Machine Learning
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
The FERET Evaluation Methodology for Face-Recognition Algorithms
CVPR '97 Proceedings of the 1997 Conference on Computer Vision and Pattern Recognition (CVPR '97)
Beyond Eigenfaces: Probabilistic Matching for Face Recognition
FG '98 Proceedings of the 3rd. International Conference on Face & Gesture Recognition
A Comparison of Gabor Filter Methods for Automatic Detection of Facial Landmarks
FGR '02 Proceedings of the Fifth IEEE International Conference on Automatic Face and Gesture Recognition
Journal of Cognitive Neuroscience
Resampling for face recognition
AVBPA'03 Proceedings of the 4th international conference on Audio- and video-based biometric person authentication
Weighted Sub-Gabor for face recognition
Pattern Recognition Letters
Learning the best subset of local features for face recognition
Pattern Recognition
Gabor wavelets and General Discriminant Analysis for face identification and verification
Image and Vision Computing
Gabor wavelets and General Discriminant Analysis for face identification and verification
Image and Vision Computing
AdaBoost Multiple Feature Selection and Combination for Face Recognition
IbPRIA '09 Proceedings of the 4th Iberian Conference on Pattern Recognition and Image Analysis
Learned local Gabor patterns for face representation and recognition
Signal Processing
A general magnitude-preserving boosting algorithm for search ranking
Proceedings of the 18th ACM conference on Information and knowledge management
Hierarchical ensemble of global and local classifiers for face recognition
IEEE Transactions on Image Processing
Image and Vision Computing
Secure human face authentication for mobile e-government transactions
International Journal of Mobile Communications
Recent advances in face biometrics with Gabor wavelets: A review
Pattern Recognition Letters
Improved face representation by nonuniform multilevel selection of Gabor convolution features
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
PSO versus AdaBoost for feature selection in multimodal biometrics
BTAS'09 Proceedings of the 3rd IEEE international conference on Biometrics: Theory, applications and systems
Boosting discriminant learners for gait recognition using MPCA features
Journal on Image and Video Processing - Special issue on video-based modeling, analysis, and recognition of human motion
ACCV'07 Proceedings of the 8th Asian conference on Computer vision - Volume Part I
A theoretical approach to construct highly discriminative features with application in AdaBoost
ACCV'07 Proceedings of the 8th Asian conference on Computer vision - Volume Part I
Determining discriminative anatomical point pairings using adaboost for 3D face recognition
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Fusing local patterns of gabor magnitude and phase for face recognition
IEEE Transactions on Image Processing
An EDBoost algorithm towards robust face recognition in JPEG compressed domain
Image and Vision Computing
Novel metrics for face recognition using local binary patterns
KES'11 Proceedings of the 15th international conference on Knowledge-based and intelligent information and engineering systems - Volume Part I
Face description for perceptual user interfaces
CAEPIA'05 Proceedings of the 11th Spanish association conference on Current Topics in Artificial Intelligence
Shot boundary detection algorithm in compressed domain based on adaboost and fuzzy theory
ICNC'06 Proceedings of the Second international conference on Advances in Natural Computation - Volume Part II
An illumination invariant face recognition approach using exemplar-based synthesis technique
CAIP'05 Proceedings of the 11th international conference on Computer Analysis of Images and Patterns
AdaBoost gabor fisher classifier for face recognition
AMFG'05 Proceedings of the Second international conference on Analysis and Modelling of Faces and Gestures
Facial expression recognition based on boostingtree
ISNN'06 Proceedings of the Third international conference on Advnaces in Neural Networks - Volume Part II
Gender classification based on boosting local binary pattern
ISNN'06 Proceedings of the Third international conference on Advnaces in Neural Networks - Volume Part II
Boosting multi-gabor subspaces for face recognition
ACCV'06 Proceedings of the 7th Asian conference on Computer Vision - Volume Part I
Classification with the hybrid of manifold learning and gabor wavelet
ISNN'06 Proceedings of the Third international conference on Advances in Neural Networks - Volume Part I
Gabor feature based classification using 2d linear discriminant analysis for face recognition
AVBPA'05 Proceedings of the 5th international conference on Audio- and Video-Based Biometric Person Authentication
Boosting local binary pattern (LBP)-Based face recognition
SINOBIOMETRICS'04 Proceedings of the 5th Chinese conference on Advances in Biometric Person Authentication
Gabor feature selection for face recognition using improved adaboost learning
IWBRS'05 Proceedings of the 2005 international conference on Advances in Biometric Person Authentication
Incremental face recognition for large-scale social network services
Pattern Recognition
A local spectral distribution approach to face recognition
Computer Vision and Image Understanding
Pixel selection based on discriminant features with application to face recognition
Pattern Recognition Letters
Online multiple instance gradient feature selection for robust visual tracking
Pattern Recognition Letters
Incremental threshold learning for classifier selection
Neurocomputing
Human age estimation using ranking SVM
CCBR'12 Proceedings of the 7th Chinese conference on Biometric Recognition
Learning discriminant face descriptor for face recognition
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part II
Selective generation of Gabor features for fast face recognition on mobile devices
Pattern Recognition Letters
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Face representation based on Gabor features has attracted much attention and achieved great success in face recognition area for the advantages of the Gabor features. However, Gabor features currently adopted by most systems are redundant and too high dimensional. In this paper, we propose a face recognition method using AdaBoosted Gabor features, which are not only low dimensional but also discriminant. The main contribution of the paper lies in two points: (1) AdaBoost is successfully applied to face recognition by introducing the intra-face and extra-face difference space in the Gabor feature space; (2) An appropriate re-sampling scheme is adopted to deal with the imbalance between the amount of the positive samples and that of the negative samples. By using the proposed method, only hundreds of Gabor features are selected. Experiments on FERET database have shown that these hundreds of Gabor features are enough to achieve good performance comparable to that of methods using the complete set of Gabor features.