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Fine-Grained Recognition in High-throughput Phenotyping
2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), 2020Fine-Grained Recognition aims to classify sub-category objects such as bird species and car models from imagery. In High-throughput Phenotyping, the required task is to classify individual plant cultivars to assist plant breeding, which has posed three challenges: 1) it is easy to overfit complex features and models, 2) visual conditions change during ...
Beichen Lyu +2 more
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High-throughput phenotyping for crop improvement in the genomics era.
Plant Science, 2019Tremendous progress has been made with continually expanding genomics technologies to unravel and understand crop genomes. However, the impact of genomics data on crop improvement is still far from satisfactory, in large part due to a lack of effective ...
R R Mir +4 more
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A ground based platform for high throughput phenotyping
Computers and Electronics in Agriculture, 2017Abstract The objective of this effort was to evaluate current commercially-available sensor technology (three sonic ranging and two NDVI sensors) for use in a ground-based platform for plant phenotyping and crop management decisions. The Global Positioning System (GPS) receiver from Trimble provided a high level of accuracy during our tests ...
Juan Enciso +4 more
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Complex phenotypic assays in high-throughput screening
Current Opinion in Chemical Biology, 2004High-throughput screening (HTS), systematically testing thousands of small molecules to find candidates for lead optimization, primarily involves exposure of purified proteins to arrayed collections of small molecules. More complex phenotypic assays, such as cell-based or whole-organism assays, traditionally have flanked HTS, preceding it to validate ...
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Field high-throughput phenotyping: the new crop breeding frontier.
Trends in Plant Science, 2014J. Araus, J. Cairns
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Scaling up high-throughput phenotyping for abiotic stress selection in the field
Theoretical and Applied Genetics, 2021Daniel T. Smith +2 more
semanticscholar +1 more source
Pitfalls and Potential of High-Throughput Plant Phenotyping Platforms
Frontiers in Plant Science, 2023Fabio Fiorani +2 more
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