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The evolution of plant phenomics: global insights, trends, and collaborations (2000-2021) [PDF]

Frontiers in Plant Science
IntroductionPhenomics, an interdisciplinary field that investigates the relationships between genomics and environmental factors, has significantly advanced plant breeding by offering comprehensive insights into plant traits from molecular to ...
Lana Awada, Peter W. B. Phillips, Ana Maria Bodan   +2 more
doaj   +4 more sources

Deep Plant Phenomics: A Deep Learning Platform for Complex Plant Phenotyping Tasks [PDF]

Frontiers in Plant Science, 2017
Plant phenomics has received increasing interest in recent years in an attempt to bridge the genotype-to-phenotype knowledge gap. There is a need for expanded high-throughput phenotyping capabilities to keep up with an increasing amount of data from high-
Jordan R. Ubbens, Ian Stavness
doaj   +4 more sources

WinRoots: A High-Throughput Cultivation and Phenotyping System for Plant Phenomics Studies Under Soil Stress [PDF]

Frontiers in Plant Science, 2022
Soil stress, such as salinity, is a primary cause of global crop yield reduction. Existing crop phenotyping platforms cannot fully meet the specific needs of phenomics studies of plant response to soil stress in terms of throughput, environmental ...
Yangyang Zhang, Wenjing Zhang, Qicong Cao, Xiaojian Zheng, Jingting Yang, Tong Xue, Wenhao Sun, Xinrui Du, Lili Wang, Jing Wang, Fengying Zhao, Fengning Xiang, Shuo Li   +12 more
doaj   +2 more sources

Proximal and remote sensing in plant phenomics: 20 years of progress, challenges, and perspectives [PDF]

Plant Communications, 2022
Qinghua Guo, Dong Jiang
exaly   +2 more sources

Mind(the)Plant: An expandable multimodal facility for the integrated characterization of plant behaviour. [PDF]

Methods Ecol Evol
Abstract Understanding plant behaviour requires the integration of multiple phenotypic and physiological signals measured over time under controlled conditions. However, different plant signals are typically studied using separate experimental setups, limiting temporal alignment and integrative analyses.
Simonetti V, Bonato B, Guerra S, Avesani S, Semenzato L, Bulgheroni M, Gjinaj G, Ravazzolo L, Dadda M, Castiello U.   +9 more
europepmc   +2 more sources

Omics-driven plant breeding through phenomics-enviromics crosstalk [PDF]

Nature Communications
Genomics, including all molecular omics, is driven by molecular data, while phenomics and enviromics rely on phenotypic and environmental data. Yet phenotyping is often conducted under poorly characterized environments, limiting the interpretation of ...
Huihui Li, Shang Gao, Takele Weldu Gebrewahid, Wen-Xue Li, Jiankang Wang, Zhiguo Han, Matthew P. Reynolds, Jose Luis Araus, Sarah Hearne, Yunbi Xu   +9 more
doaj   +2 more sources

Plant Phenomics: Emerging Transdisciplinary Science [PDF]

Plant Phenomics, 2019
Seishi Ninomiya, Frédéric Baret, Zong-Ming (Max) Cheng   +2 more
doaj   +2 more sources

Cell-based crop phenotyping for future climates. [PDF]

New Phytol
Flow‐chart diagram illustrating the proposed pathway for improving the throughput of fluorescence imaging‐based phenotyping by using robotics and machine learning (ML) approaches. Summary Abiotic stress tolerance has been significantly weakened in modern crops during the domestication process.
Shabala S, Yun P, Chen ZH, Zhou M, Yu M, Bazihizina N.   +5 more
europepmc   +2 more sources

Deep learning for three-dimensional (3D) plant phenomics [PDF]

Plant Phenomics
Shichao Jin
exaly   +2 more sources

A 3D Print Repository for Plant Phenomics [PDF]

Plant Phenomics, 2020
M. Griffiths
doaj   +2 more sources