Silhouette Analysis-Based Gait Recognition for Human Identification
IEEE Transactions on Pattern Analysis and Machine Intelligence
Synchronization of oscillations for machine perception of gaits
Computer Vision and Image Understanding
The HumanID Gait Challenge Problem: Data Sets, Performance, and Analysis
IEEE Transactions on Pattern Analysis and Machine Intelligence
Higher order symmetry for non-linear classification of human walk detection
Pattern Recognition Letters
Top-down, bottom-up multivalued default reasoning for identity maintenance
Proceedings of the 4th ACM international workshop on Video surveillance and sensor networks
Gait recognition using linear time normalization
Pattern Recognition
A survey of advances in vision-based human motion capture and analysis
Computer Vision and Image Understanding - Special issue on modeling people: Vision-based understanding of a person's shape, appearance, movement, and behaviour
Outdoor recognition at a distance by fusing gait and face
Image and Vision Computing
Gait recognition using image self-similarity
EURASIP Journal on Applied Signal Processing
Extracting a diagnostic gait signature
Pattern Recognition
Extracting a diagnostic gait signature
Pattern Recognition
International Journal of Electronic Security and Digital Forensics
A New Combined Fractal Scale Descriptor for Gait Sequence
MLDM '07 Proceedings of the 5th international conference on Machine Learning and Data Mining in Pattern Recognition
Gait Recognition by Applying Multiple Projections and Kernel PCA
MLDM '07 Proceedings of the 5th international conference on Machine Learning and Data Mining in Pattern Recognition
Performance analysis for gait in camera networks
AREA '08 Proceedings of the 1st ACM workshop on Analysis and retrieval of events/actions and workflows in video streams
Frontal-view gait recognition by intra- and inter-frame rectangle size distribution
Pattern Recognition Letters
Dynamic Texture Based Gait Recognition
ICB '09 Proceedings of the Third International Conference on Advances in Biometrics
Automatic Gait Recognition Using Weighted Binary Pattern on Video
AVSS '09 Proceedings of the 2009 Sixth IEEE International Conference on Advanced Video and Signal Based Surveillance
Synchronization of oscillations for machine perception of gaits
Computer Vision and Image Understanding
Wavelet analysis of cyclic human gait for recognition
DSP'09 Proceedings of the 16th international conference on Digital Signal Processing
Representing cyclic human motion using functional analysis
Image and Vision Computing
Improved gait recognition by multiple-projections normalization
Machine Vision and Applications
Boosting discriminant learners for gait recognition using MPCA features
Journal on Image and Video Processing - Special issue on video-based modeling, analysis, and recognition of human motion
Gait shape estimation for identification
AVBPA'03 Proceedings of the 4th international conference on Audio- and video-based biometric person authentication
Human perambulation as a self calibrating biometric
AMFG'07 Proceedings of the 3rd international conference on Analysis and modeling of faces and gestures
Human gait recognition using temporal slices
PReMI'07 Proceedings of the 2nd international conference on Pattern recognition and machine intelligence
Improved LLE algorithm for motion analysis
APPT'07 Proceedings of the 7th international conference on Advanced parallel processing technologies
Performance analysis for automated gait extraction and recognition in multi-camera surveillance
Multimedia Tools and Applications
Self-calibrating view-invariant gait biometrics
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics - Special issue on gait analysis
Studies on silhouette quality and gait recognition
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
3D tracking for gait characterization and recognition
FGR' 04 Proceedings of the Sixth IEEE international conference on Automatic face and gesture recognition
3-D hand trajectory recognition for signing exact English
FGR' 04 Proceedings of the Sixth IEEE international conference on Automatic face and gesture recognition
Learning appearance and transparency manifolds of occluded objects in layers
CVPR'03 Proceedings of the 2003 IEEE computer society conference on Computer vision and pattern recognition
Human gait recognition using extraction and fusion of global motion features
Multimedia Tools and Applications
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
HMM-Based gait recognition with human profiles
SSPR'06/SPR'06 Proceedings of the 2006 joint IAPR international conference on Structural, Syntactic, and Statistical Pattern Recognition
Gait recognition using hidden markov model
ICNC'06 Proceedings of the Second international conference on Advances in Natural Computation - Volume Part I
Multivalued default logic for identity maintenance in visual surveillance
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part IV
Gait recognition using spectral features of foot motion
AVBPA'05 Proceedings of the 5th international conference on Audio- and Video-Based Biometric Person Authentication
LLE based gait analysis and recognition
SINOBIOMETRICS'04 Proceedings of the 5th Chinese conference on Advances in Biometric Person Authentication
Gait recognition using procrustes shape analysis and shape context
ACCV'09 Proceedings of the 9th Asian conference on Computer Vision - Volume Part III
Extracting motion features for visual human activity representation
IbPRIA'05 Proceedings of the Second Iberian conference on Pattern Recognition and Image Analysis - Volume Part I
Combining wavelet velocity moments and reflective symmetry for gait recognition
IWBRS'05 Proceedings of the 2005 international conference on Advances in Biometric Person Authentication
Detecting bipedal motion from correlated probabilistic trajectories
Pattern Recognition Letters
| Hi-index | 0.00 |
A motion-based, correspondence-free technique for human gait recognition in monocular video is presented. We contend that the planar dynamics of a walking person are encoded in a 2D plot consisting of the pairwise image similarities of the sequence of images of the person, and that gait recognition can be achieved via standard pattern classification of these plots. We use background modelling to track the person for a number of frames and extract a sequence of segmented images of the person. The self-similarity plot is computed via correlation of each pair of images in this sequence.For recognition, the method applies Principal Component Analysis to reduce the dimensionality of the plots, then uses the k-nearest neighbor rule in this reduced space to classify an unknown person. This method is robust to tracking and segmentation errors, and to variation in clothing and background. It is also invariant to small changes in camera viewpoint and walking speed.The method is tested on outdoor sequences of 44 people with 4 sequences of each taken on two different days, and achieves a classification rate of 77%. It is also tested on indoor sequences of 7 people walking on a treadmill, taken from 8 different viewpoints and on 7 different days. A classification rate of 78% is obtained for near-fronto-parallel views, and 65% on average over all view.