Explainable deep learning in plant phenotyping

S Mostafa, D Mondal, K Panjvani, L Kochian… - Frontiers in Artificial …, 2023 - frontiersin.org
The increasing human population and variable weather conditions, due to climate change,
pose a threat to the world's food security. To improve global food security, we need to …

The State of the Art in Root System Architecture Image Analysis Using Artificial Intelligence: A Review

BJ Weihs, DJ Heuschele, Z Tang, LM York… - Plant …, 2024 - spj.science.org
Roots are essential for acquiring water and nutrients to sustain and support plant growth and
anchorage. However, they have been studied less than the aboveground traits in …

A method of cotton root segmentation based on edge devices

Q Yu, H Tang, L Zhu, W Zhang, L Liu… - Frontiers in Plant …, 2023 - frontiersin.org
The root is an important organ for plants to absorb water and nutrients. In situ root research
method is an intuitive method to explore root phenotype and its change dynamics. At …

Root phenotype detection of rice seedling under nitrogen conditions based on terahertz imaging technique

H Luo, X Wan, Z Chen, K Jiang, Y Yu, W Lu - Computers and Electronics in …, 2024 - Elsevier
Root phenotype detection is the basis for screening of dominant root and improving of seed
breeding. The efficiency of root phenotype detection is restricted by the concealment and …

RhizoNet segments plant roots to assess biomass and growth for enabling self-driving labs

Z Sordo, P Andeer, J Sethian, T Northen… - Scientific Reports, 2024 - nature.com
Flatbed scanners are commonly used for root analysis, but typical manual segmentation
methods are time-consuming and prone to errors, especially in large-scale, multi-plant …

Research on the detection method of phenotypic information of Pinus massoniana Lamb. seedling root system

Y Li, H Xia, Y Liu, Q Sun, L Huo, X Ni - Signal, Image and Video …, 2024 - Springer
Abstract Pinus massoniana (Lamb.) safeguards China's forestry carbon sequestration value
and plays a crucial role in achieving dual-carbon goals. The phenotypic information of the …

[PDF][PDF] Root2Graph: A Graph-based Semantic Segmentation Architecture For Plant Roots

P Macha - 2023 - harvest.usask.ca
Plant growth is significantly dependent on roots because roots play a crucial role in water
and nutrient uptake. Traditional convolutional neural network (CNN) models extract binary …

A Review of Deep Learning in The Field of Plant Root Segmentation

W Liao - Academic Journal of Science and Technology, 2023 - drpress.org
Plant root segmentation is an important research task, which is of great significance for
understanding plant growth and development process. Deep learning has become a …

Application of Airborne RadarTechnology in DEM Production

S Zhao - Academic Journal of Science and Technology, 2023 - drpress.org
Since its appearance, airborne laser scanning technology has become more convenient
and modern with the continuous progress and development of science and technology …