Generative adversarial networks (GANs) for image augmentation in agriculture: A systematic review

Y Lu, D Chen, E Olaniyi, Y Huang - Computers and Electronics in …, 2022 - Elsevier
In agricultural image analysis, optimal model performance is keenly pursued for better
fulfilling visual recognition tasks (eg, image classification, segmentation, object detection …

The effect of increasing temperature on crop photosynthesis: from enzymes to ecosystems

CE Moore, K Meacham-Hensold… - Journal of …, 2021 - academic.oup.com
As global land surface temperature continues to rise and heatwave events increase in
frequency, duration, and/or intensity, our key food and fuel cropping systems will likely face …

Applications of multi-omics technologies for crop improvement

Y Yang, MA Saand, L Huang, WB Abdelaal… - Frontiers in Plant …, 2021 - frontiersin.org
Multiple “omics” approaches have emerged as successful technologies for plant systems
over the last few decades. Advances in next-generation sequencing (NGS) have paved a …

[PDF][PDF] 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 …

Monitoring plant diseases and pests through remote sensing technology: A review

J Zhang, Y Huang, R Pu, P Gonzalez-Moreno… - … and Electronics in …, 2019 - Elsevier
Plant diseases and pests endanger agriculture and forestry significantly around the world.
The implementation of non-contact, highly-efficient, and affordable methods for detecting …

[HTML][HTML] Convolutional neural networks for image-based high-throughput plant phenotyping: a review

Y Jiang, C Li - Plant Phenomics, 2020 - spj.science.org
Plant phenotyping has been recognized as a bottleneck for improving the efficiency of
breeding programs, understanding plant-environment interactions, and managing …

Translating high-throughput phenotyping into genetic gain

JL Araus, SC Kefauver, M Zaman-Allah, MS Olsen… - Trends in plant …, 2018 - cell.com
Inability to efficiently implement high-throughput field phenotyping is increasingly perceived
as a key component that limits genetic gain in breeding programs. Field phenotyping must …

A review on the practice of big data analysis in agriculture

A Kamilaris, A Kartakoullis… - Computers and electronics …, 2017 - Elsevier
To tackle the increasing challenges of agricultural production, the complex agricultural
ecosystems need to be better understood. This can happen by means of modern digital …

Emerging technologies in algal biotechnology: toward the establishment of a sustainable, algae-based bioeconomy

M Fabris, RM Abbriano, M Pernice… - Frontiers in plant …, 2020 - frontiersin.org
Mankind has recognized the value of land plants as renewable sources of food, medicine,
and materials for millennia. Throughout human history, agricultural methods were …

DNA molecular markers in plant breeding: current status and recent advancements in genomic selection and genome editing

MA Nadeem, MA Nawaz, MQ Shahid… - Biotechnology & …, 2018 - Taylor & Francis
With the development of molecular marker technology in the 1980s, the fate of plant
breeding has changed. Different types of molecular markers have been developed and …