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MobileNet-CA-YOLO: An improved YOLOv7 based on the MobileNetV3 and attention mechanism for Rice pests and diseases detection
L Jia, T Wang, Y Chen, Y Zang, X Li, H Shi, L Gao - Agriculture, 2023 - mdpi.com
The efficient identification of rice pests and diseases is crucial for preventing crop damage.
To address the limitations of traditional manual detection methods and machine learning …
To address the limitations of traditional manual detection methods and machine learning …
Image‐based crop disease detection using machine learning
Crop disease detection is important due to its significant impact on agricultural productivity
and global food security. Traditional disease detection methods often rely on labour …
and global food security. Traditional disease detection methods often rely on labour …
Role of artificial intelligence in agriculture: An analysis and advancements with focus on plant diseases
The increased demand for food is accelerating plant diseases globally. Hence, a manual
process of detection of plant diseases is almost impossible. Artificial intelligence (AI) can …
process of detection of plant diseases is almost impossible. Artificial intelligence (AI) can …
[HTML][HTML] Advancements and outlooks in utilizing Convolutional Neural Networks for plant disease severity assessment: A comprehensive review
D Leite, A Brito, G Faccioli - Smart Agricultural Technology, 2024 - Elsevier
In addition to causing production losses, plant diseases lead to environmental harm due to
the indiscriminate use of pesticides. Once limited to disease detection, Convolutional Neural …
the indiscriminate use of pesticides. Once limited to disease detection, Convolutional Neural …
An automatic classification framework for identifying type of plant leaf diseases using multi-scale feature fusion-based adaptive deep network
This method of identifying plant leaf disease generally involves a large team of experts with
extensive knowledge of plant diseases, and it can be expensive, time-consuming, and …
extensive knowledge of plant diseases, and it can be expensive, time-consuming, and …
[HTML][HTML] MobileNet-GRU fusion for optimizing diagnosis of yellow vein mosaic virus
Yellow vein mosaic virus (YVMV) is a destructive plant virus that commonly affects crops,
particularly okra, in India. The virus is transmitted by whiteflies and poses significant …
particularly okra, in India. The virus is transmitted by whiteflies and poses significant …
PLD-Det: plant leaf disease detection in real time using an end-to-end neural network approach based on improved YOLOv7
MHK Mehedi, N Nawer, S Ahmed, MSI Khan… - Neural Computing and …, 2024 - Springer
In order to maintain sustainable agriculture, it is vital to monitor plant health. Since all
species of plants are prone to characteristic diseases, it necessitates regular surveillance to …
species of plants are prone to characteristic diseases, it necessitates regular surveillance to …
An Improved Detection Method for Crop & Fruit Leaf Disease under Real-Field Conditions
Using deep learning-based tools in the field of agriculture for the automatic detection of plant
leaf diseases has been in place for many years. However, optimizing their use in the specific …
leaf diseases has been in place for many years. However, optimizing their use in the specific …
Enhanced conditional self-attention generative adversarial network for detecting cotton plant disease in IoT-enabled crop management
Cotton plant disease identification poses challenges due to image acquisition limitations,
diverse illnesses, lack of labelled data, and cost constraints. Despite these obstacles, early …
diverse illnesses, lack of labelled data, and cost constraints. Despite these obstacles, early …
Hybrid Xception transfer learning with crossover optimized kernel extreme learning machine for accurate plant leaf disease detection
SK Sahu, M Pandey - Soft Computing, 2023 - Springer
In India, agricultural production is a crucial factor for economic growth. However, plants can
be attacked by diseases that range from mild to severe, leading to their destruction …
be attacked by diseases that range from mild to severe, leading to their destruction …