AIMC Topic: Phenomics
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Multi-modal deep learning improves grain yield prediction in wheat breeding by fusing genomics and phenomics.
Bioinformatics (Oxford, England)
Jun 1, 2023
MOTIVATION: Developing new crop varieties with superior performance is highly important to ensure robust and sustainable global food security. The speed of variety development is limited by long field cycles and advanced generation selections in plan...
Temporal Phenomics - A Powerful Approach Using AI to Achieve "Earlier Medicine".
Studies in health technology and informatics
Oct 26, 2022
The resurgence of machine learning AI has triggered the importance of collecting "personal big data" over a long period of time from wearable devices and EHRs. Collecting data from this large number of variables over a significant period of time has ...
Machine Learning for Image Analysis: Leaf Disease Segmentation.
Methods in molecular biology (Clifton, N.J.)
Jan 1, 2022
Plant phenomics field has seen a great increase in scalability in the last decade mainly due to technological advances in remote sensors and phenotyping platforms. These are capable of screening thousands of plants many times throughout the day, gene...
Computational aspects underlying genome to phenome analysis in plants.
The Plant journal : for cell and molecular biology
Jan 1, 2019
Recent advances in genomics technologies have greatly accelerated the progress in both fundamental plant science and applied breeding research. Concurrently, high-throughput plant phenotyping is becoming widely adopted in the plant community, promisi...
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