Boosting local binary pattern (LBP)-Based face recognition

Authors:
Guangcheng Zhang;Xiangsheng Huang;Stan Z. Li;Yangsheng Wang;Xihong Wu
Affiliations:
Center of Information Science, Peking University, Beijing, China;Institute of Automation, Academy of Chinese Sciences, Beijing, China;Institute of Automation, Academy of Chinese Sciences, Beijing, China;Institute of Automation, Academy of Chinese Sciences, Beijing, China;Center of Information Science, Peking University, Beijing, China
Venue:
SINOBIOMETRICS'04 Proceedings of the 5th Chinese conference on Advances in Biometric Person Authentication
Year:
2004

Citing 12
Cited 28

Active shape models—their training and application

Computer Vision and Image Understanding
Face Recognition by Elastic Bunch Graph Matching

IEEE Transactions on Pattern Analysis and Machine Intelligence
A decision-theoretic generalization of on-line learning and an application to boosting

Journal of Computer and System Sciences - Special issue: 26th annual ACM symposium on the theory of computing & STOC'94, May 23–25, 1994, and second annual Europe an conference on computational learning theory (EuroCOLT'95), March 13–15, 1995
Improved boosting algorithms using confidence-rated predictions

COLT' 98 Proceedings of the eleventh annual conference on Computational learning theory
Multiresolution Gray-Scale and Rotation Invariant Texture Classification with Local Binary Patterns

IEEE Transactions on Pattern Analysis and Machine Intelligence
Ranking Prior Likelihood Distributions for Bayesian Shape Localization Framework

ICCV '03 Proceedings of the Ninth IEEE International Conference on Computer Vision - Volume 2
Boosting Local Feature Based Classifiers for Face Recognition

CVPRW '04 Proceedings of the 2004 Conference on Computer Vision and Pattern Recognition Workshop (CVPRW'04) Volume 5 - Volume 05
Face recognition using discriminant eigenvectors

ICASSP '96 Proceedings of the Acoustics, Speech, and Signal Processing, 1996. on Conference Proceedings., 1996 IEEE International Conference - Volume 04
Eigenfaces for recognition

Journal of Cognitive Neuroscience
Face recognition using ada-boosted gabor features

FGR' 04 Proceedings of the Sixth IEEE international conference on Automatic face and gesture recognition
Face recognition: a convolutional neural-network approach

IEEE Transactions on Neural Networks
Face recognition using the nearest feature line method

IEEE Transactions on Neural Networks

Face Description with Local Binary Patterns: Application to Face Recognition

IEEE Transactions on Pattern Analysis and Machine Intelligence
Face Verification Based on AdaBoost Learning for Histogram of Gabor Phase Patterns (HGPP) Selection and Samples Synthesis with Quotient Image Method

ICIC '08 Proceedings of the 4th international conference on Intelligent Computing: Advanced Intelligent Computing Theories and Applications - with Aspects of Theoretical and Methodological Issues
Facial expression recognition based on Local Binary Patterns: A comprehensive study

Image and Vision Computing
Pixelwise Local Binary Pattern Models of Faces Using Kernel Density Estimation

ICB '09 Proceedings of the Third International Conference on Advances in Biometrics
Boosted multi-resolution spatiotemporal descriptors for facial expression recognition

Pattern Recognition Letters
Lipreading with local spatiotemporal descriptors

IEEE Transactions on Multimedia
Maximized posteriori attributes selection from facial salient landmarks for face recognition

AST/UCMA/ISA/ACN'10 Proceedings of the 2010 international conference on Advances in computer science and information technology
Learning local features for age estimation on real-life faces

Proceedings of the 1st ACM international workshop on Multimodal pervasive video analysis
Subspace-based holistic registration for low-resolution facial images

EURASIP Journal on Advances in Signal Processing
The characteristics study on LBP operator in near infrared facial image

ISNN'11 Proceedings of the 8th international conference on Advances in neural networks - Volume Part II
Local features by intensity increasing tendency for face recognition

International Journal of Computational Vision and Robotics
Face authentication using adapted local binary pattern histograms

ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part IV
Learning to fuse 3d+2d based face recognition at both feature and decision levels

AMFG'05 Proceedings of the Second international conference on Analysis and Modelling of Faces and Gestures
Highly accurate and fast face recognition using near infrared images

ICB'06 Proceedings of the 2006 international conference on Advances in Biometrics
Multi-view gender classification using local binary patterns and support vector machines

ISNN'06 Proceedings of the Third international conference on Advnaces in Neural Networks - Volume Part II
Local multiple patterns based multiresolution gray-scale and rotation invariant texture classification

Information Sciences: an International Journal
Learning local binary patterns for gender classification on real-world face images

Pattern Recognition Letters
Face recognition by estimating facial distinctive information distribution

ACCV'09 Proceedings of the 9th Asian conference on Computer Vision - Volume Part III
Computing the Principal Local Binary Patterns for face recognition using data mining tools

Expert Systems with Applications: An International Journal
Texture features in facial image analysis

IWBRS'05 Proceedings of the 2005 international conference on Advances in Biometric Person Authentication
Incremental threshold learning for classifier selection

Neurocomputing
Standardization of face image sample quality

ICB'07 Proceedings of the 2007 international conference on Advances in 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
Face verification of age separated images under the influence of internal and external factors

Image and Vision Computing
Human action recognition based on boosted feature selection and naive Bayes nearest-neighbor classification

Signal Processing
Local descriptors and similarity measures for frontal face recognition: A comparative analysis

Journal of Visual Communication and Image Representation
Face detection based on skin color likelihood

Pattern Recognition

Quantified Score

Hi-index	0.00

Visualization

Abstract

This paper presents a novel approach for face recognition by boosting statistical local features based classifiers The face image is scanned with a scalable sub-window from which the Local Binary Pattern (LBP) histograms [14] are obtained to describe the local features of a face image The multi-class problem of face recognition is transformed into a two-class one by classifying every two face images as intra-personal or extra-personal ones [9] The Chi square distance between corresponding Local Binary Pattern histograms of two face images is used as discriminative feature for intra/extra-personal classification We use AdaBoost algorithm to learn a similarity of every face image pairs The proposed method was tested on the FERET FA/FB image sets and yielded an exciting recognition rate of 97.9%.