Adoption of Unmanned Aerial Vehicle (UAV) imagery in agricultural management: A systematic literature review

MA Istiak, MMM Syeed, MS Hossain, MF Uddin… - Ecological …, 2023 - Elsevier
Precision agriculture and Smart farming have become the essential backbone for
sustainable agricultural production by leveraging cutting edge remote sensing and …

Plant image recognition with deep learning: A review

Y Chen, Y Huang, Z Zhang, Z Wang, B Liu, C Liu… - … and Electronics in …, 2023 - Elsevier
Significant advances in the field of digital image processing have been achieved in recent
years using deep learning, which has significantly exceeded previous methods. Deep …

[HTML][HTML] UAV-based weed detection in Chinese cabbage using deep learning

P Ong, KS Teo, CK Sia - Smart Agricultural Technology, 2023 - Elsevier
Weeds are unwanted plants on agricultural soil. They always competing for sunlight,
nutrient, space and water with economic crops. Uncontrolled weed growth can cause both …

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

F Yu, Q Zhang, J ** in multispectral drone imagery using lightweight vision transformers
G Castellano, P De Marinis, G Vessio - Neurocomputing, 2023 - Elsevier
In precision agriculture, non-invasive remote sensing can be used to observe crops and
weeds in visible and non-visible spectra. This paper proposes a novel approach for weed …

Advancements of UAV and deep learning technologies for weed management in Farmland

J Zhang, F Yu, Q Zhang, M Wang, J Yu, Y Tan - Agronomy, 2024 - mdpi.com
With the continuous growth of the global population and the increasing demand for crop
yield, enhancing crop productivity has emerged as a crucial research objective on a global …

Hybrid CNN model for classification of Rumex obtusifolius in grassland

AH Al-Badri, NA Ismail, K Al-Dulaimi, A Rehman… - IEEE …, 2022 - ieeexplore.ieee.org
Rumex obtusifolius Linnaeus (R. obtu. L.) is one of the vital broad-leaved weeds in
grassland that needs removal. It affects dairy products and reduces their quality. Hand …

[HTML][HTML] Eco-friendly weeding through precise detection of growing points via efficient multi-branch convolutional neural networks

DMS Arsa, T Ilyas, SH Park, O Won, H Kim - Computers and Electronics in …, 2023 - Elsevier
Weeds can give negative effects for plant growth, and effectively controlling them is a
significant challenge. Traditional methods, such as herbicides, may not be environmentally …

Improved weed detection in cotton fields using enhanced YOLOv8s with modified feature extraction modules

D Ren, W Yang, Z Lu, D Chen, H Shi - Symmetry, 2024 - mdpi.com
Weed detection plays a crucial role in enhancing cotton agricultural productivity. However,
the detection process is subject to challenges such as target scale diversity and loss of leaf …