[HTML][HTML] Grain Crop Yield Prediction Using Machine Learning Based on UAV Remote Sensing: A Systematic Literature Review

J Yuan, Y Zhang, Z Zheng, W Yao, W Wang, L Guo - Drones, 2024 - mdpi.com
Preharvest crop yield estimation is crucial for achieving food security and managing crop
growth. Unmanned aerial vehicles (UAVs) can quickly and accurately acquire field crop …

[HTML][HTML] Use of Unmanned Aerial Vehicles for Monitoring Pastures and Forages in Agricultural Sciences: A Systematic Review

WM Santos, LDCS Martins, AC Bezerra, LSB Souza… - Drones, 2024 - mdpi.com
With the growing demand for efficient solutions to face the challenges posed by population
growth and climate change, the use of unmanned aerial vehicles (UAVs) emerges as a …

A Hybrid Synthetic Minority Oversampling Technique and Deep Neural Network Framework for Improving Rice Yield Estimation in an Open Environment.

J Yuan, Z Zheng, C Chu, W Wang, L Guo - Agronomy, 2024 - search.ebscohost.com
Quick and accurate prediction of crop yields is beneficial for guiding crop field management
and genetic breeding. This paper utilizes the fast and non-destructive advantages of an …

Bridging the gap between hyperspectral imaging and crop breeding: soybean yield prediction and lodging classification with prototype contrastive learning

G Sun, Y Zhang, L Wang, L Zhou, S Fei, S Han… - … and Electronics in …, 2025 - Elsevier
Yield and lodging are crucial indicators in soybean breeding. The development of
unmanned aerial vehicle (UAV) equipped with hyperspectral imaging technologies provides …

[HTML][HTML] Three-Dimensional Reconstruction, Phenotypic Traits Extraction, and Yield Estimation of Shiitake Mushrooms Based on Structure from Motion and Multi-View …

X Xu, J Li, J Zhou, P Feng, H Yu, Y Ma - Agriculture, 2025 - mdpi.com
Phenotypic traits of fungi and their automated extraction are crucial for evaluating genetic
diversity, breeding new varieties, and estimating yield. However, research on the high …

Method for Monitoring Wheat Growth Status and Estimating Yield Based on UAV Multispectral Remote Sensing

J Zhu, Y Li, C Wang, P Liu, Y Lan - Agronomy, 2024 - mdpi.com
An efficient and accurate estimation of wheat growth and yield is important for wheat
assessment and field management. To improve the accuracy and stability of wheat growth …

[PDF][PDF] GLOBAL FOOD PRODUCTION HOTSPOT & MITIGATION ANALYSIS

H Bushell - 2024 - bren.ucsb.edu
The primary goal of this project is to aid the United Nations Environment Programme (UNEP)
in evaluating global food production. The UN Sustainable Development Goals (SDGs) …