Enhanced convolutional neural network model for cassava leaf disease identification and classification

UK Lilhore, AL Imoize, CC Lee, S Simaiya, SK Pani… - Mathematics, 2022 - mdpi.com
Cassava is a crucial food and nutrition security crop cultivated by small-scale farmers and it
can survive in a brutal environment. It is a significant source of carbohydrates in African …

Attention deep learning‐based large‐scale learning classifier for Cassava leaf disease classification

V Ravi, V Acharya, TD Pham - Expert Systems, 2022 - Wiley Online Library
Cassava is a rich source of carbohydrates, and it is vulnerable to virus diseases. Literature
survey shows that the image recognition and integrated deep learning approach is …

Classification of cassava leaf disease based on a non-balanced dataset using transformer-embedded resnet

Y Zhong, B Huang, C Tang - Agriculture, 2022 - mdpi.com
Cassava is a typical staple food in the tropics, and cassava leaf disease can cause massive
yield reductions in cassava, resulting in substantial economic losses and a lack of staple …

Automatic detection of cassava leaf disease using transfer learning model

R Singh, A Sharma, N Sharma… - 2022 6th International …, 2022 - ieeexplore.ieee.org
Africa is the world's leading producer of cassava crops. It is also extensively distributed in
Asia and Latin America. Cassava is produced and exported in large quantities from …

[HTML][HTML] A systematic review of deep learning techniques for plant diseases

I Pacal, I Kunduracioglu, MH Alma, M Deveci… - Artificial Intelligence …, 2024 - Springer
Agriculture is one of the most crucial sectors, meeting the fundamental food needs of
humanity. Plant diseases increase food economic and food security concerns for countries …

[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 …

[PDF][PDF] A Deep Learning-Based Approach in Classification and Validation of Tomato Leaf Disease.

SA Wagle - Traitement du signal, 2021 - researchgate.net
Accepted: 25 May 2021 Deep learning models are playing a vital role in classification goals
that can have propitious results. In the past few years, many models are being used for this …

Lightweight modified attention based deep learning model for cassava leaf diseases classification

AS Tewari, P Kumari - Multimedia Tools and Applications, 2024 - Springer
The primary cause of decline in cassava production are various diseases on cassava
leaves. It has direct adverse impact on farmers' income. The detection of diseases in …

Apple foliar leaf disease detection through improved capsule neural network architecture

V Acharya, V Ravi - Multimedia Tools and Applications, 2024 - Springer
Abstract Apple Scab and Apple Rust are the major classes of apple leaf diseases that
gravely affect the apple yield. Seeking an automatic, less expensive, fast yet precise method …

A novel framework for semi-automated system for grape leaf disease detection

N Kaur, V Devendran - Multimedia Tools and Applications, 2024 - Springer
Plants play a significant role in our lives. They are the primary source of food. But when
these are diagnosed with diseases, productivity reduces. Grape is an important fruit, which is …