[HTML][HTML] Convolutional neural networks in detection of plant leaf diseases: A review

B Tugrul, E Elfatimi, R Eryigit - Agriculture, 2022 - mdpi.com
Rapid improvements in deep learning (DL) techniques have made it possible to detect and
recognize objects from images. DL approaches have recently entered various agricultural …

[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 …

Systematic study on deep learning-based plant disease detection or classification

CK Sunil, CD Jaidhar, N Patil - Artificial Intelligence Review, 2023 - Springer
Plant diseases impact extensively on agricultural production growth. It results in a price hike
on food grains and vegetables. To reduce economic loss and to predict yield loss, early …

[HTML][HTML] EfficientRMT-Net—an efficient ResNet-50 and vision transformers approach for classifying potato plant leaf diseases

K Shaheed, I Qureshi, F Abbas, S Jabbar, Q Abbas… - Sensors, 2023 - mdpi.com
The primary objective of this study is to develop an advanced, automated system for the
early detection and classification of leaf diseases in potato plants, which are among the most …

Modified transfer learning frameworks to identify potato leaf diseases

MG Lanjewar, P Morajkar, PP - Multimedia Tools and Applications, 2024 - Springer
Potato diseases such as early and late blight are the most lethal diseases that can cause
significant damage to potato production. Detecting these diseases early and making a …

Hybrid CNN & Random Forest Model for Effective Turmeric Leaf Disease Diagnosis

D Banerjee, V Kukreja, D Bordoloi… - 2023 3rd International …, 2023 - ieeexplore.ieee.org
This study dives into the classification of turmeric leaf diseases to enhance the field of
agriculture and crop health management. Turmeric, a major agricultural commodity, is …

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 …

DA‐ActNN‐YOLOV5: Hybrid YOLO v5 Model with Data Augmentation and Activation of Compression Mechanism for Potato Disease Identification

G Dai, L Hu, J Fan - Computational Intelligence and …, 2022 - Wiley Online Library
To solve the problems of weak generalization of potato early and late blight recognition
models in real complex scenarios, susceptibility to interference from crop varieties, colour …

A lightweight neural network-based method for identifying early-blight and late-blight leaves of potato

F Kang, J Li, C Wang, F Wang - Applied sciences, 2023 - mdpi.com
Crop pests and diseases are one of the most critical disasters that limit agricultural
production. In this paper, we trained a lightweight convolutional neural network model and …

EfficientPNet—an optimized and efficient deep learning approach for classifying disease of potato plant leaves

T Nazir, MM Iqbal, S Jabbar, A Hussain, M Albathan - Agriculture, 2023 - mdpi.com
The potato plant is amongst the most significant vegetable crops farmed worldwide. The
output of potato crop production is significantly reduced by various leaf diseases, which …