers and Electronics in Agriculture, 2020 - Elsevier
Plant phenotype plays an important role in genetics, botany, and agronomy, while the
currently popular methods for phenotypic trait measurement have some limitations in …

Cyber-agricultural systems for crop breeding and sustainable production

S Sarkar, B Ganapathysubramanian, A Singh… - Trends in Plant …, 2024 - cell.com
The cyber-agricultural system (CAS) represents an overarching framework of agriculture that
leverages recent advances in ubiquitous sensing, artificial intelligence, smart actuators, and …

RhizoVision Explorer: Open-source software for root image analysis and measurement standardization

A Seethepalli, K Dhakal, M Griffiths, H Guo… - AoB plants, 2021 - academic.oup.com
Roots are central to the function of natural and agricultural ecosystems by driving plant
acquisition of soil resources and influencing the carbon cycle. Root characteristics like …

Roots withstanding their environment: exploiting root system architecture responses to abiotic stress to improve crop tolerance

IT Koevoets, JH Venema, JTM Elzenga… - Frontiers in plant …, 2016 - frontiersin.org
To face future challenges in crop production dictated by global climate changes, breeders
and plant researchers collaborate to develop productive crops that are able to withstand a …

Root phenotyping for drought tolerance: a review

A Wasaya, X Zhang, Q Fang, Z Yan - Agronomy, 2018 - mdpi.com
Plant roots play a significant role in plant growth by exploiting soil resources via the uptake
of water and nutrients. Root traits such as fine root diameter, specific root length, specific root …

Future scenarios for plant phenotyping

F Fiorani, U Schurr - Annual review of plant biology, 2013 - annualreviews.org
With increasing demand to support and accelerate progress in breeding for novel traits, the
plant research community faces the need to accurately measure increasingly large numbers …

Next-generation phenotyping: requirements and strategies for enhancing our understanding of genotype–phenotype relationships and its relevance to crop …

JN Cobb, G DeClerck, A Greenberg, R Clark… - Theoretical and Applied …, 2013 - Springer
More accurate and precise phenotyping strategies are necessary to empower high-
resolution linkage mapping and genome-wide association studies and for training genomic …

Phenotyping for drought tolerance of crops in the genomics era

R Tuberosa - Frontiers in physiology, 2012 - frontiersin.org
Improving crops yield under water-limited conditions is the most daunting challenge faced
by breeders. To this end, accurate, relevant phenotyping plays an increasingly pivotal role …

Mapping the epigenetic basis of complex traits

S Cortijo, R Wardenaar, M Colomé-Tatché, A Gilly… - Science, 2014 - science.org
Quantifying the impact of heritable epigenetic variation on complex traits is an emerging
challenge in population genetics. Here, we analyze a population of isogenic Arabidopsis …

A novel image-analysis toolbox enabling quantitative analysis of root system architecture

G Lobet, L Pagès, X Draye - Plant physiology, 2011 - academic.oup.com
We present in this paper a novel, semiautomated image-analysis software to streamline the
quantitative analysis of root growth and architecture of complex root systems. The software …