RegionBoost learning for 2D+3D based face recognition
Pattern Recognition Letters
A reliable method for cell phenotype image classification
Artificial Intelligence in Medicine
Local binary patterns for a hybrid fingerprint matcher
Pattern Recognition
ICB '09 Proceedings of the Third International Conference on Advances in Biometrics
Recognition of faces in unconstrained environments: a comparative study
EURASIP Journal on Advances in Signal Processing - Special issue on recent advances in biometric systems: a signal processing perspective
Descriptors for image-based fingerprint matchers
Expert Systems with Applications: An International Journal
Efficient statistical face recognition across pose using local binary patterns and Gabor wavelets
BTAS'09 Proceedings of the 3rd IEEE international conference on Biometrics: Theory, applications and systems
A 3-D assisted generative model for facial texture super- resolution
BTAS'09 Proceedings of the 3rd IEEE international conference on Biometrics: Theory, applications and systems
Predicting trait impressions of faces using local face recognition techniques
Expert Systems with Applications: An International Journal
Fusion of multi-directional rotation invariant uniform LBP features for face recognition
IITA'09 Proceedings of the 3rd international conference on Intelligent information technology application
Fusing local patterns of gabor magnitude and phase for face recognition
IEEE Transactions on Image Processing
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics - Special issue on gait analysis
Face verification using indirect neighbourhood components analysis
ISVC'10 Proceedings of the 6th international conference on Advances in visual computing - Volume Part II
Cosine similarity metric learning for face verification
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part II
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
Fast multi-scale local phase quantization histogram for face recognition
Pattern Recognition Letters
Multi-scale local binary pattern histograms for face recognition
ICB'07 Proceedings of the 2007 international conference on Advances in Biometrics
Fusing magnitude and phase features for robust face recognition
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part II
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Spatial histogram* of Local Binary Pattern (LBP) and Local Gabor Binary Pattern (LGBP) has been successfully applied to face recognition and achieved state-of-the-art performance. Both LBP and LGBP utilize traditional histogram matching method such as histogram intersection for face classification. In this paper, we propose a statistical extension for L(G)BP similarity computation by introducing Fisher Discriminant Analysis (FDA) of the L(G)BP spatial histogram "features". More than a simple application of FDA, we have constructed Ensemble of Piecewise FDA (EPFDA) classifiers, each of which is designed using one segment of the entire spatial histogram features. We show that this extension not only greatly reduces the feature dimension but also brings very impressive performance improvement. Especially, we have made a large step to recognizing all the faces in the standard FERET face database.