[HTML][HTML] A comprehensive review on detection of plant disease using machine learning and deep learning approaches

C Jackulin, S Murugavalli - Measurement: Sensors, 2022 - Elsevier
Agriculture plays a significant part in India due to their population growth and increased food
demands. Hence, there is a need to enhance the yield of crop. One of these important effects …

[PDF][PDF] Crop leaf disease detection and classification using machine learning and deep learning algorithms by visual symptoms: A review

P Vasavi, A Punitha, TVN Rao - International Journal of Electrical and …, 2022 - core.ac.uk
A quick and precise crop leaf disease detection is important to increasing agricultural yield
in a sustainable manner. We present a comprehensive overview of recent research in the …

Early detection and classification of tomato leaf disease using high-performance deep neural network

NK Trivedi, V Gautam, A Anand, HM Aljahdali, SG Villar… - Sensors, 2021 - mdpi.com
Tomato is one of the most essential and consumable crops in the world. Tomatoes differ in
quantity depending on how they are fertilized. Leaf disease is the primary factor impacting …

Performance of deep learning vs machine learning in plant leaf disease detection

R Sujatha, JM Chatterjee, NZ Jhanjhi… - Microprocessors and …, 2021 - Elsevier
Plants are recognized as essential as they are the primary source of humanity's energy
production since they are having nutritious, medicinal, etc. values. At any time between crop …

Tomato leaf disease identification by restructured deep residual dense network

C Zhou, S Zhou, J Xing, J Song - IEEE Access, 2021 - ieeexplore.ieee.org
As COVID-19 spread worldwide, many major grain-producing countries have adopted
measures to restrict their grain exports; food security has aroused great concern from …

A mobile-based system for maize plant leaf disease detection and classification using deep learning

F Khan, N Zafar, MN Tahir, M Aqib, H Waheed… - Frontiers in Plant …, 2023 - frontiersin.org
Artificial Intelligence has been used for many applications such as medical, communication,
object detection, and object tracking. Maize crop, which is the major crop in the world, is …

Machine learning for leaf disease classification: data, techniques and applications

J Yao, SN Tran, S Sawyer, S Garg - Artificial Intelligence Review, 2023 - Springer
The growing demand for sustainable development brings a series of information
technologies to help agriculture production. Especially, the emergence of machine learning …

Plant leaf disease classification and damage detection system using deep learning models

B Sai Reddy, S Neeraja - Multimedia tools and applications, 2022 - Springer
Agriculture is the primary source of livelihood for about 70% of the rural population in India.
The crop variety cultivated in India is very diverse. There are more than 500 crop varieties …

Deep learning for plant identification and disease classification from leaf images: multi-prediction approaches

J Yao, SN Tran, S Garg, S Sawyer - ACM Computing Surveys, 2024 - dl.acm.org
Deep learning (DL) plays an important role in modern agriculture, especially in plant
pathology using leaf images where convolutional neural networks (CNN) are attracting a lot …

Deep learning-based automated disease detection and classification model for precision agriculture

A Pavithra, G Kalpana, T Vigneswaran - Soft Computing, 2023 - Springer
Plant phenotyping and Precision agriculture are information-and technology-oriented fields
with specific challenges and demands for the detection and diagnosis of plant disease …