Crop phenomics and high-throughput phenotyping: past decades, current challenges, and future perspectives
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 …
genomics studies have stepped into the big-data and high-throughput era. However …
Machine learning for high-throughput stress phenotyping in plants
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 …
deluge of high-resolution images and sensor data of plants. However, extracting patterns …
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 …
multiple sensors for phenotyping various biotic and abiotic stresses throughout the …
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 …
phenotyping capabilities limits our ability to dissect the genetics of quantitative traits …
Estimating biomass of barley using crop surface models (CSMs) derived from UAV-based RGB imaging
Crop monitoring is important in precision agriculture. Estimating above-ground biomass
helps to monitor crop vitality and to predict yield. In this study, we estimated fresh and dry …
helps to monitor crop vitality and to predict yield. In this study, we estimated fresh and dry …
Comprehensive evaluation of mapping complex traits in wheat using genome-wide association studies
Genome-wide association studies (GWAS) are effectively applied to detect the marker trait
associations (MTAs) using whole genome-wide variants for complex quantitative traits in …
associations (MTAs) using whole genome-wide variants for complex quantitative traits in …
High throughput determination of plant height, ground cover, and above-ground biomass in wheat with LiDAR
JA Jimenez-Berni, DM Deery… - Frontiers in plant …, 2018 - frontiersin.org
Crop improvement efforts are targeting increased above-ground biomass and radiation-use
efficiency as drivers for greater yield. Early ground cover and canopy height contribute to …
efficiency as drivers for greater yield. Early ground cover and canopy height contribute to …
Yield estimation in cotton using UAV-based multi-sensor imagery
Highlights•Site-specific cotton yield estimation was conducted.•The performance of multiple
image sensors were evaluated.•Data were registered based on image features.•Methods …
image sensors were evaluated.•Data were registered based on image features.•Methods …
Coping with drought: stress and adaptive responses in potato and perspectives for improvement
Potato (Solanum tuberosum L.) is often considered as a drought sensitive crop and its
sustainable production is threatened due to frequent drought episodes. There has been …
sustainable production is threatened due to frequent drought episodes. There has been …
Close range hyperspectral imaging of plants: A review
Highlights•HSI is an automated, non-destructive and rapid alternative to explore plant
traits.•It acquires both chemical and structural information related with plant …
traits.•It acquires both chemical and structural information related with plant …