Digital image processing (2nd ed.)
Digital image processing (2nd ed.)
Application of the Karhunen-Loeve Procedure for the Characterization of Human Faces
IEEE Transactions on Pattern Analysis and Machine Intelligence
Introduction to statistical pattern recognition (2nd ed.)
Introduction to statistical pattern recognition (2nd ed.)
Eigenfaces vs. Fisherfaces: Recognition Using Class Specific Linear Projection
IEEE Transactions on Pattern Analysis and Machine Intelligence
FG '00 Proceedings of the Fourth IEEE International Conference on Automatic Face and Gesture Recognition 2000
Color by Correlation: A Simple, Unifying Framework for Color Constancy
IEEE Transactions on Pattern Analysis and Machine Intelligence
IEEE Transactions on Pattern Analysis and Machine Intelligence
Face Recognition Using the Discrete Cosine Transform
International Journal of Computer Vision - Special issue: Research at McGill University
Face Detection in Color Images
IEEE Transactions on Pattern Analysis and Machine Intelligence
Segmentation and Tracking of Faces in Color Images
FG '96 Proceedings of the 2nd International Conference on Automatic Face and Gesture Recognition (FG '96)
FG '00 Proceedings of the Fourth IEEE International Conference on Automatic Face and Gesture Recognition 2000
Meta-Analysis of Face Recognition Algorithms
FGR '02 Proceedings of the Fifth IEEE International Conference on Automatic Face and Gesture Recognition
Face recognition: A literature survey
ACM Computing Surveys (CSUR)
A Survey Of Approaches To Three-Dimensional Face Recognition
ICPR '04 Proceedings of the Pattern Recognition, 17th International Conference on (ICPR'04) Volume 1 - Volume 01
ICPR '04 Proceedings of the Pattern Recognition, 17th International Conference on (ICPR'04) Volume 2 - Volume 02
Separating Reflection Components of Textured Surfaces Using a Single Image
IEEE Transactions on Pattern Analysis and Machine Intelligence
Overview of the Face Recognition Grand Challenge
CVPR '05 Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05) - Volume 1 - Volume 01
A survey of approaches and challenges in 3D and multi-modal 3D + 2D face recognition
Computer Vision and Image Understanding
IEEE Transactions on Pattern Analysis and Machine Intelligence
Multiple Face Model of Hybrid Fourier Feature for Large Face Image Set
CVPR '06 Proceedings of the 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition - Volume 2
CVPRW '06 Proceedings of the 2006 Conference on Computer Vision and Pattern Recognition Workshop
The Bayes Decision Rule Induced Similarity Measures
IEEE Transactions on Pattern Analysis and Machine Intelligence
Journal of Cognitive Neuroscience
Score normalization in multimodal biometric systems
Pattern Recognition
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
Face detection using quantized skin color regions merging andwavelet packet analysis
IEEE Transactions on Multimedia
Face Recognition Algorithms Surpass Humans Matching Faces Over Changes in Illumination
IEEE Transactions on Pattern Analysis and Machine Intelligence
Robust coding schemes for indexing and retrieval from large face databases
IEEE Transactions on Image Processing
A shape- and texture-based enhanced Fisher classifier for face recognition
IEEE Transactions on Image Processing
Fusion of color spaces for ear authentication
Pattern Recognition
Hierarchical ensemble of global and local classifiers for face recognition
IEEE Transactions on Image Processing
Fusing local patterns of gabor magnitude and phase for face recognition
IEEE Transactions on Image Processing
Iris recognition based on robust iris segmentation and image enhancement
International Journal of Biometrics
Face recognition from color images using sparse projection analysis
ICIAR'10 Proceedings of the 7th international conference on Image Analysis and Recognition - Volume Part I
Hi-index | 0.00 |
This paper presents a novel Discrete Cosine Features (DCF) method for face recognition. The DCF method works by fusing the complementary features derived from the Discrete Cosine Transform (DCT) of the color component images in the YIQ color space. The novelty of the DCF method thus comes from both the multiple imaging (three component images) in the YIQ color space, and the multiple face encoding (different masking) in the DCT frequency domain. First, each color component image in the YIQ color space is transformed to the frequency domain via DCT, where three DCT frequency sets are derived by means of masking to encode the image at different representation levels (the reconstructed images display different details). Second, the three DCT frequency sets at the same representation level across the Y, I, and Q color component images are concatenated-the feature level fusion-to form an augmented pattern vector. Third, the complementary features from each of the three augmented pattern vectors (corresponding to the three different representation levels) are extracted using an Enhanced Fisher Model (EFM). Finally, the three similarity matrices generated using the complementary features are fused by means of the sum rule-the decision level fusion-to derive the final similarity matrix for face recognition. The effectiveness of the proposed DCF method is demonstrated using a complex grand challenge face recognition problem and a large scale database. In particular, the Face Recognition Grand Challenge (FRGC) and the Biometric Experimentation Environment (BEE) show that for the most challenging FRGC version 2 Experiment 4, which contains 12,776 training images, 16,028 controlled target images, and 8014 uncontrolled query images, the DCF method achieves the face verification rate (ROC III) of 81.34% at the false accept rate of 0.1%, compared to the FRGC baseline algorithm face verification rate of 11.86% at the same false accept rate.