Progress in the application of cnn-based image classification and recognition in whole crop growth cycles

F Yu, Q Zhang, J Xiao, Y Ma, M Wang, R Luan, X Liu… - Remote Sensing, 2023 - mdpi.com
The categorization and identification of agricultural imagery constitute the fundamental
requisites of contemporary farming practices. Among the various methods employed for …

Unlocking plant secrets: A systematic review of 3D imaging in plant phenotyping techniques

MS Akhtar, Z Zafar, R Nawaz, MM Fraz - Computers and Electronics in …, 2024 - Elsevier
Phenotyping is a systematic process of quantifying and assessing a wide range of structural
and physiological traits to understand the intricate interplay between an organism's genetic …

Automatic counting of lettuce using an improved YOLOv5s with multiple lightweight strategies

P Zhang, D Li - Expert Systems with Applications, 2023 - Elsevier
Crop counting plays different roles in different growth stages. The counting of the early stage
is used to evaluate seed germination rate and seedling survival rate, the counting during …

[HTML][HTML] Large-Scale Mapping of Maize Plant Density Using Multi-Temporal Optical and Radar Data: Models, Potential and Application Strategy

J Xiao, Y Zhang, X Du, Q Li, H Wang, Y Wang, J Xu… - Plants, 2024 - mdpi.com
Accurate crop density estimation is critical for effective agricultural resource management,
yet existing methods face challenges due to data acquisition difficulties and low model …

基于CNN 的作物分类识别图像获取平台研究进展

张倩, 王明, 于峰, 陶震宇, 张辉, 李刚 - 中国农机化学报, 2024 - aeeisp.com
基于机器视觉的作物精准分类识别是农业自动化, 智能化作业的前提. 在作物图像分类识别任务
中, 卷积神经网络(CNN) 是当前应用最广泛的算法之一. 作物表型特征及生长环境的复杂性 …

Point-Cloud-Based Change Detection for Steep Slope Vineyard Agriculture

MO Mints, N Theisen, P Neubert… - 2023 IEEE …, 2023 - ieeexplore.ieee.org
In recent years, research and development has been focused on the digitalization and
automation of farmland. One problem is the monitoring of the growth of the plants and in …

Multitemporal Segmentation Techniques for Canapa Sativa L. Detection Through Unmanned Aerial Systems

F Gambella, F Sanna, L Ghiani, A Deidda, A Sassu - 2023 - preprints.org
Diffusion in recent decades of Cannabis sativa L. varieties with low concentrations of
tetrahydrocannabinol (THC) is leading to a specialization in the whole sector, requiring …

[PDF][PDF] Automatic Generation Algorithm for Digital Sculpture Based on CAD and Machine Vision

W Luo, D Qian - 2024 - cad-journal.net
CAD is a technology that utilizes computer technology to assist designers in designing and
drawing. This study aims to combine CAD with machine vision technology and apply it to the …