Machine learning in agriculture: A comprehensive updated review

L Benos, AC Tagarakis, G Dolias, R Berruto, D Kateris… - Sensors, 2021 - mdpi.com
The digital transformation of agriculture has evolved various aspects of management into
artificial intelligent systems for the sake of making value from the ever-increasing data …

Deep neural networks to detect weeds from crops in agricultural environments in real-time: A review

I Rakhmatulin, A Kamilaris, C Andreasen - Remote Sensing, 2021 - mdpi.com
Automation, including machine learning technologies, are becoming increasingly crucial in
agriculture to increase productivity. Machine vision is one of the most popular parts of …

Pesticide spraying robot for precision agriculture: A categorical literature review and future trends

AT Meshram, AV Vanalkar, KB Kalambe… - Journal of Field …, 2022 - Wiley Online Library
Pesticide spraying is one of the risky and very essential task in agriculture to protect plants
from harmful organisms. Many farmers are used manual pesticide spraying devices that they …

Review of current robotic approaches for precision weed management

W Zhang, Z Miao, N Li, C He, T Sun - Current robotics reports, 2022 - Springer
Abstract Purpose of Review The goal of this review is to provide an overview of current
robotic approaches to precision weed management. This includes an investigation into …

An extensive review on agricultural robots with a focus on their perception systems

A Thakur, S Venu, M Gurusamy - Computers and Electronics in Agriculture, 2023 - Elsevier
Agriculture represents an essential aspect of human existence, providing the sustenance
necessary for survival in the form of food and various other products. Additionally, it serves …

[HTML][HTML] Smart spraying technologies for precision weed management: A review

V Vijayakumar, Y Ampatzidis, JK Schueller… - Smart Agricultural …, 2023 - Elsevier
In this study, the previous work, present status, benefits, and limitations of the state-of-the-art
technologies used in smart spraying technologies in precision weed management are …

Predictive spectral analysis using an end-to-end deep model from hyperspectral images for high-throughput plant phenotyping

TU Rehman, D Ma, L Wang, L Zhang, J Jin - Computers and Electronics in …, 2020 - Elsevier
The spectral reflectance signature of the plants contains rich information about their
biophysical, physiological and chemical characteristics. Learning the patterns directly from …

Identification of tobacco crop based on machine learning for a precision agricultural sprayer

M Tufail, J Iqbal, MI Tiwana, MS Alam, ZA Khan… - IEEE …, 2021 - ieeexplore.ieee.org
Agrochemicals, which are very efficacious in protecting crops, also cause environmental
pollution and pose serious threats to farmers' health upon exposure. In order to cut down the …

[HTML][HTML] Image processing based real-time variable-rate chemical spraying system for disease control in paddy crop

VK Tewari, CM Pareek, G Lal, LK Dhruw… - Artificial Intelligence in …, 2020 - Elsevier
The agrochemical application with conventional sprayers results in wastage of applied
chemicals, which not only increases the economic losses but also pollutes the environment …

[HTML][HTML] Navigation algorithm based on semantic segmentation in wheat fields using an RGB-D camera

Y Song, F Xu, Q Yao, J Liu, S Yang - Information Processing in Agriculture, 2023 - Elsevier
Determining the navigation line is critical for the automatic navigation of agricultural robots in
the farmland. In this research, considering a wheat field as the typical scenario, a novel …