High-throughput estimation of crop traits: A review of ground and aerial phenoty** platforms

X **, PJ Zarco-Tejada, U Schmidhalter… - … and Remote Sensing …, 2020 - ieeexplore.ieee.org
Crop yields need to be improved in a sustainable manner to meet the expected worldwide
increase in population over the coming decades as well as the effects of anticipated climate …

Machine learning for high-throughput stress phenoty** in plants

A Singh, B Ganapathysubramanian, AK Singh… - Trends in plant …, 2016 - cell.com
Advances in automated and high-throughput imaging technologies have resulted in a
deluge of high-resolution images and sensor data of plants. However, extracting patterns …

[HTML][HTML] A 3D functional plant modelling framework for agricultural digital twins

C Mitsanis, W Hurst, B Tekinerdogan - Computers and Electronics in …, 2024 - Elsevier
Digital twins are a core industry 4.0 technology enabling the virtual replication of real-world
objects, mimicking behaviours and states throughout their lifespan. While digital twins have …

A review of imaging techniques for plant phenoty**

L Li, Q Zhang, D Huang - Sensors, 2014 - mdpi.com
Given the rapid development of plant genomic technologies, a lack of access to plant
phenoty** capabilities limits our ability to dissect the genetics of quantitative traits …

Challenges and opportunities in machine-augmented plant stress phenoty**

A Singh, S Jones, B Ganapathysubramanian… - Trends in Plant …, 2021 - cell.com
Plant stress phenoty** is essential to select stress-resistant varieties and develop better
stress-management strategies. Standardization of visual assessments and deployment of …

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 …

[HTML][HTML] Plant trait estimation and classification studies in plant phenoty** using machine vision–A review

S Kolhar, J Jagtap - Information Processing in Agriculture, 2023 - Elsevier
Today there is a rapid development taking place in phenoty** of plants using non-
destructive image based machine vision techniques. Machine vision based plant …

Measuring crops in 3D: using geometry for plant phenoty**

S Paulus - Plant methods, 2019 - Springer
Using 3D sensing for plant phenoty** has risen within the last years. This review provides
an overview on 3D traits for the demands of plant phenoty** considering different …

Pheno4D: A spatio-temporal dataset of maize and tomato plant point clouds for phenoty** and advanced plant analysis

D Schunck, F Magistri, RA Rosu, A Cornelißen… - Plos one, 2021 - journals.plos.org
Understanding the growth and development of individual plants is of central importance in
modern agriculture, crop breeding, and crop science. To this end, using 3D data for plant …

Automated phenoty** of plant shoots using imaging methods for analysis of plant stress responses–a review

JF Humplík, D Lazár, A Husičková, L Spíchal - Plant methods, 2015 - Springer
Current methods of in-house plant phenoty** are providing a powerful new tool for plant
biology studies. The self-constructed and commercial platforms established in the last few …