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
Human gait recognition at sagittal plane
Image and Vision Computing
Fusion of color and infrared video for moving human detection
Pattern Recognition
Outdoor recognition at a distance by fusing gait and face
Image and Vision Computing
The PARAChute project: remote monitoring of posture and gait for fall prevention
EURASIP Journal on Applied Signal Processing
Gait recognition using image self-similarity
EURASIP Journal on Applied Signal Processing
Gait recognition for human identification based on ICA and fuzzy SVM through multiple views fusion
Pattern Recognition Letters
Classifier ensembles: Select real-world applications
Information Fusion
Comprehensive framework to gait recognition
International Journal of Biometrics
HMM-Based Action Recognition Using Contour Histograms
IbPRIA '07 Proceedings of the 3rd Iberian conference on Pattern Recognition and Image Analysis, Part I
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
Recognizing Human Actions Using Silhouette-based HMM
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
Zernike velocity moments for sequence-based description of moving features
Image and Vision Computing
Automatic gait recognition via Fourier descriptors of deformable objects
AVBPA'03 Proceedings of the 4th international conference on Audio- and video-based biometric person authentication
Gait shape estimation for identification
AVBPA'03 Proceedings of the 4th international conference on Audio- and video-based biometric person authentication
Human gait recognition using temporal slices
PReMI'07 Proceedings of the 2nd international conference on Pattern recognition and machine intelligence
Implicit authentication for mobile devices
HotSec'09 Proceedings of the 4th USENIX conference on Hot topics in security
Statistical feature fusion for gait-based human recognition
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
Support vector machines for inhabitant identification in smart houses
UIC'10 Proceedings of the 7th international conference on Ubiquitous intelligence and computing
Implicit authentication through learning user behavior
ISC'10 Proceedings of the 13th international conference on Information security
Amplitude spectrum-based gait recognition
FGR' 04 Proceedings of the Sixth IEEE international conference on Automatic face and gesture recognition
Video-based face recognition using adaptive hidden markov models
CVPR'03 Proceedings of the 2003 IEEE computer society conference on Computer vision and pattern recognition
Inhabitant prediction in smart houses
Proceedings of the 2011 international workshop on Situation activity & goal awareness
Accelerometer-based on-body sensor localization for health and medical monitoring applications
Pervasive and Mobile Computing
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
Detecting and interpreting muscle activity with wearable force sensors
PERVASIVE'06 Proceedings of the 4th international conference on Pervasive Computing
A novel gait recognition method via fusing shape and kinematics features
ISVC'06 Proceedings of the Second international conference on Advances in Visual Computing - Volume Part I
ICNC'05 Proceedings of the First international conference on Advances in Natural Computation - Volume Part I
MRCS'06 Proceedings of the 2006 international conference on Multimedia Content Representation, Classification and Security
Combining wavelet velocity moments and reflective symmetry for gait recognition
IWBRS'05 Proceedings of the 2005 international conference on Advances in Biometric Person Authentication
A kinect based golf swing reorganization and segmentation system
ICPCA/SWS'12 Proceedings of the 2012 international conference on Pervasive Computing and the Networked World
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Gait is a spatio-temporal phenomenon that typifies the motion characteristics of an individual. In this paper, we propose a view based approach to recognize humans through gait. The width of the outer contour of the binarized silhouette of a walking person is chosen as the image feature. A set of stances or key frames that occur during the walk cycle of an individual is chosen. Euclidean distances of a given image from this stance set are computed and a lower dimensional observation vector is generated. A continuous HMM is trained using several such lower dimensional vector sequences extracted from the video. This methodology serves to compactly capture structural and transitional features that are unique to an individual. The statistical nature of the HMM renders overall robustness to gait representation and recognition. Human identification performance of the proposed scheme is found to be quite good when tested in natural walk conditions.