[HTML][HTML] Enhancing Sustainable Transportation Infrastructure Management: A High-Accuracy, FPGA-Based System for Emergency Vehicle Classification

P Mani, PRG Komarasamy, N Rajamanickam… - Sustainability, 2024 - mdpi.com
Traffic congestion is a prevalent problem in modern civilizations worldwide, affecting both
large cities and smaller communities. Emergency vehicles tend to group tightly together in …

Real Time Classification of Vehicles Using Machine Learning Algorithm on the Extensive Dataset

M Pemila, RK Pongiannan, R Narayanamoorthi… - IEEE …, 2024 - ieeexplore.ieee.org
Vehicle classification (VC) is a prominent research domain within image processing and
machine learning (ML) for identifying vehicle volumes and traffic rule violations. In …

An Efficient Real-Time Vehicle Classification from a Complex Image Dataset Using eXtreme Gradient Boosting and the Multi-Objective Genetic Algorithm

P Mani, P Rakkiya Goundar Komarasamy… - Processes, 2024 - mdpi.com
Recent advancements in image processing and machine-learning technologies have
significantly improved vehicle monitoring and identification in road transportation systems …

Application of an ensemble CatBoost model over complex dataset for vehicle classification

P RK, K M. AboRas, A Youssef - Plos one, 2024 - journals.plos.org
The classification of vehicles presents notable challenges within the domain of image
processing. Traditional models suffer from inefficiency, prolonged training times for datasets …

An Efficient Classification for Light Motor Vehicles using CatBoost Algorithm

M Pemila, RK Pongiannan, V Pandey… - 2023 Fifth …, 2023 - ieeexplore.ieee.org
This paper proclaims the application of light motor vehicles (LMV) classification employing
the unique algorithm named CatBoost (CB) algorithm to boost the accuracy in vehicle …

AI-Based Autonomous Paddy Farm using Smart and Precise Irrigation System

RK Pongiannan, R Brindha, SA Akbar… - 2023 International …, 2023 - ieeexplore.ieee.org
With the rampant growth of the global population and the increasing need for agricultural
products, farmers confront a critical hurdle of ensuring an adequate supply of water …