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 …

High-throughput proximal ground crop phenoty** systems–A comprehensive review

Z Rui, Z Zhang, M Zhang, A Azizi… - … and Electronics in …, 2024‏ - Elsevier
Current crop phenoty** mainly relies on manual measurements and visual inspection for
data collection and crop assessment, which is labor-intensive, subjective, and inefficient …

Wheat height estimation using LiDAR in comparison to ultrasonic sensor and UAS

W Yuan, J Li, M Bhatta, Y Shi, PS Baenziger, S Ninomiya - Breeding Science, 2022‏ - jstage.jst.go.jp
In contrast to the rapid advances made in plant genoty**, plant phenoty** is considered
a bottleneck in plant science. This has promoted high-throughput plant phenoty** (HTP) …

Implementation of an algorithm for automated phenoty** through plant 3D-modeling: A practical application on the early detection of water stress

R Rossi, S Costafreda-Aumedes, L Leolini… - … and Electronics in …, 2022‏ - Elsevier
High-throughput plant phenoty** requires integrated image-based tools for automated
and simultaneous quantification of multiple morphological and physiological traits, which are …

[HTML][HTML] Rapid mosaicking of unmanned aerial vehicle (UAV) images for crop growth monitoring using the SIFT algorithm

J Zhao, X Zhang, C Gao, X Qiu, Y Tian, Y Zhu, W Cao - Remote Sensing, 2019‏ - mdpi.com
To improve the efficiency and effectiveness of mosaicking unmanned aerial vehicle (UAV)
images, we propose in this paper a rapid mosaicking method based on scale-invariant …

[HTML][HTML] Field estimation of maize plant height at jointing stage using an RGB-D camera

R Qiu, M Zhang, Y He - The Crop Journal, 2022‏ - Elsevier
Plant height can be used for assessing plant vigor and predicting biomass and yield. Manual
measurement of plant height is time-consuming and labor-intensive. We describe a method …

High-precision plant height measurement by drone with RTK-GNSS and single camera for real-time processing

Y Matsuura, Z Heming, K Nakao, C Qiong… - Scientific Reports, 2023‏ - nature.com
Conventional crop height measurements performed using aerial drone images require 3D
reconstruction results of several aerial images obtained through structure from motion …

Imaging wheat canopy through stereo vision: Overcoming the challenges of the laboratory to field transition for morphological features extraction

S Dandrifosse, A Bouvry, V Leemans… - Frontiers in plant …, 2020‏ - frontiersin.org
Stereo vision is a 3D imaging method that allows quick measurement of plant architecture.
Historically, the method has mainly been developed in controlled conditions. This study …

[HTML][HTML] Impact of camera viewing angle for estimating leaf parameters of wheat plants from 3D point clouds

M Li, RR Shamshiri, M Schirrmann, C Weltzien - Agriculture, 2021‏ - mdpi.com
Estimation of plant canopy using low-altitude imagery can help monitor the normal growth
status of crops and is highly beneficial for various digital farming applications such as …