Detection and Recognition of Periodic, Nonrigid Motion
International Journal of Computer Vision
Extracting periodicity of a regular texture based on autocorrelation functions
Pattern Recognition Letters
View-Invariant Analysis of Cyclic Motion
International Journal of Computer Vision
Robust Real-Time Periodic Motion Detection, Analysis, and Applications
IEEE Transactions on Pattern Analysis and Machine Intelligence
Human Activity Recognition Using Multidimensional Indexing
IEEE Transactions on Pattern Analysis and Machine Intelligence
Gait Sequence Analysis Using Frieze Patterns
ECCV '02 Proceedings of the 7th European Conference on Computer Vision-Part II
Automatic extraction and description of human gait models for recognition purposes
Computer Vision and Image Understanding
Morphological Analysis of Spatio-Temporal Patterns for the Segmentation of Cyclic Human Activities
ICPR '04 Proceedings of the Pattern Recognition, 17th International Conference on (ICPR'04) Volume 4 - Volume 04
Extraction and Temporal Segmentation of Multiple Motion Trajectories in Human Motion
CVPRW '04 Proceedings of the 2004 Conference on Computer Vision and Pattern Recognition Workshop (CVPRW'04) Volume 7 - Volume 07
An Efficient and Robust Human Classification Algorithm using Finite Frequencies Probing
CVPRW '04 Proceedings of the 2004 Conference on Computer Vision and Pattern Recognition Workshop (CVPRW'04) Volume 8 - Volume 08
Periodic Motion Detection and Estimation via Space-Time Sampling
WACV-MOTION '05 Proceedings of the IEEE Workshop on Motion and Video Computing (WACV/MOTION'05) - Volume 2 - Volume 02
Body Tracking in HumanWalk from Monocular Video Sequences
CRV '05 Proceedings of the 2nd Canadian conference on Computer and Robot Vision
Combining motion segmentation with tracking for activity analysis
FGR' 04 Proceedings of the Sixth IEEE international conference on Automatic face and gesture recognition
State-of-the-art on spatio-temporal information-based video retrieval
Pattern Recognition
Periodic Pattern Analysis in Time Series Databases
DASFAA '09 Proceedings of the 14th International Conference on Database Systems for Advanced Applications
Comparative study of segmentation of periodic motion data for mobile gait analysis
WH '10 Wireless Health 2010
Segmentation of action streams human observers vs. Bayesian binning
KI'11 Proceedings of the 34th Annual German conference on Advances in artificial intelligence
Latent space segmentation for mobile gait analysis
ACM Transactions on Embedded Computing Systems (TECS) - Special Section on Wireless Health Systems, On-Chip and Off-Chip Network Architectures
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A method is proposed for the temporal segmentation of cyclic human motion from video sequences. The proposed method is divided into three processing steps. Once silhouettes and body part locations are obtained, a set of individual 1-D signals representing motion trajectories of body parts is extracted for the entire sequence. The second step performs the individual segmentation of all signals in the set in order to localize their periodic segments. In the final step, all individual segmentations are coherently merged into a global segmentation for the entire sequence and set of signals. The proposed approach has been successfully tested on a variety of sequences containing cyclic activities such as aerobic exercises and walking along different directions.