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
The FERET Evaluation Methodology for Face-Recognition Algorithms
IEEE Transactions on Pattern Analysis and Machine Intelligence
Robust Real-Time Face Detection
International Journal of Computer Vision
Real-Time Face Verification System on a Cell-Phone Using Advanced Correlation Filters
AUTOID '05 Proceedings of the Fourth IEEE Workshop on Automatic Identification Advanced Technologies
IEEE Transactions on Pattern Analysis and Machine Intelligence
Graph Embedding and Extensions: A General Framework for Dimensionality Reduction
IEEE Transactions on Pattern Analysis and Machine Intelligence
Eigenfeature Regularization and Extraction in Face Recognition
IEEE Transactions on Pattern Analysis and Machine Intelligence
Real-Time Face Verification for Mobile Platforms
ISVC '08 Proceedings of the 4th International Symposium on Advances in Visual Computing, Part II
Robust Face Recognition via Sparse Representation
IEEE Transactions on Pattern Analysis and Machine Intelligence
Asymmetric Principal Component and Discriminant Analyses for Pattern Classification
IEEE Transactions on Pattern Analysis and Machine Intelligence
Eye detection based on rank order filter
ICICS'09 Proceedings of the 7th international conference on Information, communications and signal processing
Fast eye localization based on pixel differences
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Realtime training on mobile devices for face recognition applications
Pattern Recognition
Dual-space linear discriminant analysis for face recognition
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
Face recognition based on the multi-scale local image structures
Pattern Recognition
Class-Specific Kernel-Discriminant Analysis for Face Verification
IEEE Transactions on Information Forensics and Security - Part 2
Face authentication from cell phone camera images with illumination and temporal variations
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
The CAS-PEAL Large-Scale Chinese Face Database and Baseline Evaluations
IEEE Transactions on Systems, Man, and Cybernetics, Part A: Systems and Humans
Face Verification With Balanced Thresholds
IEEE Transactions on Image Processing
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Mobile devices have been widely used not only as a communication tool, but also a digital assistance to our daily life, which imposes high security concern on mobile devices. In this paper we present a natural and non-intrusive way to secure mobile devices, i.e. a complete and fully automated face verification system. It consists of three sub-systems: face detection, alignment and verification. The proposed subspace face/eye detector locates the eyes at a much higher precision than Adaboost face/eye detector. By utilizing attentional cascade strategy, the proposed face/eye detector achieves a comparable speed to Adaboost face/eye detector in this ''close-range'' application. The proposed approach that determines the class-specific threshold without sacrificing the training data for the validation data further boosts the performance. The proposed system is systematically evaluated on O2FN, AR and CAS-PEAL databases, and compared with many different approaches. Compared to the best competitive system, which is built upon Adaboost face/eye detector and ERE approach for face recognition, the proposed system reduces the overall equal error rate from 8.49% to 3.88% on the O2FN database, from 7.64% to 1.90% on the AR database and from 9.30% to 5.60% on the CAS-PEAL database. The proposed system is implemented on O2 XDA Flame and on average it takes 1.03s for the whole process, including face detection, eye detection and face verification.