Local descriptors in application to the aging problem in face recognition

Authors:
Michał Bereta;Paweł Karczmarek;Witold Pedrycz;Marek Reformat
Affiliations:
-;-;-;-
Venue:
Pattern Recognition
Year:
2013

Citing 37
Cited 0

Image Representation Using 2D Gabor Wavelets

IEEE Transactions on Pattern Analysis and Machine Intelligence
Eigenfaces vs. Fisherfaces: Recognition Using Class Specific Linear Projection

IEEE Transactions on Pattern Analysis and Machine Intelligence
Face Recognition by Elastic Bunch Graph Matching

IEEE Transactions on Pattern Analysis and Machine Intelligence
Toward Automatic Simulation of Aging Effects on Face Images

IEEE Transactions on Pattern Analysis and Machine Intelligence
Face recognition: A literature survey

ACM Computing Surveys (CSUR)
Robust Real-Time Face Detection

International Journal of Computer Vision
Distance measures for PCA-based face recognition

Pattern Recognition Letters
Face Detection Using Improved LBP under Bayesian Framework

ICIG '04 Proceedings of the Third International Conference on Image and Graphics
Local Gabor Binary Pattern Histogram Sequence (LGBPHS): A Novel Non-Statistical Model for Face Representation and Recognition

ICCV '05 Proceedings of the Tenth IEEE International Conference on Computer Vision (ICCV'05) Volume 1 - Volume 01
MORPH: A Longitudinal Image Database of Normal Adult Age-Progression

FGR '06 Proceedings of the 7th International Conference on Automatic Face and Gesture Recognition
A review on Gabor wavelets for face recognition

Pattern Analysis & Applications
Age simulation for face recognition

ICPR '06 Proceedings of the 18th International Conference on Pattern Recognition - Volume 03
Face recognition from a single image per person: A survey

Pattern Recognition
Globally Maximizing, Locally Minimizing: Unsupervised Discriminant Projection with Applications to Face and Palm Biometrics

IEEE Transactions on Pattern Analysis and Machine Intelligence
Simplified Gabor wavelets for human face recognition

Pattern Recognition
Eigenfaces for recognition

Journal of Cognitive Neuroscience
Survey of Distance Measures for NMF-Based Face Recognition

Computational Intelligence and Security
Description of interest regions with local binary patterns

Pattern Recognition
Improvements and Performance Evaluation Concerning Synthetic Age Progression and Face Recognition Affected by Adult Aging

ICB '09 Proceedings of the Third International Conference on Advances in Biometrics
Are Gabor phases really useless for face recognition?

Pattern Analysis & Applications
Recent advances in face biometrics with Gabor wavelets: A review

Pattern Recognition Letters
Age-Invariant Face Recognition

IEEE Transactions on Pattern Analysis and Machine Intelligence
Face verification across age progression using discriminative methods

IEEE Transactions on Information Forensics and Security
Enhanced local texture feature sets for face recognition under difficult lighting conditions

AMFG'07 Proceedings of the 3rd international conference on Analysis and modeling of faces and gestures
Multispectral Face Recognition in Texture Space

CRV '10 Proceedings of the 2010 Canadian Conference on Computer and Robot Vision
WLD: A Robust Local Image Descriptor

IEEE Transactions on Pattern Analysis and Machine Intelligence
Fusing local patterns of gabor magnitude and phase for face recognition

IEEE Transactions on Image Processing
Cross-Age Face Recognition on a Very Large Database: The Performance versus Age Intervals and Improvement Using Soft Biometric Traits

ICPR '10 Proceedings of the 2010 20th International Conference on Pattern Recognition
Methodological improvement on local Gabor face recognition based on feature selection and enhanced Borda count

Pattern Recognition
Description of interest regions with center-symmetric local binary patterns

ICVGIP'06 Proceedings of the 5th Indian conference on Computer Vision, Graphics and Image Processing
Histogram of Gabor Phase Patterns (HGPP): A Novel Object Representation Approach for Face Recognition

IEEE Transactions on Image Processing
A Discriminative Model for Age Invariant Face Recognition

IEEE Transactions on Information Forensics and Security - Part 2
The study of different similarity measure techniques in recognition of handwritten characters

Proceedings of the International Conference on Advances in Computing, Communications and Informatics
Investigating age invariant face recognition based on periocular biometrics

IJCB '11 Proceedings of the 2011 International Joint Conference on Biometrics
Contourlet appearance model for facial age estimation

IJCB '11 Proceedings of the 2011 International Joint Conference on Biometrics
Multi-scale local binary pattern histograms for face recognition

ICB'07 Proceedings of the 2007 international conference on Advances in Biometrics
Learning multi-scale block local binary patterns for face recognition

ICB'07 Proceedings of the 2007 international conference on Advances in Biometrics

Quantified Score

Hi-index	0.01

Visualization

Abstract

Local descriptors are widely used in face recognition due to their robustness to changes in expression or occlusion in facial images. In this paper, a comparison of local descriptors commonly used in face recognition methods is presented in the context of age changes of individuals. We quantify abilities of local descriptors used in face recognition in the context of age discrimination. The performance of the descriptors is evaluated by experimenting with the FG-NET database. We present the results for different age groups and for various age differences of individuals present in the training and testing images. The values of recognition accuracy are reported in combination with various similarity measures used for classification purposes. Moreover, the performance of the descriptors combined with Gabor wavelet images is tested.