Dynamic feature extraction via the velocity Hough transform
Pattern Recognition Letters
Robust Real-Time Periodic Motion Detection, Analysis, and Applications
IEEE Transactions on Pattern Analysis and Machine Intelligence
A Multi-view Method for Gait Recognition Using Static Body Parameters
AVBPA '01 Proceedings of the Third International Conference on Audio- and Video-Based Biometric Person Authentication
Interpolating splines with local tension, continuity, and bias control
SIGGRAPH '84 Proceedings of the 11th annual conference on Computer graphics and interactive techniques
The Gait Identification Challenge Problem: Data Sets and Baseline Algorithm
ICPR '02 Proceedings of the 16 th International Conference on Pattern Recognition (ICPR'02) Volume 1 - Volume 1
On the Relationship of Human Walking and Running: Automatic Person Identification by Gait
ICPR '02 Proceedings of the 16 th International Conference on Pattern Recognition (ICPR'02) Volume 1 - Volume 1
Articulated Model Based People Tracking Using Motion Models
ICMI '02 Proceedings of the 4th IEEE International Conference on Multimodal Interfaces
Automatic extraction and description of human gait models for recognition purposes
Computer Vision and Image Understanding
Automatic gait recognition by symmetry analysis
Pattern Recognition Letters - Special issue: Audio- and video-based biometric person authentication (AVBPA 2001)
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
Silhouette-Based Human Identification from Body Shape and Gait
FGR '02 Proceedings of the Fifth IEEE International Conference on Automatic Face and Gesture Recognition
Gait Analysis for Recognition and Classification
FGR '02 Proceedings of the Fifth IEEE International Conference on Automatic Face and Gesture Recognition
Gait analysis for human identification
AVBPA'03 Proceedings of the 4th international conference on Audio- and video-based biometric person authentication
Improved Gait Recognition by Gait Dynamics Normalization
IEEE Transactions on Pattern Analysis and Machine Intelligence
Gait recognition for human identification based on ICA and fuzzy SVM through multiple views fusion
Pattern Recognition Letters
International Journal of Electronic Security and Digital Forensics
A full-body layered deformable model for automatic model-based gait recognition
EURASIP Journal on Advances in Signal Processing
Human Motion Analysis Using Eroded and Restored Skeletons
ICIC '08 Proceedings of the 4th international conference on Intelligent Computing: Advanced Intelligent Computing Theories and Applications - with Aspects of Theoretical and Methodological Issues
Model-Based Gait Recognition Using Multiple Feature Detection
ACIVS '08 Proceedings of the 10th International Conference on Advanced Concepts for Intelligent Vision Systems
Covariate Analysis for View-Point Independent Gait Recognition
ICB '09 Proceedings of the Third International Conference on Advances in Biometrics
Individual Identification Using Gait Sequences under Different Covariate Factors
ICVS '09 Proceedings of the 7th International Conference on Computer Vision Systems: Computer Vision Systems
Extraction and Classification of Human Gait Features
IVIC '09 Proceedings of the 1st International Visual Informatics Conference on Visual Informatics: Bridging Research and Practice
Improved gait recognition by multiple-projections normalization
Machine Vision and Applications
FUZZ-IEEE'09 Proceedings of the 18th international conference on Fuzzy Systems
Human perambulation as a self calibrating biometric
AMFG'07 Proceedings of the 3rd international conference on Analysis and modeling of faces and gestures
Attention monitoring for music contents based on analysis of signal-behavior structures
ACCV'07 Proceedings of the 8th Asian conference on Computer vision - Volume Part I
ICIC'09 Proceedings of the Intelligent computing 5th international conference on Emerging intelligent computing technology and applications
Self-calibrating view-invariant gait biometrics
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics - Special issue on gait analysis
Gait flow image: A silhouette-based gait representation for human identification
Pattern Recognition
Gait recognition using independent component analysis
ISNN'05 Proceedings of the Second international conference on Advances in neural networks - Volume Part II
Improved gait recognition with automatic body joint identification
IVIC'11 Proceedings of the Second international conference on Visual informatics: sustaining research and innovations - Volume Part I
Gait recognition using hidden markov model
ICNC'06 Proceedings of the Second international conference on Advances in Natural Computation - Volume Part I
Gait recognition using wavelet descriptors and independent component analysis
ISNN'06 Proceedings of the Third international conference on Advnaces in Neural Networks - Volume Part II
Human distribution estimation using shape projection model based on multiple-viewpoint observations
ACCV'06 Proceedings of the 7th Asian conference on Computer Vision - Volume Part I
Gait recognition using a view transformation model in the frequency domain
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part III
ICNC'05 Proceedings of the First international conference on Advances in Natural Computation - Volume Part I
Lightweight agent framework for camera array applications
KES'05 Proceedings of the 9th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part IV
Dual phase learning for large scale video gait recognition
MMM'10 Proceedings of the 16th international conference on Advances in Multimedia Modeling
Unsupervised human skeleton extraction from Kinect depth images
Proceedings of the 4th International Conference on Internet Multimedia Computing and Service
Human gait recognition via deterministic learning
Neural Networks
Partitioning gait cycles adaptive to fluctuating periods and bad silhouettes
ICB'07 Proceedings of the 2007 international conference on Advances in Biometrics
On optimal operator for combining left and right sole pressure data in biometrics security
Advances in Fuzzy Systems
| Hi-index | 0.00 |
We develop a new model-based extraction process guided by biomechanical analysis for walking people, and analyse its data for recognition capability. Hierarchies of shape and motion yield relatively modest computational demands, while anatomical data is used to generate shape models consistent with normal human body proportions. Mean gait data is used to create prototype gait motion models, which are adapted to fit individual subjects. Our approach is evaluated on a large gait database, comprising 4824 sequences from 115 subjects, demonstrating gait extraction and description capability in laboratory and real-world capture conditions. Recognition capability is illustrated by an 84% CCR in laboratory conditions, which is reduced for real-world (outdoor) data. Preliminary results from a statistical analysis of the extracted gait parameters, suggest that recognition capability is primarily gained from cadence and from static shape parameters, although gait is the cue by which these are derived.