[HTML][HTML] 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 …
[HTML][HTML] Crop phenomics and high-throughput phenotyping: past decades, current challenges, and future perspectives
Since whole-genome sequencing of many crops has been achieved, crop functional
genomics studies have stepped into the big-data and high-throughput era. However …
genomics studies have stepped into the big-data and high-throughput era. However …
[HTML][HTML] Convolutional neural networks for image-based high-throughput plant phenotyping: a review
Plant phenotyping has been recognized as a bottleneck for improving the efficiency of
breeding programs, understanding plant-environment interactions, and managing …
breeding programs, understanding plant-environment interactions, and managing …
[HTML][HTML] Machine learning in plant science and plant breeding
Technological developments have revolutionized measurements on plant genotypes and
phenotypes, leading to routine production of large, complex data sets. This has led to …
phenotypes, leading to routine production of large, complex data sets. This has led to …
[HTML][HTML] Crop improvement from phenotyping roots: highlights reveal expanding opportunities
Root systems determine the water and nutrients for photosynthesis and harvested products,
underpinning agricultural productivity. We highlight 11 programs that integrated root traits …
underpinning agricultural productivity. We highlight 11 programs that integrated root traits …
Automatic organ-level point cloud segmentation of maize shoots by integrating high-throughput data acquisition and deep learning
Y Li, W Wen, T Miao, S Wu, Z Yu, X Wang, X Guo… - … and Electronics in …, 2022 - Elsevier
Point cloud segmentation is essential for studying the 3D spatial characteristics of plants.
Notably, the segmentation accuracy greatly impacts subsequent 3D plant phenotypes …
Notably, the segmentation accuracy greatly impacts subsequent 3D plant phenotypes …
New approaches to improve crop tolerance to biotic and abiotic stresses
M Gonzalez Guzman, F Cellini… - Physiologia …, 2022 - Wiley Online Library
During the last years, a great effort has been dedicated at the development and employment
of diverse approaches for achieving more stress‐tolerant and climate‐flexible crops and …
of diverse approaches for achieving more stress‐tolerant and climate‐flexible crops and …
Novel materials for urban farming
Scarcity of natural resources, shifting demographics, climate change, and increasing waste
are four major challenges in the quest to feed the exploding world population. These …
are four major challenges in the quest to feed the exploding world population. These …
[HTML][HTML] Robotic technologies for high-throughput plant phenotyping: Contemporary reviews and future perspectives
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 …
plant breeders seek to increase crop productivity and produce more food for the future, the …
[HTML][HTML] High-throughput plant phenotyping platform (HT3P) as a novel tool for estimating agronomic traits from the lab to the field
Food scarcity, population growth, and global climate change have propelled crop yield
growth driven by high-throughput phenotyping into the era of big data. However, access to …
growth driven by high-throughput phenotyping into the era of big data. However, access to …