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 …
Deep learning: As the new frontier in high-throughput plant phenotyping
With climate change and ever-increasing population growth, the pace of varietal
development needs to be accelerated in order to feed a population of 10 billion by 2050 …
development needs to be accelerated in order to feed a population of 10 billion by 2050 …
High-throughput plant phenotyping platform (HT3P) as a novel tool for estimating agronomic traits from the lab to the field
Food scarcity, population growth, and global climate change have propelled crop yield
growth driven by high-throughput phenotyping into the era of big data. However, access to …
growth driven by high-throughput phenotyping into the era of big data. However, access to …
High-resolution satellite imagery applications in crop phenotyping: An overview
Over the past ten years, plant phenotyping technologies that utilize sensing and data mining
approaches to estimate crop traits in a high-throughput and objective manner, have been …
approaches to estimate crop traits in a high-throughput and objective manner, have been …
UAV and machine learning based refinement of a satellite-driven vegetation index for precision agriculture
Precision agriculture is considered to be a fundamental approach in pursuing a low-input,
high-efficiency, and sustainable kind of agriculture when performing site-specific …
high-efficiency, and sustainable kind of agriculture when performing site-specific …
Phenotyping for waterlogging tolerance in crops: current trends and future prospects
Yield losses to waterlogging are expected to become an increasingly costly and frequent
issue in some regions of the world. Despite the extensive work that has been carried out …
issue in some regions of the world. Despite the extensive work that has been carried out …
Crop phenotyping in a context of global change: What to measure and how to do it
High‐throughput crop phenotyping, particularly under field conditions, is nowadays
perceived as a key factor limiting crop genetic advance. Phenotyping not only facilitates …
perceived as a key factor limiting crop genetic advance. Phenotyping not only facilitates …
[HTML][HTML] Integrating spectral and textural information for identifying the tasseling date of summer maize using UAV based RGB images
The extraction of phenological events in forest and agriculture commonly relies on
Vegetation Indices (VI) composed by visible and near infrared bands from satellite images …
Vegetation Indices (VI) composed by visible and near infrared bands from satellite images …
The potential of UAV and very high-resolution satellite imagery for yellow and stem rust detection and phenotyping in Ethiopia
G Blasch, T Anberbir, T Negash, L Tilahun… - Scientific Reports, 2023 - nature.com
Very high (spatial and temporal) resolution satellite (VHRS) and high-resolution unmanned
aerial vehicle (UAV) imagery provides the opportunity to develop new crop disease …
aerial vehicle (UAV) imagery provides the opportunity to develop new crop disease …
Scaling up high-throughput phenotyping for abiotic stress selection in the field
Key message High-throughput phenotyping (HTP) is in its infancy for deployment in large-
scale breeding programmes. With the ability to measure correlated traits associated with …
scale breeding programmes. With the ability to measure correlated traits associated with …