Crop phenomics and high-throughput phenotyping: past decades, current challenges, and future perspectives

W Yang, H Feng, X Zhang, J Zhang, JH Doonan… - Molecular plant, 2020 - cell.com
Since whole-genome sequencing of many crops has been achieved, crop functional
genomics studies have stepped into the big-data and high-throughput era. However …

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 …

Designing future crops: challenges and strategies for sustainable agriculture

Z Tian, JW Wang, J Li, B Han - The Plant Journal, 2021 - Wiley Online Library
Crop production is facing unprecedented challenges. Despite the fact that the food supply
has significantly increased over the past half‐century,~ 8.9 and 14.3% people are still …

[HTML][HTML] Plant phenotyping: past, present, and future

R Pieruschka, U Schurr - Plant Phenomics, 2019 - spj.science.org
A plant develops the dynamic phenotypes from the interaction of the plant with the
environment. Understanding these processes that span plant's lifetime in a permanently …

Next-generation breeding strategies for climate-ready crops

A Razzaq, P Kaur, N Akhter, SH Wani… - Frontiers in Plant …, 2021 - frontiersin.org
Climate change is a threat to global food security due to the reduction of crop productivity
around the globe. Food security is a matter of concern for stakeholders and policymakers as …

A physio-morphological trait-based approach for breeding drought tolerant wheat

K Khadka, HJ Earl, MN Raizada, A Navabi - Frontiers in plant science, 2020 - frontiersin.org
In the past, there have been drought events in different parts of the world, which have
negatively influenced the productivity and production of various crops including wheat …

Opportunity and challenges of phenotyping plant salt tolerance

Y Hu, U Schmidhalter - Trends in plant science, 2023 - cell.com
Salinity is a key factor limiting agricultural production worldwide. Recent advances in field
phenotyping have enabled the recording of the environmental history and dynamic …

[HTML][HTML] Integrating artificial intelligence and high-throughput phenotyping for crop improvement

M Sheikh, F Iqra, H Ambreen, KA Pravin, M Ikra… - Journal of Integrative …, 2024 - Elsevier
Crop improvement is crucial for addressing the global challenges of food security and
sustainable agriculture. Recent advancements in high-throughput phenotyping (HTP) …

Artificial intelligence, big data and machine learning approaches in precision medicine & drug discovery

A Nayarisseri, R Khandelwal, P Tanwar… - Current drug …, 2021 - ingentaconnect.com
Artificial Intelligence revolutionizes the drug development process that can quickly identify
potential biologically active compounds from millions of candidate within a short period. The …

Phenotyping: new windows into the plant for breeders

M Watt, F Fiorani, B Usadel, U Rascher… - Annual review of …, 2020 - annualreviews.org
Plant phenotyping enables noninvasive quantification of plant structure and function and
interactions with environments. High-capacity phenotyping reaches hitherto inaccessible …