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 …

Automated System for Comprehensive Plant Disease Analysis

O Mzoughi - Applications of Computer Vision and Drone …, 2024 - Springer
This chapter highlights the importance of automated plant disease analysis for agricultural
enhancement. It addresses two critical challenges: disease identification and severity …

A Novel Framework for Automatic Plant Disease Detection Using Convolutional Neural Networks

A Sar, A Goel, T Choudhury, K Kotecha… - … Conference on Cyber …, 2023 - Springer
This research aims to introduce a groundbreaking framework for the automated detection of
plant diseases leveraging the power and potential of Convolutional Neural Networks …

A Review on Agriculture Monitoring: Plant Disease Detection Using Computer Vision and Machine Learning

D Balderas-Silva, D Lopez-Bernal, A Diaz-Larra… - Available at SSRN … - papers.ssrn.com
In recent years, the global population has shown substantial growth, leading to an increase
in its food security needs. In response, greenhouse cultivation has emerged as a strategy to …

Deep Learning Approaches for Plant Diseases Identification and Classification: A Comprehensive Review

A Aissaoui, I Aloui, S Boudibi… - … on Image and …, 2024 - ieeexplore.ieee.org
Plant diseases have a significant impact on agricultural productivity and global food security.
Accurate and timely identification of plant diseases is crucial for effective disease …

[PDF][PDF] Deep Learning Techniques for Plant Disease Detection: A Comprehensive Review

PK Kumar - researchgate.net
The advancement of deep learning techniques has revolutionized the field of computer
vision and enabled the development of sophisticated systems for plant disease detection …

[HTML][HTML] Cross-comparative review of Machine learning for plant disease detection: apple, cassava, cotton and potato plants

JD Omaye, E Ogbuju, G Ataguba, O Jaiyeoba… - Artificial Intelligence in …, 2024 - Elsevier
Plant disease detection has played a significant role in combating plant diseases that pose a
threat to global agriculture and food security. Detecting these diseases early can help …

Tomato leaf disease detection using enhanced weight assignment based loss calculation method

S Yadav, AS Tewari, A Verma - 2023 14th International …, 2023 - ieeexplore.ieee.org
Plant diseases pose a significant threat to global food production and are a major challenge
for crop management. Deep learning techniques have demonstrated remarkable success in …

A review on machine learning and deep learning image-based plant disease classification for industrial farming systems

P Sajitha, AD Andrushia, N Anand, MZ Naser - Journal of Industrial …, 2024 - Elsevier
Plants can be affected by various diseases. As such, the early detection of crop diseases
plays an essential role in the farming industry. However, such detection requires extensive …

An Efficient Model for Plant Disease Detection in Agriculture Using Deep Learning Approaches

PN Thotad, S Kallur… - 2023 4th IEEE Global …, 2023 - ieeexplore.ieee.org
Detecting plant diseases is crucial as they can significantly impact plant growth. At the same
time, several machine-learning methodologies have been employed to distinguish and …