Illumination invariant face recognition using convolutional neural networks

Conference/Journal
IEEE
Authors
Nalla Pattabhi Ramaiah Earnest Paul Ijjina C. Krishna Mohan
BibTex
Abstract
Abstract: Face is one of the most widely used biometric in security systems. Despite its wide usage, face recognition is not a fully solved problem due to the challenges associated with varying illumination conditions and pose. In this paper, we address the problem of face recognition under non-uniform illumination using deep convolutional neural networks (CNN). The ability of a CNN to learn local patterns from data is used for facial recognition. The symmetry of facial information is exploited to improve the performance of the system ...