Eigenfaces vs. Fisherfaces: Recognition Using Class Specific Linear Projection
IEEE Transactions on Pattern Analysis and Machine Intelligence
What Is the Set of Images of an Object Under All Possible Illumination Conditions?
International Journal of Computer Vision
From Few to Many: Illumination Cone Models for Face Recognition under Variable Lighting and Pose
IEEE Transactions on Pattern Analysis and Machine Intelligence
Dealing with occlusions in the eigenspace approach
CVPR '96 Proceedings of the 1996 Conference on Computer Vision and Pattern Recognition (CVPR '96)
A statistical approach to 3d object detection applied to faces and cars
A statistical approach to 3d object detection applied to faces and cars
Cancelable Biometric Filters for Face Recognition
ICPR '04 Proceedings of the Pattern Recognition, 17th International Conference on (ICPR'04) Volume 3 - Volume 03
Journal of Cognitive Neuroscience
AVBPA'03 Proceedings of the 4th international conference on Audio- and video-based biometric person authentication
Illumination normalization using logarithm transforms for face authentication
AVBPA'03 Proceedings of the 4th international conference on Audio- and video-based biometric person authentication
Total Variation Models for Variable Lighting Face Recognition
IEEE Transactions on Pattern Analysis and Machine Intelligence
An approach of cluster validity on Gabor wavelet based adaptive face recognition
International Journal of Knowledge-based and Intelligent Engineering Systems - Extended papers selected from KES-2006
Toward a sentient environment: real-time wide area multiple human tracking with identities
Machine Vision and Applications
Fusion of classifiers for illumination robust face recognition
Expert Systems with Applications: An International Journal
BTAS'09 Proceedings of the 3rd IEEE international conference on Biometrics: Theory, applications and systems
Face recognition based on binary template matching
ICIC'07 Proceedings of the intelligent computing 3rd international conference on Advanced intelligent computing theories and applications
Illumination invariant face image representation using quaternions
CIARP'10 Proceedings of the 15th Iberoamerican congress conference on Progress in pattern recognition, image analysis, computer vision, and applications
Variable lighting face recognition using discrete wavelet transform
Pattern Recognition Letters
Robust regression for face recognition
Pattern Recognition
Use of cluster validity in designing adaptive gabor wavelet based face recognition
KES'06 Proceedings of the 10th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part I
Adaptive context-aware filter fusion for face recognition on bad illumination
KES'06 Proceedings of the 10th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part I
Modeling phase spectra using gaussian mixture models for human face identification
ICAPR'05 Proceedings of the Third international conference on Pattern Recognition and Image Analysis - Volume Part II
Facial asymmetry in frequency domain: the "phase" connection
PReMI'05 Proceedings of the First international conference on Pattern Recognition and Machine Intelligence
Kernel correlation filter based redundant class-dependence feature analysis (KCFA) on FRGC2.0 data
AMFG'05 Proceedings of the Second international conference on Analysis and Modelling of Faces and Gestures
The role of statistical models in biometric authentication
ICB'06 Proceedings of the 2006 international conference on Advances in Biometrics
A one bit facial asymmetry code (FAC) in fourier domain for human recognition
AVBPA'05 Proceedings of the 5th international conference on Audio- and Video-Based Biometric Person Authentication
Facial asymmetry: a new robust biometric in the frequency domain
ICIAR'05 Proceedings of the Second international conference on Image Analysis and Recognition
A context model for ubiquitous computing applications
KES'06 Proceedings of the 10th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part III
Feature correlation filter for face recognition
ICB'07 Proceedings of the 2007 international conference on Advances in Biometrics
Illumination Invariant Face Recognition Using Quaternion-Based Correlation Filters
Journal of Mathematical Imaging and Vision
Hi-index | 0.00 |
In this paper we present a novel method for performing robust illumination-tolerant face recognition. We show that this method works well even when presented with partial test faces which are also captured under variable illumination and outperforms other competing face recognition algorithms. Our method is a hybrid PCA-correlation filter which links the best of two major approaches in face recognition; Principal Component Analysis (PCA) for capturing the variability in a set of training images and advanced correlation filters which have attractive features such as illumination tolerance, shift-invariance, and can handle occlusions. We examine how these filters work and why our proposed method is able to perform better. We call our method 'Corefaces' as it seeks to model the 'core' face representation that remains relatively invariant to illumination variations. We show comparative results using the illumination subset of CMU-PIE database consisting of 65 people, and Yale-B illumination database and compare with other standard methods such as the illumination subspace method and Fisherfaces.