Moving object recognition in eigenspace representation: gait analysis and lip reading
Pattern Recognition Letters
On-Line Fingerprint Verification
IEEE Transactions on Pattern Analysis and Machine Intelligence
Integrating Faces and Fingerprints for Personal Identification
IEEE Transactions on Pattern Analysis and Machine Intelligence
Robust Real-Time Periodic Motion Detection, Analysis, and Applications
IEEE Transactions on Pattern Analysis and Machine Intelligence
Incremental Singular Value Decomposition of Uncertain Data with Missing Values
ECCV '02 Proceedings of the 7th European Conference on Computer Vision-Part I
Recognition of human body motion using phase space constraints
ICCV '95 Proceedings of the Fifth International Conference on Computer Vision
Stride and Cadence as a Biometric in Automatic Person Identification and Verification
FGR '02 Proceedings of the Fifth IEEE International Conference on Automatic Face and Gesture Recognition
Comparison and Combination of Ear and Face Images in Appearance-Based Biometrics
IEEE Transactions on Pattern Analysis and Machine Intelligence
Personal Identification Based on Iris Texture Analysis
IEEE Transactions on Pattern Analysis and Machine Intelligence
The Relation between the ROC Curve and the CMC
AUTOID '05 Proceedings of the Fourth IEEE Workshop on Automatic Identification Advanced Technologies
Fingerprint Warping Using Ridge Curve Correspondences
IEEE Transactions on Pattern Analysis and Machine Intelligence
Individual Recognition Using Gait Energy Image
IEEE Transactions on Pattern Analysis and Machine Intelligence
Working Set Selection Using Second Order Information for Training Support Vector Machines
The Journal of Machine Learning Research
Deformation Modeling for Robust 3D Face Matching
IEEE Transactions on Pattern Analysis and Machine Intelligence
Action and gait recognition from recovered 3-D human joints
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics - Special issue on gait analysis
Secure and Robust Iris Recognition Using Random Projections and Sparse Representations
IEEE Transactions on Pattern Analysis and Machine Intelligence
ASB'03 Proceedings of the 1st international conference on Advanced Studies in Biometrics
IEEE Transactions on Circuits and Systems for Video Technology
Gait energy volumes and frontal gait recognition using depth images
IJCB '11 Proceedings of the 2011 International Joint Conference on Biometrics
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For person identification, motion and anthropometric biometrics are known to be less sensitive to photometric differences and more robust to obstructions such as glasses, hair, and hats. Existing gait-based methods are based on the accurate identification and acquisition of the gait cycle. This typically requires the subject to repeatedly perform a single action using a costly motion-capture facility, or 2D videos in simple backgrounds where the person can be easily segmented and tracked. For person identification these manufactured requirements limit the use gait-based biometrics in real scenarios that may have a variety of actions with varying levels of complexity. We propose a new person identification method that uses motion and anthropometric biometrics acquired from an inexpensive Kinect RGBD sensor. Different from previous gait-based methods we use all the body joints found by the Kinect SDK to analyze the motion patterns and anthropometric features over the entire track sequence. We show the proposed method can identify people that perform different actions (e.g. walk and run) with varying levels of complexity. When compared to a state-of-the-art gait-based method that uses depth images produced by the Kinect sensor the proposed method demonstrated better person identity performance.