Noisy facial recognition with convolutional neural network (CNN)

• Main Author: Heng, Yin Qi
• Other Authors: Anamitra Makur
• Format: Final Year Project
• Language: English
• Published: Nanyang Technological University 2024
• Subjects: Engineering; Machine learning; CNN; Facial recognition
• Online Access: https://hdl.handle.net/10356/176638
• Institution: Nanyang Technological University

The aim of this research is to evaluate how Gaussian noise affects the accuracy of two Convolutional Neural Network (CNN) architectures—LeNet and AlexNet—in facial recognition applications. By utilizing the Faces95 dataset, the networks were subjected to varying levels of Gaussian noise to determ...