Optimized CNN Architectures Benchmarking in Hardware-Constrained Edge Devices in IoT Environments

PD Rosero-Montalvo, P Tözün… - IEEE Internet of Things …, 2024 - ieeexplore.ieee.org
Internet of Things (IoT) and edge devices have grown in their application fields due to
machine learning (ML) models and their capacity to classify images into previously known …

Hybrid CGAN-based plant leaf disease classification using OTSU and surf feature extraction

E Saraswathi, JF Banu - Neural Computing and Applications, 2024 - Springer
Agriculture encompasses a way of life and a profession for the general population. Most
global traditions and cultures revolve around agriculture. With the help of advanced farming …

[HTML][HTML] An Accurate Plant Disease Detection Technique Using Machine Learning

CJ Raman - EAI Endorsed Transactions on Internet of Things, 2024 - publications.eai.eu
INTRODUCTION: Plant diseases pose a significant threat to agriculture, causing substantial
crop and financial losses. Modern technologies enable precise monitoring of plant health …

Revitalizing Plant Disease Detection using Optimized DNNs for Enhanced Leaf Images

VS Sadhu, MS Chowdary, KD Reddy… - 2023 IEEE 5th …, 2023 - ieeexplore.ieee.org
Leaf diseases can significantly impact plant health and crop yields. They can spread rapidly,
leading to defoliation and reduced photosynthesis, affecting overall plant growth and …

[HTML][HTML] Big Data Analytics for Yield Prediction in Precision Agriculture

N Vasudevan, T Karthick - 2024 - intechopen.com
India's agriculture industry is crucial to its economic growth and one of its most fundamental
endeavors. Regarding a country's economic prosperity, agriculture is among the most …

Comparative Analysis on Deep Learning Models for Plant Disease Detection

A Adiga, NK Gagandeep, AA Prabhu… - … in Computer Science …, 2024 - ieeexplore.ieee.org
Plant disease identification is critical for lowering output losses and guaranteeing food
security. This study looks at the use of four common transfer learning models for early plant …

Plant diseases detection and classifications using SympDense-A fine-tuning deep learning model

HS Jayswal, J Chaudhari, A Patel… - Journal of Intelligent & … - content.iospress.com
A nation's progress is directly linked to the effective functioning of its agricultural sector. The
detection and classification of plant disease is an essential component of the agricultural …