Knowledge and Information Systems
Simplified Gabor wavelets for human face recognition
Pattern Recognition
General Tensor Discriminant Analysis and Gabor Features for Gait Recognition
IEEE Transactions on Pattern Analysis and Machine Intelligence
Local face sketch synthesis learning
Neurocomputing
The HCM for perceptual image segmentation
Neurocomputing
Isotree: Tree clustering via metric embedding
Neurocomputing
Hidden space-based nonlinear discriminant feature extraction method
International Journal of Computer Mathematics - Computer Vision and Pattern Recognition
Automatic colour-texture image segmentation using active contours
International Journal of Computer Mathematics - Computer Vision and Pattern Recognition
Parameterization construction of integer wavelet transforms for embedded image coding
International Journal of Computer Mathematics - Computer Vision and Pattern Recognition
Active post-refined multimodality video semantic concept detection with tensor representation
MM '08 Proceedings of the 16th ACM international conference on Multimedia
Multi-modality video shot clustering with tensor representation
Multimedia Tools and Applications
Locating nose-tips and estimating head poses in images by tensorposes
IEEE Transactions on Circuits and Systems for Video Technology
View-independent behavior analysis
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics - Special issue on cybernetics and cognitive informatics
Efficient edge detection using simplified Gabor wavelets
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics - Special issue on cybernetics and cognitive informatics
Image quality assessment based on multiscale geometric analysis
IEEE Transactions on Image Processing
Semi-supervised bilinear subspace learning
IEEE Transactions on Image Processing
Face recognition method by using large and representative datasets
CCDC'09 Proceedings of the 21st annual international conference on Chinese control and decision conference
Biologically inspired feature manifold for gait recognition
Neurocomputing
An efficient gait recognition with backpack removal
EURASIP Journal on Advances in Signal Processing
Applications of a simple characterization of human gait in surveillance
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics - Special issue on gait analysis
Signal Processing
Pedestrian attribute analysis using a top-view camera in a public space
MMM'12 Proceedings of the 18th international conference on Advances in Multimedia Modeling
Carried object detection and tracking using geometric shape models and spatio-temporal consistency
ICVS'13 Proceedings of the 9th international conference on Computer Vision Systems
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A person's gait changes when he or she is carrying an object such as a bag, suitcase or rucksack. As a result, human identification and tracking are made more difficult because the averaged gait image is too simple to represent the carrying status. Therefore, in this paper we first introduce a set of Gabor based human gait appearance models, because Gabor functions are similar to the receptive field profiles in the mammalian cortical simple cells. The very high dimensionality of the feature space makes training difficult. In order to solve this problem we propose a general tensor discriminant analysis (GTDA), which seamlessly incorporates the object (Gabor based human gait appearance model) structure information as a natural constraint. GTDA differs from the previous tensor based discriminant analysis methods in that the training converges. Existing methods fail to converge in the training stage. This makes them unsuitable for practical tasks. Experiments are carried out on the USF baseline data set to recognize a human's ID from the gait silhouette. The proposed Gabor gait incorporated with GTDA is demonstrated to significantly outperform the existing appearance-based methods.