Computer Vision for Plant Disease Recognition: A Comprehensive Review

M Dang, H Wang, Y Li, TH Nguyen, L Tightiz… - The Botanical …, 2024 - Springer
Agriculture has undergone a remarkable transformation, transitioning from traditional
methods that were used for centuries to technology-driven practices. The advent of image …

Systematic study on deep learning-based plant disease detection or classification

CK Sunil, CD Jaidhar, N Patil - Artificial Intelligence Review, 2023 - Springer
Plant diseases impact extensively on agricultural production growth. It results in a price hike
on food grains and vegetables. To reduce economic loss and to predict yield loss, early …

[HTML][HTML] BananaSqueezeNet: A very fast, lightweight convolutional neural network for the diagnosis of three prominent banana leaf diseases

MAB Bhuiyan, HM Abdullah, SE Arman… - Smart Agricultural …, 2023 - Elsevier
All over the world, bananas are one of the most common fruits. It accounts for nearly 16% of
global fruit production. However, every year, a large amount of banana yield losses occur …

Convolution network enlightened transformer for regional crop disease classification

Y Wang, Y Chen, D Wang - Electronics, 2022 - mdpi.com
The overarching goal of smart farming is to propose pioneering solutions for future
sustainability of humankind. It is important to recognize the image captured for monitoring …

A new deep learning-based dynamic paradigm towards open-world plant disease detection

J Dong, A Fuentes, S Yoon, H Kim, Y Jeong… - Frontiers in Plant …, 2023 - frontiersin.org
Plant disease detection has made significant strides thanks to the emergence of deep
learning. However, existing methods have been limited to closed-set and static learning …

A Systematic Literature Review of the IoT in Agriculture-Global Adoption, Innovations, Security Privacy Challenges

A Naseer, M Shmoon, T Shakeel, S Ur Rehman… - IEEE …, 2024 - ieeexplore.ieee.org
Over the past decade, an abundance of research has been conducted in the area of
agricultural technology and innovations. The Internet of Things (IoT) has demonstrated its …

[HTML][HTML] Prediction of plant pest detection using improved mask FRCNN in cloud environment

P Deepika, B Arthi - Measurement: Sensors, 2022 - Elsevier
Abstract According to the Indian Food and Agriculture Organizations (FAO), agricultural
plants can disrupt the prospect of a worldwide productivity loss of about 20–40%. To avoid …

Hierarchy in Disease Severity Classification in Banana Leaves through the Integration of Convolutional Neural Network and Decision Tree Models

R Jain, V Kukreja, S Chattopadhyay… - 2024 5th …, 2024 - ieeexplore.ieee.org
Accurate and timely identification of banana leaf diseases is very important for effective
disease control, because such diseases are some of the most serious threats to agricultural …

A novel fuzzy-based modified GAN and faster RCNN for classification of banana leaf disease

NB Raja, PS Rajendran - Journal of The Institution of Engineers (India) …, 2023 - Springer
In the global marketplace, agriculture plays an important role. However, diseases produced
in plants mostly affect the financial system. Pest occurrence and climatic changes are the …

M2F2-RCNN: Multi-functional faster RCNN based on multi-scale feature fusion for region search in remote sensing images

S Yin, L Wang, Q Wang, M Ivanović… - Computer Science and …, 2023 - doiserbia.nb.rs
In order to realize fast and accurate search of sensitive regions in remote sensing images,
we propose a multi-functional faster RCNN based on multi-scale feature fusion model for …