AIMC Topic: Weed Control

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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...
Deep Learning Plant Weeds Weed Control Image Processing, Computer-Assisted Agriculture
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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...
Weed Control Plant Weeds Herbicides Neural Networks, Computer Algorithms Deep Learning
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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...
Deep Learning Image Processing, Computer-Assisted Neural Networks, Computer Cynodon Herbicides Plant Weeds Weed Control
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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...
Plant Weeds Brassica Crops, Agricultural Weed Control Deep Learning
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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...
Medicago sativa Plant Weeds Neural Networks, Computer 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 ...
Weed Control Herbicides Image Processing, Computer-Assisted Plant Weeds Neural Networks, Computer Supervised Machine Learning Deep Learning Poaceae
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Weed Detection Using Deep Learning: A Systematic Literature Review.

Sensors (Basel, Switzerland) Mar 31, 2023
Weeds are one of the most harmful agricultural pests that have a significant impact on crops. Weeds are responsible for higher production costs due to crop waste and have a significant impact on the global agricultural economy. The importance of this...
Artificial Intelligence Deep Learning Crops, Agricultural Agriculture Weed Control Plant Weeds
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A deep learning-based method for classification, detection, and localization of weeds in turfgrass.

Pest management science Aug 11, 2022
BACKGROUND: Precision spraying of synthetic herbicides can reduce herbicide input. Previous research demonstrated the effectiveness of using image classification neural networks for detecting weeds growing in turfgrass, but did not attempt to discrim...
Neural Networks, Computer Deep Learning Herbicides Weed Control Plant Weeds
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Comparative Life Cycle Assessment of intra-row and inter-row weeding practices using autonomous robot systems in French vineyards.

The Science of the total environment Jun 3, 2022
Viticulture, as well as other crops, is facing obligation to reduce the use of herbicides and to develop alternatives solutions to chemical weed control. These alternatives can be achieved by mechanical weeding either using tractors or weeding robots...
Robotics Life Cycle Stages Humans Farms Animals Crops, Agricultural Weed Control
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Weed Classification from Natural Corn Field-Multi-Plant Images Based on Shallow and Deep Learning.

Sensors (Basel, Switzerland) Apr 14, 2022
Crop and weed discrimination in natural field environments is still challenging for implementing automatic agricultural practices, such as weed control. Some weed control methods have been proposed. However, these methods are still restricted as they...
Zea mays Deep Learning Neural Networks, Computer Weed Control Plant Weeds
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