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 …

[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 …

grasviq: an image analysis framework for automatically quantifying vein number and morphology in grass leaves

JM Robil, K Gao, CM Neighbors, M Boeding… - The Plant …, 2021 - Wiley Online Library
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 …

Automated and accurate segmentation of leaf venation networks via deep learning

H Xu, B Blonder, M Jodra, Y Malhi, M Fricker - New Phytologist, 2021 - Wiley Online Library
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 …

Extraction of leaf-vein parameters and classification of plants using machine learning

G Samanta, A Chakrabarti, BB Bhattacharya - Proceedings of International …, 2021 - Springer
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 …

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 …

Leaf extraction and analysis framework graphical user interface: segmenting and analyzing the structure of leaf veins and areoles

CA Price, O Symonova, Y Mileyko, T Hilley… - Plant …, 2011 - academic.oup.com
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 …

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 …

[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 …

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 …