Enhancing plant disease detection: A novel CNN-based approach with tensor subspace learning and HOWSVD-MDA

A Ouamane, A Chouchane, Y Himeur… - Neural Computing and …, 2024 - Springer
Abstract Machine learning has revolutionized the field of agricultural science, particularly in
the early detection and management of plant diseases, which are crucial for maintaining …

Deep learning-based leaf image analysis for tomato plant disease detection and classification

A Chouchane, A Ouamanea, Y Himeur… - … Conference on Image …, 2024 - ieeexplore.ieee.org
Tomato plant disease detection and classification, utilizing leaf images through deep
learning, intersects the fields of plant pathology and agriculture. Deep learning has …

Comparative Analysis of Pre-trained Deep Neural Networks for Plant Disease Classification

R George, S Thuseethan… - 2024 21st International …, 2024 - ieeexplore.ieee.org
Plant diseases are a common and significant problem for farmers worldwide, leading to
reduced productivity and eco-nomic challenges for both farmers and countries. Deep …

Tomato leaf disease recognition based on multi-task distillation learning

B Liu, S Wei, F Zhang, N Guo, H Fan… - Frontiers in Plant …, 2024 - frontiersin.org
Introduction Tomato leaf diseases can cause major yield and quality losses. Computer
vision techniques for automated disease recognition show promise but face challenges like …

Novel Knowledge Pre-trained CNN based Tensor Subspace Learning for Tomato Leaf Diseases Detection

A Ouamane, A Chouchane, Y Himeur, A Debilou… - IEEE …, 2024 - ieeexplore.ieee.org
The early identification of plant diseases is essential for mitigating crop damage and
promoting robust agricultural output. By implementing effective disease management …

A Lightweight Siamese Network Framework for Effective Tomato Disease Recognition

MR Laouar, O Saker - … " ICISAT 2023": New Trends in Artificial …, 2024 - books.google.com
Food Security is a major global concern, and artificial intelligence (AI) is playing an
increasingly crucial role in this area. In this context, automatic recognition of plant diseases …

A Lightweight Siamese Network Framework for Effective Tomato Disease Recognition

Z Touati Hamad, MR Laouar, O Saker - International Conference on …, 2023 - Springer
Food Security is a major global concern, and artificial intelligence (AI) is playing an
increasingly crucial role in this area. In this context, automatic recognition of plant diseases …

IA pour la sécurité alimentaire Cas d'étude: Les maladies des plantes République

O SAKER - 2023 - dspace.univ-tebessa.dz
La sécurité alimentaire est une préoccupation majeure à l'échelle mondiale, et l'intelligence
artificielle (IA) joue un rôle de plus en plus crucial dans ce domaine. Dans ce contexte, la …