Smart breeding driven by big data, artificial intelligence, and integrated genomic-enviromic prediction
The first paradigm of plant breeding involves direct selection-based phenotypic observation,
followed by predictive breeding using statistical models for quantitative traits constructed …
followed by predictive breeding using statistical models for quantitative traits constructed …
Lidar sheds new light on plant phenomics for plant breeding and management: Recent advances and future prospects
Plant phenomics is a new avenue for linking plant genomics and environmental studies,
thereby improving plant breeding and management. Remote sensing techniques have …
thereby improving plant breeding and management. Remote sensing techniques have …
Convolutional neural networks in computer vision for grain crop phenotyping: A review
YH Wang, WH Su - Agronomy, 2022 - mdpi.com
Computer vision (CV) combined with a deep convolutional neural network (CNN) has
emerged as a reliable analytical method to effectively characterize and quantify high …
emerged as a reliable analytical method to effectively characterize and quantify high …
[HTML][HTML] Proximal and remote sensing in plant phenomics: 20 years of progress, challenges, and perspectives
Plant phenomics (PP) has been recognized as a bottleneck in studying the interactions of
genomics and environment on plants, limiting the progress of smart breeding and precise …
genomics and environment on plants, limiting the progress of smart breeding and precise …
Advances in optical phenotyping of cereal crops
Optical sensors and sensing-based phenotyping techniques have become mainstream
approaches in high-throughput phenotyping for improving trait selection and genetic gains …
approaches in high-throughput phenotyping for improving trait selection and genetic gains …
Development of high-resolution multiple-SNP arrays for genetic analyses and molecular breeding through genotyping by target sequencing and liquid chip
Z Guo, Q Yang, F Huang, H Zheng, Z Sang, Y Xu… - Plant …, 2021 - cell.com
Genotyping platforms, as critical supports for genomics, genetics, and molecular breeding,
have been well implemented at national institutions/universities in developed countries and …
have been well implemented at national institutions/universities in developed countries and …
Thermal imaging: The digital eye facilitates high-throughput phenotyping traits of plant growth and stress responses
Plant phenotyping is important for plants to cope with environmental changes and ensure
plant health. Imaging techniques are perceived as the most critical and reliable tools for …
plant health. Imaging techniques are perceived as the most critical and reliable tools for …
Automated machine learning for high-throughput image-based plant phenotyping
JCO Koh, G Spangenberg, S Kant - Remote Sensing, 2021 - mdpi.com
Automated machine learning (AutoML) has been heralded as the next wave in artificial
intelligence with its promise to deliver high-performance end-to-end machine learning …
intelligence with its promise to deliver high-performance end-to-end machine learning …
Deciphering genetic basis of developmental and agronomic traits by integrating high‐throughput optical phenotyping and genome‐wide association studies in wheat
J Gao, X Hu, C Gao, G Chen, H Feng… - Plant Biotechnology …, 2023 - Wiley Online Library
Dissecting the genetic basis of complex traits such as dynamic growth and yield potential is
a major challenge in crops. Monitoring the growth throughout growing season in a large …
a major challenge in crops. Monitoring the growth throughout growing season in a large …
High-throughput field crop phenotyping: current status and challenges
S Ninomiya - Breeding Science, 2022 - jstage.jst.go.jp
In contrast to the rapid advances made in plant genotyping, plant phenotyping is considered
a bottleneck in plant science. This has promoted high-throughput plant phenotyping (HTP) …
a bottleneck in plant science. This has promoted high-throughput plant phenotyping (HTP) …