Design of convolutional neural network for image recognition Department: Computer Science By: onuohae Project ID: 8900 Rating: (5.0) votes: 1Rate this project12345 Price:₦4000 Get the Complete MaterialAbstractThis study explores the“development and design optimization of Convolutional Neural Networks (CNNs) for image recognition applications”. CNNs, inspired by the human visual cortex, excel in tasks such as object classification and detection but are often computationally intensive. This research implements a software-based CNN model, examining how parameter variations, including filter sizes, activation functions, and network depth, impact accuracy, efficiency, and resource utilization. Through extensive simulations, the study identifies configurations that optimize performance for resource-constrained environments, providing insights into the most effective design parameters for real-time image recognition tasks. The findings highlight the potential of optimized CNNs to enhance image processing applications, from autonomous systems to medical diagnostics, offering robust, adaptable models suitable for deployment in various practical settings. Convolutional Neural Networks are now deployed for many modern artificial Intelligence applications, including computer vision, speech recognition, self-driving cars, cancer detection, gaming and robotics. Inspired by the mammalian visual cortex, Convolutional Neural Networks (CNNs) have been shown to achieve impressive results on a number of computer vision challenges, but often with large amounts of processing power and no timing restrictions. Software simulations of CNNs are an efficient way to evaluate and explore the performance of the system. In this research, I present a software implementation and study of a CNN for image recognition...Preview Download Preview +Other Computer Science project topics and materials you might be interested in»Design and Implementation of digital library system»Design and Implementation of a Virtual E-Learning System ( Case study of Lagos State University)»Design and Implementation of Student Project Management and Allocation System»Design and Implementation of online cash receipt generating system for a supermarket»Design and Implementation of a Software Result Processing and Transcript Generation System»Design and Implementation of computerized hospital database management system»Design and Implementation of a Hotel Database Management System and Service ( A Case Study of Winter Suites and Hotels, Owerri)»Design and Implementation of Online Birth and Death Registration System»Design and Implementation of Online Clearance System»Design and Implementation of Loan Management System with SMS Notification»Design and Implementation of Computerized Staff Record Department»Design and Implementation of Cyber Cafe Security»Design and Implementation of N.Y.S.C Posting System ( A case study of N.Y.S.C Enugu)»Design and Implementation of a Computerized Fraud Detection in a Bank»Design and Simulation of a Secured Wireless Network