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Frontiers in Plant Science, 2021 Phenotyping plants is an essential component of any effort to develop new crop varieties. As plant breeders seek to increase crop productivity and produce more food for the future, the amount of phenotype information they require will also increase ...
Abbas Atefi +3 more
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Information Processing in Agriculture, 2023 Today there is a rapid development taking place in phenotyping of plants using non-destructive image based machine vision techniques. Machine vision based plant phenotyping ranges from single plant trait estimation to broad assessment of crop canopy for ...
Shrikrishna Kolhar, Jayant Jagtap
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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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High-Throughput Field-Phenotyping Tools for Plant Breeding and Precision Agriculture
Agronomy, 2019 High-throughput field phenotyping has garnered major attention in recent years leading to the development of several new protocols for recording various plant traits of interest.
Aakash Chawade +5 more
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Deep Plant Phenomics: A Deep Learning Platform for Complex Plant Phenotyping Tasks
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
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Image-Based High-Throughput Phenotyping in Horticultural Crops
Plants, 2023 Plant phenotyping is the primary task of any plant breeding program, and accurate measurement of plant traits is essential to select genotypes with better quality, high yield, and climate resilience.
Alebel Mekuriaw Abebe +4 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
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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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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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Plant Phenomics, 2023 Observable morphological traits are widely employed in plant phenotyping for breeding use, which are often the external phenotypes driven by a chain of functional actions in plants.
Pengpeng Zhang +5 more
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