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Editorial: Plant Phenotyping and Phenomics for Plant Breeding [PDF]
Frontiers in Plant Science, 2017 A major challenge for food production in the coming decades is to meet the food demands of a growing population (Beddington, 2010). The difficulty of expanding agricultural land, along with the effect of climate change and the increase in world population are the current societal changes that make necessary to accelerate research to improve yield ...
Lobos, Gustavo A +5 more
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UAS-Based Plant Phenotyping for Research and Breeding Applications
Plant Phenomics, 2021 Unmanned aircraft system (UAS) is a particularly powerful tool for plant phenotyping, due to reasonable cost of procurement and deployment, ease and flexibility for control and operation, ability to reconfigure sensor payloads to diversify sensing, and ...
Wei Guo +7 more
doaj +1 more source
A Synthetic Review of Various Dimensions of Non-Destructive Plant Stress Phenotyping
Plants, 2023 Non-destructive plant stress phenotyping begins with traditional one-dimensional (1D) spectroscopy, followed by two-dimensional (2D) imaging, three-dimensional (3D) or even temporal-three-dimensional (T-3D), spectral-three-dimensional (S-3D), and ...
Dapeng Ye +5 more
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Doing More With Less: A Multitask Deep Learning Approach in Plant Phenotyping [PDF]
, 2020 Image-based plant phenotyping has been steadily growing and this has steeply increased the need for more efficient image analysis techniques capable of evaluating multiple plant traits. Deep learning has shown its potential in a multitude of visual tasks
Tsaftaris, Sotirios A +2 more
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Cloud architecture for plant phenotyping research [PDF]
Concurrency and Computation: Practice and Experience, 2020 SummaryDigital phenotyping is an emergent science mainly based on imagery techniques. The tremendous amount of data generated needs important cloud computing for their processing. The coupling of recent advance of distributed databases and cloud computing offers new possibilities of big data management and data sharing for the scientific research.
Debauche, Olivier +5 more
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Adaptive Transfer Learning for Plant Phenotyping
CoRR, 2022 Plant phenotyping (Guo et al. 2021; Pieruschka et al. 2019) focuses on studying the diverse traits of plants related to the plants' growth. To be more specific, by accurately measuring the plant's anatomical, ontogenetical, physiological and biochemical properties, it allows identifying the crucial factors of plants' growth in different environments ...
Wu, Jun +4 more
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Predicting Plant Growth from Time-Series Data Using Deep Learning
Remote Sensing, 2021 Phenotyping involves the quantitative assessment of the anatomical, biochemical, and physiological plant traits. Natural plant growth cycles can be extremely slow, hindering the experimental processes of phenotyping.
Robail Yasrab +3 more
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A Review on Sensing Technologies for High-Throughput Plant Phenotyping
IEEE Open Journal of Instrumentation and Measurement, 2022 The current epidemic, population growth, and decreasing arable lands lead to a severe food crisis, which calls for productive and efficient agricultural methods to ensure a sustainable food supply for mankind.
Zhenyu Ma +6 more
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Image-based phenotyping of the mature arabidopsis shoot system
, 2014 The image-based phenotyping of mature plants faces several challenges from the image acquisition to the determination of quanti- tative characteristics describing their appearance.
Haxhimusa, Yll +3 more
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Convolutional Neural Networks for Image-Based High-Throughput Plant Phenotyping: A Review
Plant Phenomics, 2020 Plant phenotyping has been recognized as a bottleneck for improving the efficiency of breeding programs, understanding plant-environment interactions, and managing agricultural systems.
Yu Jiang, Changying Li
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