A survey of deep learning techniques for weed detection from images
The rapid advances in Deep Learning (DL) techniques have enabled rapid detection,
localisation, and recognition of objects from images or videos. DL techniques are now being …
localisation, and recognition of objects from images or videos. DL techniques are now being …
Object detection and image segmentation with deep learning on Earth observation data: A review—Part II: Applications
In Earth observation (EO), large-scale land-surface dynamics are traditionally analyzed by
investigating aggregated classes. The increase in data with a very high spatial resolution …
investigating aggregated classes. The increase in data with a very high spatial resolution …
Deep learning detects invasive plant species across complex landscapes using Worldview‐2 and Planetscope satellite imagery
TA Lake, RD Briscoe Runquist… - Remote Sensing in …, 2022 - Wiley Online Library
Effective management of invasive species requires rapid detection and dynamic monitoring.
Remote sensing offers an efficient alternative to field surveys for invasive plants; however …
Remote sensing offers an efficient alternative to field surveys for invasive plants; however …
Leveraging high-resolution satellite imagery and gradient boosting for invasive weed mapping
Y Shendryk, NA Rossiter-Rachor… - IEEE Journal of …, 2020 - ieeexplore.ieee.org
An introduced pasture grass (Andropogon gayanus-gamba grass) is spreading through the
tropical savannas of northern Australia, with detrimental ecosystem consequences including …
tropical savannas of northern Australia, with detrimental ecosystem consequences including …
Mapping Prosopis L. (Mesquites) Using Sentinel‐2 MSI Satellite Data, NDVI and SVI Spectral Indices with Maximum‐Likelihood and Random Forest Classifiers
YO Ouma, TG Gabasiane, N Nkhwanana - Journal of Sensors, 2023 - Wiley Online Library
Mapping of invasive alien plants (IAPs) is important for developing informed initiatives to
assist environmentalists in managing the spread and impacts of IAPs. The Prosopis plant …
assist environmentalists in managing the spread and impacts of IAPs. The Prosopis plant …
Mapping invasive noxious weed species in the alpine grassland ecosystems using very high spatial resolution UAV hyperspectral imagery and a novel deep learning …
The term “invasive noxious weed species”(INWS), which refers to noxious weed plants that
invade native alpine grasslands, has increasingly become an ecological and economic …
invade native alpine grasslands, has increasingly become an ecological and economic …
基于图像处理多算法融合的杂草检测方法及试验
苗中华, 余孝有, 徐美红, 何创新, 李楠, 孙腾 - 智慧农业, 2020 - smartag.net.cn
自动化除草是现代精确农业科学领域的研究热点. 已有的自动化除草解决方案中普遍存在鲁棒性
不强, 过度依赖大量样本等问题, 针对上述问题, 本研究提出了基于图像处理多算法融合的田间杂 …
不强, 过度依赖大量样本等问题, 针对上述问题, 本研究提出了基于图像处理多算法融合的田间杂 …
Linking restoration to the IUCN red list for ecosystems: A case study of how we might track the Earth's ecosystems
DA Tierney - Austral Ecology, 2022 - Wiley Online Library
Globally, ecosystems are in decline and a capacity to track this decline and the progress of
ecosystem restoration at this scale is critical. The IUCN Red List for Ecosystems (RLE) is the …
ecosystem restoration at this scale is critical. The IUCN Red List for Ecosystems (RLE) is the …
Deep Learning Techniques for Green on Green Weed Detection from Imagery
MS Hasan - 2024 - researchportal.murdoch.edu.au
Weed is a major problem faced by the agriculture and farming sector. Advanced imaging
and deep learning (DL) techniques have the potential to automate various tasks involved in …
and deep learning (DL) techniques have the potential to automate various tasks involved in …
Weed detection based on improved Yolov5
ZZ Yu, ZJ Nie, YQ Hu, HB Yan, LJ Lou… - 2023 8th …, 2023 - ieeexplore.ieee.org
The scale of grain production affects human life and development. With the continuous
expansion of cultivated land, the reproductive ability of weeds to mutiply gradually …
expansion of cultivated land, the reproductive ability of weeds to mutiply gradually …