Machine learning for image-based multi-omics analysis of leaf veins
Y Zhang, N Zhang, X Chai, T Sun - Journal of Experimental …, 2023 - academic.oup.com
Veins are a critical component of the plant growth and development system, playing an
integral role in supporting and protecting leaves, as well as transporting water, nutrients, and …
integral role in supporting and protecting leaves, as well as transporting water, nutrients, and …
[HTML][HTML] Network feature-based phenotyping of leaf venation robustly reconstructs the latent space
K Iwamasa, K Noshita - PLOS Computational Biology, 2023 - journals.plos.org
Despite substantial variation in leaf vein architectures among angiosperms, a typical
hierarchical network pattern is shared within clades. Functional demands (eg, hydraulic …
hierarchical network pattern is shared within clades. Functional demands (eg, hydraulic …
grasviq: an image analysis framework for automatically quantifying vein number and morphology in grass leaves
Beyond facilitating transport and providing mechanical support to the leaf, veins have
important roles in the performance and productivity of plants and the ecosystem. In recent …
important roles in the performance and productivity of plants and the ecosystem. In recent …
Automated and accurate segmentation of leaf venation networks via deep learning
Leaf vein network geometry can predict levels of resource transport, defence and
mechanical support that operate at different spatial scales. However, it is challenging to …
mechanical support that operate at different spatial scales. However, it is challenging to …
Extraction of leaf-vein parameters and classification of plants using machine learning
The venation network present in plant leaves carries a fingerprint of the species and their
analysis is likely to provide deep insights about the identity of the plants and the surrounding …
analysis is likely to provide deep insights about the identity of the plants and the surrounding …
Phenovein—a tool for leaf vein segmentation and analysis
J Bühler, L Rishmawi, D Pflugfelder, G Huber… - Plant …, 2015 - academic.oup.com
Precise measurements of leaf vein traits are an important aspect of plant phenotyping for
ecological and genetic research. Here, we present a powerful and user-friendly image …
ecological and genetic research. Here, we present a powerful and user-friendly image …
Leaf extraction and analysis framework graphical user interface: segmenting and analyzing the structure of leaf veins and areoles
Interest in the structure and function of physical biological networks has spurred the
development of a number of theoretical models that predict optimal network structures …
development of a number of theoretical models that predict optimal network structures …
How dense can you be? New automatic measures of vein density in angiosperm leaves
WA Green, JM Losada - Applications in Plant Sciences, 2023 - Wiley Online Library
Premise Because of the trade‐off between water loss and carbon dioxide assimilation, the
conductivity of the transpiration path in a leaf is an important limit on photosynthesis. Closely …
conductivity of the transpiration path in a leaf is an important limit on photosynthesis. Closely …
[HTML][HTML] A fast and automatic method for leaf vein network extraction and vein density measurement based on object-oriented classification
J Zhu, J Yao, Q Yu, W He, C Xu, G Qin, Q Zhu… - Frontiers in Plant …, 2020 - frontiersin.org
Rapidly determining leaf vein network patterns and vein densities is biologically important
and technically challenging. Current methods, however, are limited to vein contour …
and technically challenging. Current methods, however, are limited to vein contour …
Identification of novel regulators required for early development of vein pattern in the cotyledons by single‐cell RNA‐sequencing
Z Liu, J Wang, Y Zhou, Y Zhang, A Qin, X Yu… - The Plant …, 2022 - Wiley Online Library
The leaf veins of higher plants contain a highly specialized vascular system comprised of
xylem and phloem cells that transport water, organic compounds and mineral nutrients. The …
xylem and phloem cells that transport water, organic compounds and mineral nutrients. The …