Introduction to statistical pattern recognition (2nd ed.)
Introduction to statistical pattern recognition (2nd ed.)
Using Discriminant Eigenfeatures for Image Retrieval
IEEE Transactions on Pattern Analysis and Machine Intelligence
Image Representation Using 2D Gabor Wavelets
IEEE Transactions on Pattern Analysis and Machine Intelligence
Eigenfaces vs. Fisherfaces: Recognition Using Class Specific Linear Projection
IEEE Transactions on Pattern Analysis and Machine Intelligence
A survey of computer vision-based human motion capture
Computer Vision and Image Understanding - Modeling people toward vision-based underatanding of a person's shape, appearance, and movement
Backpack: detection of people carrying objects using silhouettes
Computer Vision and Image Understanding - Modeling people toward vision-based underatanding of a person's shape, appearance, and movement
Texture Segmentation using 2-D Gabor Elementary Functions
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
The Representation and Recognition of Human Movement Using Temporal Templates
CVPR '97 Proceedings of the 1997 Conference on Computer Vision and Pattern Recognition (CVPR '97)
Automatic extraction and description of human gait models for recognition purposes
Computer Vision and Image Understanding
Detection of People Carrying Objects: A Motion-Based Recognition Approach
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
Finding Periodicity in Space and Time
ICCV '98 Proceedings of the Sixth International Conference on Computer Vision
Learning Pedestrian Models for Silhouette Refinement
ICCV '03 Proceedings of the Ninth IEEE International Conference on Computer Vision - Volume 2
Pattern Classification (2nd Edition)
Pattern Classification (2nd Edition)
Silhouette Analysis-Based Gait Recognition for Human Identification
IEEE Transactions on Pattern Analysis and Machine Intelligence
Gabor-Based Kernel PCA with Fractional Power Polynomial Models for Face Recognition
IEEE Transactions on Pattern Analysis and Machine Intelligence
Enhanced Fisher Linear Discriminant Models for Face Recognition
ICPR '98 Proceedings of the 14th International Conference on Pattern Recognition-Volume 2 - Volume 2
Simplest Representation Yet for Gait Recognition: Averaged Silhouette
ICPR '04 Proceedings of the Pattern Recognition, 17th International Conference on (ICPR'04) Volume 4 - Volume 04
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
On the Euclidean Distance of Images
IEEE Transactions on Pattern Analysis and Machine Intelligence
Human Carrying Status in Visual Surveillance
CVPR '06 Proceedings of the 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition - Volume 2
Dual-space linear discriminant analysis for face recognition
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
Modelling the effects of walking speed on appearance-based gait recognition
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
Statistical feature fusion for gait-based human recognition
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
IEEE Transactions on Image Processing
Identification of humans using gait
IEEE Transactions on Image Processing
Writer identification using global wavelet-based features
Neurocomputing
A robust multimodal approach for emotion recognition
Neurocomputing
Local face sketch synthesis learning
Neurocomputing
The HCM for perceptual image segmentation
Neurocomputing
Isotree: Tree clustering via metric embedding
Neurocomputing
Fast communication: Gait recognition based on dynamic region analysis
Signal Processing
Application of semantic features in face recognition
Pattern Recognition
Incremental tensor analysis: Theory and applications
ACM Transactions on Knowledge Discovery from Data (TKDD)
Extracting the optimal dimensionality for local tensor discriminant analysis
Pattern Recognition
Probabilistic Tensor Analysis with Akaike and Bayesian Information Criteria
Neural Information Processing
Robust Speaker Modeling Based on Constrained Nonnegative Tensor Factorization
ISNN '08 Proceedings of the 5th international symposium on Neural Networks: Advances in Neural Networks
Dimensionality reduction for heterogeneous dataset in rushes editing
Pattern Recognition
A new feature selection method for Gaussian mixture clustering
Pattern Recognition
Shot-based video retrieval with optical flow tensor and HMMs
Pattern Recognition Letters
Two-dimensional subspace classifiers for face recognition
Neurocomputing
Letters: Local ridge regression for face recognition
Neurocomputing
Discriminative optical flow tensor for video semantic analysis
Computer Vision and Image Understanding
Auditory sparse representation for robust speaker recognition based on tensor structure
EURASIP Journal on Audio, Speech, and Music Processing - Intelligent Audio, Speech, and Music Processing Applications
A new approach for face recognition by sketches in photos
Signal Processing
Reversibility improved lossless data hiding
Signal Processing
Feature extraction based on Laplacian bidirectional maximum margin criterion
Pattern Recognition
Multilinear Tensor-Based Non-parametric Dimension Reduction for Gait Recognition
ICB '09 Proceedings of the Third International Conference on Advances in Biometrics
Gabor texture in active appearance models
Neurocomputing
Efficient tracking and ego-motion recovery using gait analysis
Signal Processing
Curvelet based face recognition via dimension reduction
Signal Processing
Multi-video synopsis for video representation
Signal Processing
Locating nose-tips and estimating head poses in images by tensorposes
IEEE Transactions on Circuits and Systems for Video Technology
Binary sparse nonnegative matrix factorization
IEEE Transactions on Circuits and Systems for Video Technology
Fast Haar transform based feature extraction for face representation and recognition
IEEE Transactions on Information Forensics and Security
IEEE Transactions on Information Technology in Biomedicine - Special section on computational intelligence in medical systems
Correlative linear neighborhood propagation for video annotation
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
View-independent behavior analysis
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics - Special issue on cybernetics and cognitive informatics
Iterative subspace analysis based on feature line distance
IEEE Transactions on Image Processing
Image quality assessment based on multiscale geometric analysis
IEEE Transactions on Image Processing
Semi-supervised bilinear subspace learning
IEEE Transactions on Image Processing
A study on gait-based gender classification
IEEE Transactions on Image Processing
IEEE Transactions on Neural Networks
Discriminant nonnegative tensor factorization algorithms
IEEE Transactions on Neural Networks
Transfer Discriminative Logmaps
PCM '09 Proceedings of the 10th Pacific Rim Conference on Multimedia: Advances in Multimedia Information Processing
Reversible Watermarking Based on Statistical Quantity Histogram
PCM '09 Proceedings of the 10th Pacific Rim Conference on Multimedia: Advances in Multimedia Information Processing
Uncorrelated discriminant simplex analysis for view-invariant gait signal computing
Pattern Recognition Letters
Uncorrelated multilinear principal component analysis for unsupervised multilinear subspace learning
IEEE Transactions on Neural Networks
Generalized discriminant analysis: a matrix exponential approach
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Distance approximating dimension reduction of Riemannian manifolds
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Discriminative orthogonal neighborhood-preserving projections for classification
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Constrained Laplacian Eigenmap for dimensionality reduction
Neurocomputing
Outlier-resisting graph embedding
Neurocomputing
Biologically inspired feature manifold for gait recognition
Neurocomputing
Entropy controlled Laplacian regularization for least square regression
Signal Processing
Regularized tensor discriminant analysis for single trial EEG classification in BCI
Pattern Recognition Letters
IEEE Transactions on Audio, Speech, and Language Processing
Characteristic-based descriptors for motion sequence recognition
PAKDD'08 Proceedings of the 12th Pacific-Asia conference on Advances in knowledge discovery and data mining
Maximum margin criterion with tensor representation
Neurocomputing
Feature extraction based on fuzzy 2DLDA
Neurocomputing
Writer identification using fractal dimension of wavelet subbands in gabor domain
Integrated Computer-Aided Engineering
An efficient gait recognition with backpack removal
EURASIP Journal on Advances in Signal Processing
Dynamic textures for human movement recognition
Proceedings of the ACM International Conference on Image and Video Retrieval
Object trajectory clustering via tensor analysis
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Discrminative geometry preserving projections
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
A convergent solution to two dimensional linear discriminant analysis
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
A unified tensor level set for image segmentation
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics - Special issue on game theory
Biologically inspired feature manifold for scene classification
IEEE Transactions on Image Processing
Enhanced local texture feature sets for face recognition under difficult lighting conditions
IEEE Transactions on Image Processing
Tensor scheme using GTDA for EEG mental task classification
WAMUS'10 Proceedings of the 10th WSEAS international conference on Wavelet analysis and multirate systems
Gait recognition without subject cooperation
Pattern Recognition Letters
Low-resolution gait recognition
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics - Special issue on gait analysis
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics - Special issue on gait analysis
Supervised manifold learning for image and video classification
Proceedings of the international conference on Multimedia
Chrono-gait image: a novel temporal template for gait recognition
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part I
Plant classification using leaf image based on 2D linear discriminant analysis
ICIC'10 Proceedings of the 6th international conference on Advanced intelligent computing theories and applications: intelligent computing
Gait flow image: A silhouette-based gait representation for human identification
Pattern Recognition
Tensor distance based multilinear locality-preserved maximum information embedding
IEEE Transactions on Neural Networks
Bimode model for face recognition and face representation
Neurocomputing
A multi-agent architecture for supporting distributed normality-based intelligent surveillance
Engineering Applications of Artificial Intelligence
Speed up kernel discriminant analysis
The VLDB Journal — The International Journal on Very Large Data Bases
Tensor-based locally maximum margin classifier for image and video classification
Computer Vision and Image Understanding
Journal of Computer Science and Technology
A survey of multilinear subspace learning for tensor data
Pattern Recognition
Hierarchical visual event pattern mining and its applications
Data Mining and Knowledge Discovery
Manifold elastic net: a unified framework for sparse dimension reduction
Data Mining and Knowledge Discovery
Discriminant orthogonal rank-one tensor projections for face recognition
ACIIDS'11 Proceedings of the Third international conference on Intelligent information and database systems - Volume Part II
Self-tuned Evolution-COnstructed features for general object recognition
Pattern Recognition
Feature Fusion Using Multiple Component Analysis
Neural Processing Letters
Significance of dynamic content of gait present in the lower silhouette region
CCBR'11 Proceedings of the 6th Chinese conference on Biometric recognition
Integrating local action elements for action analysis
Computer Vision and Image Understanding
Social image annotation via cross-domain subspace learning
Multimedia Tools and Applications
Pattern Recognition Letters
Discriminant sparse neighborhood preserving embedding for face recognition
Pattern Recognition
A new wood recognition method based on gabor entropy
ICIC'11 Proceedings of the 7th international conference on Advanced Intelligent Computing Theories and Applications: with aspects of artificial intelligence
Optimal regularization parameter estimation for regularized discriminant analysis
ICIC'11 Proceedings of the 7th international conference on Advanced Intelligent Computing
Robust gait recognition using gait energy image and band-limited phase-only correlation
ICIC'11 Proceedings of the 7th international conference on Advanced Intelligent Computing
Expert Systems with Applications: An International Journal
A cascade fusion scheme for gait and cumulative foot pressure image recognition
Pattern Recognition
Enhanced fisher discriminant criterion for image recognition
Pattern Recognition
Twin support vector machines and subspace learning methods for microcalcification clusters detection
Engineering Applications of Artificial Intelligence
A probabilistic model for image representation via multiple patterns
Pattern Recognition
Gait verification using knee acceleration signals
Expert Systems with Applications: An International Journal
Survey: Subspace methods for face recognition
Computer Science Review
Accelerated singular value thresholding for matrix completion
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
Higher rank Support Tensor Machines for visual recognition
Pattern Recognition
Tensor rank one differential graph preserving analysis for facial expression recognition
Image and Vision Computing
Joint geometry and variability for image recognition
Neurocomputing
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part I
ICONIP'12 Proceedings of the 19th international conference on Neural Information Processing - Volume Part III
Local structure divergence index for image quality assessment
ICONIP'12 Proceedings of the 19th international conference on Neural Information Processing - Volume Part V
Color fractal structure model for reduced-reference colorful image quality assessment
ICONIP'12 Proceedings of the 19th international conference on Neural Information Processing - Volume Part II
Multiple kernel local Fisher discriminant analysis for face recognition
Signal Processing
Cartoon features selection using Diffusion Score
Signal Processing
Biview face recognition in the shape-texture domain
Pattern Recognition
Feature extraction using two-dimensional neighborhood margin and variation embedding
Computer Vision and Image Understanding
A Tensor Factorization Approach to Generalization in Multi-agent Reinforcement Learning
WI-IAT '12 Proceedings of the The 2012 IEEE/WIC/ACM International Joint Conferences on Web Intelligence and Intelligent Agent Technology - Volume 02
Local discriminative distance metrics ensemble learning
Pattern Recognition
Visual saliency detection using information divergence
Pattern Recognition
Feature subset selection applied to model-free gait recognition
Image and Vision Computing
Facial expression recognition based on Hessian regularized support vector machine
Proceedings of the Fifth International Conference on Internet Multimedia Computing and Service
Multi-view hypergraph learning by patch alignment framework
Neurocomputing
Efficient penetration depth approximation using active learning
ACM Transactions on Graphics (TOG)
A feature construction method for general object recognition
Pattern Recognition
G-Optimal Feature Selection with Laplacian regularization
Neurocomputing
Optimal calculation of tensor learning approaches
ISNN'13 Proceedings of the 10th international conference on Advances in Neural Networks - Volume Part I
Face recognition using Weber local descriptors
Neurocomputing
A Bayesian factorised covariance model for image analysis
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Learning canonical correlations of paired tensor sets via tensor-to-vector projection
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Gait recognition based on shape and motion analysis of silhouette contours
Computer Vision and Image Understanding
Multi-linear neighborhood preserving projection for face recognition
Pattern Recognition
Similar handwritten Chinese character recognition by kernel discriminative locality alignment
Pattern Recognition Letters
Journal of Visual Communication and Image Representation
A Rayleigh-Ritz style method for large-scale discriminant analysis
Pattern Recognition
A Comprehensive Survey to Face Hallucination
International Journal of Computer Vision
A Probabilistic Latent Semantic Analysis Model for Coclustering the Mouse Brain Atlas
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
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The traditional image representations are not suited to conventional classification methods, such as the linear discriminant analysis (LDA), because of the under sample problem (USP): the dimensionality of the feature space is much higher than the number of training samples. Motivated by the successes of the two dimensional LDA (2DLDA) for face recognition, we develop a general tensor discriminant analysis (GTDA) as a preprocessing step for LDA. The benefits of GTDA compared with existing preprocessing methods, e.g., principal component analysis (PCA) and 2DLDA, include 1) the USP is reduced in subsequent classification by, for example, LDA; 2) the discriminative information in the training tensors is preserved; and 3) GTDA provides stable recognition rates because the alternating projection optimization algorithm to obtain a solution of GTDA converges, while that of 2DLDA does not.We use human gait recognition to validate the proposed GTDA. The averaged gait images are utilized for gait representation. Given the popularity of Gabor function based image decompositions for image understanding and object recognition, we develop three different Gabor function based image representations: 1) the GaborD representation is the sum of Gabor filter responses over directions, 2) GaborS is the sum of Gabor filter responses over scales, and 3) GaborSD is the sum of Gabor filter responses over scales and directions. The GaborD, GaborS and GaborSD representations are applied to the problem of recognizing people from their averaged gait images.A large number of experiments were carried out to evaluate the effectiveness (recognition rate) of gait recognition based on first obtaining a Gabor, GaborD, GaborS or GaborSD image representation, then using GDTA to extract features and finally using LDA for classification. The proposed methods achieved good performance for gait recognition based on image sequences from the USF HumanID Database. Experimental comparisons are made with nine state of the art classification methods in gait recognition.