Plant phenomics: fundamental bases, software and hardware platforms, and machine learning

VV Demidchik, AY Shashko, UY Bandarenka… - Russian Journal of Plant …, 2020 - Springer
In recent years, a new branch of plant physiology, plant phenomics, which focuses on
identifying patterns of organization and changes in plant Phenomes, ie, physical and …

Combining computer vision and deep learning to enable ultra-scale aerial phenotyping and precision agriculture: A case study of lettuce production

A Bauer, AG Bostrom, J Ball, C Applegate… - Horticulture …, 2019 - academic.oup.com
Aerial imagery is regularly used by crop researchers, growers and farmers to monitor crops
during the growing season. To extract meaningful information from large-scale aerial images …

Plant phenomics:: history, present status and challenges

J Zhou, F Tardieu, T Pridmore, J Doonan… - Journal of Nanjing …, 2018 - research.aber.ac.uk
With the development of remote sensing, robotics, computer vision and artificial intelligence,
plant phenomics research has been developing rapidly in recent years. Here, we first …

What is cost-efficient phenotyping? Optimizing costs for different scenarios

D Reynolds, F Baret, C Welcker, A Bostrom, J Ball… - Plant Science, 2019 - Elsevier
Progress in remote sensing and robotic technologies decreases the hardware costs of
phenotyping. Here, we first review cost-effective imaging devices and environmental …

[HTML][HTML] 植物表型组学: 发展, 现状与挑战

周济, 程涛, 朱艳, 王秀娥, 姜东, 丁艳锋 - 南京农业大学学报, 2018 - html.rhhz.net
随着遥感, 机器人技术, 计算机视觉和人工智能的发展, 植物表型组学研究已经步入了快速成长
阶段. 本文首先介绍了植物表型组学的发展简史, 包括其理论核心, 研究方法 …

[HTML][HTML] An exploration of deep-learning based phenotypic analysis to detect spike regions in field conditions for UK bread wheat

T Alkhudaydi, D Reynolds, S Griffiths, J Zhou… - Plant …, 2019 - spj.science.org
Wheat is one of the major crops in the world, with a global demand expected to reach 850
million tons by 2050 that is clearly outpacing current supply. The continual pressure to …

Феномика растений: фундаментальные основы, программно-аппаратные платформы и методы машинного обучения

ВВ Демидчик, АЮ Шашко, ВЮ Бондаренко… - Физиология …, 2020 - elibrary.ru
В последние годы сформировался новый раздел физиологии растений–феномика
растений, который фокусируется на выявлении закономерностей организации и …

植物及烟草表型组学大数据研究进展.

卢鹏, 金静静, 曹培健, 许亚龙… - Tobacco Science & …, 2021 - search.ebscohost.com
随着高通量植物表型采集技术的不断发展和完善, 产生了大量的植物表型数据,
日渐形成植物表型组学大数据. 为了解植物表型组学的发展状况, 从而为从事植物表型研究和 …

[PDF][PDF] Basic principles and main applications of plant phenomics.

A Shashko, U Bandarenka… - … in Biology & Earth …, 2021 - jomardpublishing.com
In recent years, a new area of plant biology, the so-called plant phenomics, has been rapidly
progressing and allowing for non-invasive, fast and high-throughput analysis of the plant …

Large-scale field phenotyping using backpack LiDAR and GUI-based CropQuant-3D to measure structural responses to different nitrogen treatments in wheat

Y Zhu, G Sun, G Ding, J Zhou, M Wen, S Jin, Q Zhao… - bioRxiv, 2021 - biorxiv.org
Plant phenomics is widely recognised as a key area to bridge the gap between traits of
agricultural importance and genomic information. A wide range of field-based phenotyping …