A review on machine learning and deep learning image-based plant disease classification for industrial farming systems

P Sajitha, AD Andrushia, N Anand, MZ Naser - Journal of Industrial …, 2024 - Elsevier
Plants can be affected by various diseases. As such, the early detection of crop diseases
plays an essential role in the farming industry. However, such detection requires extensive …

Fully automatic wheat disease detection system by using different CNN models

N Kumari, BS Saini - Sentiment Analysis and Deep Learning: Proceedings …, 2023 - Springer
In India, agriculture assumes a significant part in view of the rising number of individuals and
extended interest in food. In the world, Wheat is the third most gathered and consumed …

[HTML][HTML] Advancements and outlooks in utilizing Convolutional Neural Networks for plant disease severity assessment: A comprehensive review

D Leite, A Brito, G Faccioli - Smart Agricultural Technology, 2024 - Elsevier
In addition to causing production losses, plant diseases lead to environmental harm due to
the indiscriminate use of pesticides. Once limited to disease detection, Convolutional Neural …

Prediction of water quality parameters of River Periyar using regression models

AM Devagopal, V Ashwin, V Menon… - 2022 2nd …, 2022 - ieeexplore.ieee.org
The recent trends in urbanization and industrialization have resulted in the deterioration of
water quality in both developed and developing countries. India has recently become a …

PlantDoc-Plant Disease Detection using AI

A Khan, A Srivastava - Journal of Informatics Electrical and …, 2023 - jieee.a2zjournals.com
Gardening is a hobby which requires dedication and consistency. It is something more than
just watering a plant. Taking care of Garden plants is very important as most of the plants are …

Maize Plant Disease classification using optimized DenseNet121

S Sahu, J Amudha - 2022 OITS International Conference on …, 2022 - ieeexplore.ieee.org
In many countries, agriculture is the predominant root of income. Agriculture provides food,
as well as income to farmers. Maize is one of world's leading crops and universally …

Detecting Plant Diseases at Scale: A Distributed CNN Approach with PySpark and Hadoop

V Sharma, S Kannan, S Tanya, N Panda - Procedia Computer Science, 2024 - Elsevier
In modern agriculture, detecting and diagnosing plant diseases are pivotal for crop health
and yield optimization. This transformative initiative leverages cutting-edge technology to …

Enhancing Weighted Averaging for CNN Model Ensemble in Plant Diseases Image Classification

O Octavian, A Badruzzaman, MY Ridho… - … (Rekayasa Sistem dan …, 2024 - jurnal.iaii.or.id
Deep learning, especially convolutional neural networks (CNN), has gained traction in the
field of image classification. In the specific case of plant disease classification, improving the …

Deep learning model for detecting and diagnosing plant disease

NN Moon, MS Sharmin, RA Hossain… - … on Smart Generation …, 2021 - ieeexplore.ieee.org
This work deals with some plant disease detection like Potato, Pepper, and Tomato, Rice,
etc. based on CNN image processing Technology. An enormous improvement has been …

Decoding Plant Diseases: Unleashing the Power of ResNet-50 for Superior Disease Detection

I Adhikari, B Koirala, MR Panda - … International Conference on …, 2024 - ieeexplore.ieee.org
Without agriculture, there wouldn't be enough food for communities to flourish. Wherever you
go, you'll find people collaborating to cultivate and gather crops that provide everyone's …