Next generation of computer vision for plant disease monitoring in precision agriculture: A contemporary survey, taxonomy, experiments, and future direction

W Ding, M Abdel-Basset, I Alrashdi, H Hawash - Information Sciences, 2024 - Elsevier
Efficient and rational monitoring of plant health is an essential prerequisite for ensuring
optimal crop production and resource management in the field of agriculture. Computer …

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 …

Advances and Challenges in Computer Vision for Image-Based Plant Disease Detection: A Comprehensive Survey of Machine and Deep Learning Approaches

SAA Qadri, NF Huang, TM Wani… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
As advancements in agricultural technology unfold, machine learning and deep learning
approaches are gaining interest in robust plant disease identification. Early disease …

Trends in vision-based machine learning techniques for plant disease identification: A systematic review

PS Thakur, P Khanna, T Sheorey, A Ojha - Expert Systems with …, 2022 - Elsevier
Globally, all the major crops are significantly affected by diseases every year, as manual
inspection across diverse fields is time-consuming, tedious, and requires expert knowledge …

Visual intelligence in precision agriculture: Exploring plant disease detection via efficient vision transformers

S Parez, N Dilshad, NS Alghamdi, TM Alanazi, JW Lee - Sensors, 2023 - mdpi.com
In order for a country's economy to grow, agricultural development is essential. Plant
diseases, however, severely hamper crop growth rate and quality. In the absence of domain …

Applications of computer vision and machine learning in agriculture: A state-of-the-art glimpse

MT Habib, DM Raza, MM Islam… - … on innovative trends …, 2022 - ieeexplore.ieee.org
AI branches many areas including computer vision and machine learning which are growing
in a variety of application sectors. In this perspective, the agriculture sector is a promising …

Vision Transformer for Plant Disease Detection: PlantViT

PS Thakur, P Khanna, T Sheorey, A Ojha - International Conference on …, 2021 - Springer
With the COVID-19 pandemic outbreak, most countries have limited their grain exports,
which has resulted in acute food shortages and price escalation in many countries. An …

Computer vision for plant pathology: A review with examples from cocoa agriculture

JR Sykes, KJ Denby, DW Franks - Applications in Plant …, 2024 - Wiley Online Library
Plant pathogens can decimate crops and render the local cultivation of a species
unprofitable. In extreme cases this has caused famine and economic collapse. Timing is vital …

Application of computer vision in assessing crop abiotic stress: A systematic review

NA Orka, FM Toushique, MN Uddin, ML Bari - Plos one, 2023 - journals.plos.org
Background Abiotic stressors impair crop yields and growth potential. Despite recent
developments, no comprehensive literature review on crop abiotic stress assessment …

[PDF][PDF] Plant Disease Detection on Multispectral Images using Vision Transformers

D Brown, M De Silva - Proceedings of the 25th Irish Machine Vision and … - researchgate.net
Precise identification of plant diseases facilitates effective agricultural management.
However, classifying plant diseases poses formidable challenges due to various factors …