An advanced deep learning models-based plant disease detection: A review of recent research

M Shoaib, B Shah, S Ei-Sappagh, A Ali… - Frontiers in Plant …, 2023 - frontiersin.org
Plants play a crucial role in supplying food globally. Various environmental factors lead to
plant diseases which results in significant production losses. However, manual detection of …

Plant diseases and pests detection based on deep learning: a review

J Liu, X Wang - Plant Methods, 2021 - Springer
Plant diseases and pests are important factors determining the yield and quality of plants.
Plant diseases and pests identification can be carried out by means of digital image …

A novel deep learning model for detection of severity level of the disease in citrus fruits

P Dhiman, V Kukreja, P Manoharan, A Kaur… - Electronics, 2022 - mdpi.com
Citrus fruit diseases have an egregious impact on both the quality and quantity of the citrus
fruit production and market. Automatic detection of severity is essential for the high-quality …

AlexNet convolutional neural network for disease detection and classification of tomato leaf

HC Chen, AM Widodo, A Wisnujati, M Rahaman… - Electronics, 2022 - mdpi.com
With limited retrieval of reserves and restricted capability in plant pathology, automation of
processes becomes essential. All over the world, farmers are struggling to prevent various …

A review of computer vision technologies for plant phenotyping

Z Li, R Guo, M Li, Y Chen, G Li - Computers and Electronics in Agriculture, 2020 - Elsevier
Plant phenotype plays an important role in genetics, botany, and agronomy, while the
currently popular methods for phenotypic trait measurement have some limitations in …

[HTML][HTML] A real-time approach of diagnosing rice leaf disease using deep learning-based faster R-CNN framework

BS Bari, MN Islam, M Rashid, MJ Hasan… - PeerJ Computer …, 2021 - peerj.com
The rice leaves related diseases often pose threats to the sustainable production of rice
affecting many farmers around the world. Early diagnosis and appropriate remedy of the rice …

Plant diseases recognition on images using convolutional neural networks: A systematic review

A Abade, PA Ferreira, F de Barros Vidal - Computers and Electronics in …, 2021 - Elsevier
Plant diseases are considered one of the main factors influencing food production and
minimize losses in production, and it is essential that crop diseases have fast detection and …

Recent advancements in fruit detection and classification using deep learning techniques

CC Ukwuoma, Q Zhiguang… - Mathematical …, 2022 - Wiley Online Library
Recent advances in computer vision have allowed broad applications in every area of life,
and agriculture is not left out. For the agri‐food industry, the use of advanced technology is …

[HTML][HTML] An instance segmentation model for strawberry diseases based on mask R-CNN

U Afzaal, B Bhattarai, YR Pandeya, J Lee - Sensors, 2021 - mdpi.com
Plant diseases must be identified at the earliest stage for pursuing appropriate treatment
procedures and reducing economic and quality losses. There is an indispensable need for …

Banana plant disease classification using hybrid convolutional neural network

KL Narayanan, RS Krishnan… - Computational …, 2022 - Wiley Online Library
Banana cultivation is one of the main agricultural elements in India, while the common
problem of cultivation is that the crop has been influenced by several diseases, while the …