AIMC Topic: Plant Weeds

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Detection of weeds in teff crops using deep learning and UAV imagery for precision herbicide application.

Scientific reports Aug 21, 2025
In Ethiopia, Teff is a vital staple crop, yet its productivity is significantly challenges due to inefficient weed and fertilizer management, threatening food security. Traditional weed control methods rely on manual labor and the indiscriminate appl...
Ethiopia Plant Weeds Deep Learning Agriculture Herbicides Weed Control Unmanned Aerial Devices Remote Sensing Technology Crops, Agricultural
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Automated weed and crop recognition and classification model using deep transfer learning with optimization algorithm.

Scientific reports Aug 10, 2025
Weeds and crops contribute to a endless resistance for similar assets, which leads to potential declines in crop production and enlarged agricultural expenses. Conventional models of weed control like extensive pesticide use, appear with the hassle o...
Deep Learning Agriculture Crops, Agricultural Weed Control Plant Weeds Machine Learning Algorithms Artificial Intelligence
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WeedSwin hierarchical vision transformer with SAM-2 for multi-stage weed detection and classification.

Scientific reports Jul 2, 2025
Weed detection and classification using computer vision and deep learning techniques have emerged as crucial tools for precision agriculture, offering automated solutions for sustainable farming practices. This study presents a comprehensive approach...
Image Processing, Computer-Assisted Agriculture Plant Weeds Deep Learning Weed Control
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Hybrid deep learning model for density and growth rate estimation on weed image dataset.

Scientific reports Apr 2, 2025
Agriculture research is particularly essential since crop production is a challenge for farmers in India and around the world. 37% of the crop is impacted by invasive plants (weeds). Those unwelcome plants that interbreed with cultivated crops and de...
Agriculture Plant Leaves Crops, Agricultural Plant Weeds India Image Processing, Computer-Assisted Neural Networks, Computer Algorithms Deep Learning
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Deep learning-based weed detection for precision herbicide application in turf.

Pest management science Feb 28, 2025
BACKGROUND: Precision weed mapping in turf according to its susceptibility to selective herbicides allows the smart sprayer to spot-spray the most pertinent herbicides onto the susceptible weeds. The objective of this study was to evaluate the feasib...
Plant Weeds Herbicides Algorithms Deep Learning Weed Control Neural Networks, Computer
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Allelopathic effects of six alfalfa varieties at three stubbles on the germination, seedling and root growth of green foxtail and barnyardgrass.

PloS one Dec 23, 2024
Alfalfa (Medicago sativa) is known to release allelopathic substances to affect the germination and growth of other plants, which have the potential to be applied in controlling weeds. Green foxtail (Setaria viridis) and barnyardgrass (Echinochloa cr...
Plant Weeds Plant Roots Germination Echinochloa Plant Extracts Allelopathy Seedlings Setaria Plant Medicago sativa
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Detection and coverage estimation of purple nutsedge in turf with image classification neural networks.

Pest management science Mar 12, 2024
BACKGROUND: Accurate detection of weeds and estimation of their coverage is crucial for implementing precision herbicide applications. Deep learning (DL) techniques are typically used for weed detection and coverage estimation by analyzing informatio...
Plant Weeds Herbicides Cynodon Weed Control Deep Learning Neural Networks, Computer Image Processing, Computer-Assisted
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Evaluation of two deep learning-based approaches for detecting weeds growing in cabbage.

Pest management science Feb 7, 2024
BACKGROUND: Machine vision-based precision weed management is a promising solution to substantially reduce herbicide input and weed control cost. The objective of this research was to compare two different deep learning-based approaches for detecting...
Weed Control Brassica Crops, Agricultural Deep Learning Plant Weeds
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Convolutional neural network based on the fusion of image classification and segmentation module for weed detection in alfalfa.

Pest management science Feb 1, 2024
BACKGROUND: Accurate and reliable weed detection in real time is essential for realizing autonomous precision herbicide application. The objective of this research was to propose a novel neural network architecture to improve the detection accuracy f...
Neural Networks, Computer Medicago sativa Plant Weeds Image Processing, Computer-Assisted Weed Control
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Semi-supervised learning methods for weed detection in turf.

Pest management science Jan 24, 2024
BACKGROUND: Accurate weed detection is a prerequisite for precise automatic precision herbicide application. Previous research has adopted the laborious and time-consuming approach of manually labeling and processing large image data sets to develop ...
Deep Learning Poaceae Image Processing, Computer-Assisted Neural Networks, Computer Herbicides Plant Weeds Weed Control Supervised Machine Learning
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