Weed classification in grasslands using convolutional neural networks

LN Smith, A Byrne, MF Hansen… - … of Machine Learning, 2019 - spiedigitallibrary.org
Automatic identification and selective spraying of weeds (such as dock) in grass can provide
very significant long-term ecological and cost benefits. Although machine vision (with …

Image-based recognition framework for robotic weed control systems

T Kounalakis, GA Triantafyllidis… - Multimedia Tools and …, 2018 - Springer
In this paper, we introduce a novel and efficient image-based weed recognition system for
the weed control problem of Broad-leaved Dock (Rumex obtusifolius L.). Our proposed …

Few-leaf learning: Weed segmentation in grasslands

R Güldenring, E Boukas, O Ravn… - 2021 IEEE/RSJ …, 2021 - ieeexplore.ieee.org
Autonomous robotic weeding in grasslands requires robust weed segmentation. Deep
learning models can provide solutions to this problem, but they need to be trained on large …

A robotic system employing deep learning for visual recognition and detection of weeds in grasslands

T Kounalakis, MJ Malinowski, L Chelini… - … on Imaging Systems …, 2018 - ieeexplore.ieee.org
In this paper, we describe the vision system of a robot prototype that operates in dairy farm
grasslands and detects the presence of the harmful Broad-leaved dock (Rumex obtusifolius …

Role of IoT, image processing and machine learning techniques in weed detection: a review

S Veeragandham, H Santhi - International Journal of …, 2022 - inderscienceonline.com
Weed is one of the main reasons that cause damage to the crop. While cultivating the crops,
many of the farmers are facing problems due to weed growth. The problems are the damage …

[HTML][HTML] A New Assistance Navigation Method for Substation Inspection Robots to Safely Cross Grass Areas

Q Yang, S Ma, G Zhang, K Xian, L Zhang, Z Dai - Sensors, 2023 - mdpi.com
With the development of intelligent substations, inspection robots are widely used to ensure
the safe and stable operation of substations. Due to the prevalence of grass around the …

Yabancı Otlar ile Mücadelede Güncel Yöntem: Robotikler

EŞ Çolak, D Işık - Turkish Journal of Weed Science, 2021 - dergipark.org.tr
Dünya üzerinde tarımsal üretim, insanlığın var oluşundan itibaren, üretim metodları
değişebilse de temelde insanların yaşamlarını sürdürme mücadelesidir. Tarımsal üretimde …

SIFT-Guided Saliency-Based Augmentation for Weed Detection in Grassland Images: Fusing Classic Computer Vision with Deep Learning

P Schmidt, R Güldenring, L Nalpantidis - International Conference on …, 2023 - Springer
Weed detection is a challenging case within object detection as the weed targets do not
generally strike out from the background in terms of color. This paper investigates how the …

[PDF][PDF] Hybrid features and ensembles of convolution neural networks for weed detection

SK Kempegowda, R Rajeswari… - International Journal of …, 2022 - core.ac.uk
Weeds compete with plants for sunlight, nutrients and water. Conventional weed
management involves spraying of herbicides to the entire crop which increases the cost of …

Classification of Crop and Weed from Digital Images: A Review

R Kamath, M Balachandra… - 2021 IEEE International …, 2021 - ieeexplore.ieee.org
One of the major concern in the agricultural sector is the control of weeds. Weeds are
capable of reducing the crop yield significantly and thus in curhuge loss. There are many …