[HTML][HTML] Transforming weed management in sustainable agriculture with artificial intelligence: A systematic literature review towards weed identification and deep …

M Vasileiou, LS Kyrgiakos, C Kleisiari, G Kleftodimos… - Crop Protection, 2024 - Elsevier
In the face of increasing agricultural demands and environmental concerns, the effective
management of weeds presents a pressing challenge in modern agriculture. Weeds not only …

[HTML][HTML] Advances in ground robotic technologies for site-specific weed management in precision agriculture: A review

A Upadhyay, Y Zhang, C Koparan, N Rai… - … and Electronics in …, 2024 - Elsevier
Robotics and variable rate technology (VRT) have shown great potential for site-specific
weed management (SSWM), but these technologies face several challenges like accurate …

[HTML][HTML] Deep object detection of crop weeds: Performance of YOLOv7 on a real case dataset from UAV images

I Gallo, AU Rehman, RH Dehkordi, N Landro… - Remote Sensing, 2023 - mdpi.com
Weeds are a crucial threat to agriculture, and in order to preserve crop productivity,
spreading agrochemicals is a common practice with a potential negative impact on the …

[HTML][HTML] Addressing agricultural labour issues is key to biodiversity-smart farming

T Daum, F Baudron, R Birner, M Qaim, I Grass - Biological Conservation, 2023 - Elsevier
There is an urgent need for agricultural development strategies that reconcile agricultural
production and biodiversity conservation. This is especially true in the Global South where …

Boosting precision crop protection towards agriculture 5.0 via machine learning and emerging technologies: A contextual review

GA Mesías-Ruiz, M Pérez-Ortiz, J Dorado… - Frontiers in Plant …, 2023 - frontiersin.org
Crop protection is a key activity for the sustainability and feasibility of agriculture in a current
context of climate change, which is causing the destabilization of agricultural practices and …

Unleashing the Potential of Digitalization in the Agri-Food Chain for Integrated Food Systems

C Krupitzer, A Stein - Annual Review of Food Science and …, 2023 - annualreviews.org
Digitalization transforms many industries, especially manufacturing, with new concepts such
as Industry 4.0 and the Industrial Internet of Things. However, information technology also …

Precision chemical weed management strategies: A review and a design of a new CNN-based modular spot sprayer

A Allmendinger, M Spaeth, M Saile, GG Peteinatos… - Agronomy, 2022 - mdpi.com
Site-specific weed control offers a great potential for herbicide savings in agricultural crops
without causing yield losses and additional weed management costs in the following years …

Instance segmentation method for weed detection using UAV imagery in soybean fields

B Xu, J Fan, J Chao, N Arsenijevic, R Werle… - … and Electronics in …, 2023 - Elsevier
Weed detection in crops is a new frontier of precision agriculture, which will enable the
distinction between desirable and undesirable plants. Accurate and efficient weed detection …

Artificial intelligence tools and techniques to combat herbicide resistant weeds—A review

S Ghatrehsamani, G Jha, W Dutta, F Molaei, F Nazrul… - Sustainability, 2023 - mdpi.com
The excessive consumption of herbicides has gradually led to the herbicide resistance weed
phenomenon. Managing herbicide resistance weeds can only be explicated by applying …

Weed detection to weed recognition: reviewing 50 years of research to identify constraints and opportunities for large-scale cropping systems

GRY Coleman, A Bender, K Hu, SM Sharpe… - Weed …, 2022 - cambridge.org
The past 50 yr of advances in weed recognition technologies have poised site-specific weed
control (SSWC) on the cusp of requisite performance for large-scale production systems …