Eigenfaces vs. Fisherfaces: Recognition Using Class Specific Linear Projection
IEEE Transactions on Pattern Analysis and Machine Intelligence
Distortion Invariant Object Recognition in the Dynamic Link Architecture
IEEE Transactions on Computers
Limits on Super-Resolution and How to Break Them
IEEE Transactions on Pattern Analysis and Machine Intelligence
Gait-Based Recognition of Humans Using Continuous HMMs
FGR '02 Proceedings of the Fifth IEEE International Conference on Automatic Face and Gesture Recognition
Face Recognition from Video: A CONDENSATION Approach
FGR '02 Proceedings of the Fifth IEEE International Conference on Automatic Face and Gesture Recognition
Automatic recognition of facial expressions using hidden markov models and estimation of expression intensity
A hidden markov model-based approach for face detection and recognition
A hidden markov model-based approach for face detection and recognition
Journal of Cognitive Neuroscience
Recent advances in visual and infrared face recognition: a review
Computer Vision and Image Understanding
Visual tracking and recognition using probabilistic appearance manifolds
Computer Vision and Image Understanding
Transliteration of Online Handwritten Phonetic Pitman's Shorthand with the Use of a Bayesian Network
ICDAR '05 Proceedings of the Eighth International Conference on Document Analysis and Recognition
Discriminative Learning and Recognition of Image Set Classes Using Canonical Correlations
IEEE Transactions on Pattern Analysis and Machine Intelligence
Multimodal person authentication using speech, face and visual speech
Computer Vision and Image Understanding
The AIT Multimodal Person Identification System for CLEAR 2007
Multimodal Technologies for Perception of Humans
Dynamic face recognition: From human to machine vision
Image and Vision Computing
A pose-wise linear illumination manifold model for face recognition using video
Computer Vision and Image Understanding
Frontal Face Recognition from Video
ISVC '08 Proceedings of the 4th International Symposium on Advances in Visual Computing, Part II
Real time face and mouth recognition using radial basis function neural networks
Expert Systems with Applications: An International Journal
Identity Management in Face Recognition Systems
Biometrics and Identity Management
Person recognition using facial video information: A state of the art
Journal of Visual Languages and Computing
Combining appearance and motion for face and gender recognition from videos
Pattern Recognition
Modeling learning patterns of students with a tutoring system using Hidden Markov Models
Proceedings of the 2007 conference on Artificial Intelligence in Education: Building Technology Rich Learning Contexts That Work
Where and Who? Person Tracking and Recognition System
Proceedings of the 2007 conference on Emerging Artificial Intelligence Applications in Computer Engineering: Real Word AI Systems with Applications in eHealth, HCI, Information Retrieval and Pervasive Technologies
VideoTicket: detecting identity fraud attempts via audiovisual certificates and signatures
NSPW '07 Proceedings of the 2007 Workshop on New Security Paradigms
Subclass linear discriminant analysis for video-based face recognition
Journal of Visual Communication and Image Representation
Audio-guided video-based face recognition
IEEE Transactions on Circuits and Systems for Video Technology
Visual tracking and recognition using probabilistic appearance manifolds
Computer Vision and Image Understanding
A video-based door monitoring system using local appearance-based face models
Computer Vision and Image Understanding
Learning personal specific facial dynamics for face recognition from videos
AMFG'07 Proceedings of the 3rd international conference on Analysis and modeling of faces and gestures
Recognition of human faces: from biological to artificial vision
BVAI'07 Proceedings of the 2nd international conference on Advances in brain, vision and artificial intelligence
Manifold learning for video-to-video face recognition
BioID_MultiComm'09 Proceedings of the 2009 joint COST 2101 and 2102 international conference on Biometric ID management and multimodal communication
An efficient method for face retrieval from large video datasets
Proceedings of the ACM International Conference on Image and Video Retrieval
On-line learning of mutually orthogonal subspaces for face recognition by image sets
IEEE Transactions on Image Processing
Tracking vertex flow and model adaptation for three-dimensional spatiotemporal face analysis
IEEE Transactions on Systems, Man, and Cybernetics, Part A: Systems and Humans - Special issue on recent advances in biometrics
Perfect histogram matching PCA for face recognition
Multidimensional Systems and Signal Processing
A two-stage multimodal speaker location-aware approach in pervasive computing
International Journal of Computer Applications in Technology
Facial recognition in uncontrolled conditions for information security
EURASIP Journal on Advances in Signal Processing - Special issue on advanced image processing for defense and security applications
Graph-based classification of multiple observation sets
Pattern Recognition
Fovea intensity comparison code for person identification and verification
Engineering Applications of Artificial Intelligence
Event-based unobtrusive authentication using multi-view image sequences
Proceedings of the first ACM international workshop on Analysis and retrieval of tracked events and motion in imagery streams
Probabilistic identity characterization for face recognition
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
An evaluation of video-to-video face verification
IEEE Transactions on Information Forensics and Security
Face recognition in videos using adaptive graph appearance models
ISVC'10 Proceedings of the 6th international conference on Advances in visual computing - Volume Part I
From still image to video-based face recognition: an experimental analysis
FGR' 04 Proceedings of the Sixth IEEE international conference on Automatic face and gesture recognition
Kernel discriminant transformation for image set-based face recognition
Pattern Recognition
Video based face recognition using graph matching
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part III
A new multi-purpose audio-visual UNMC-VIER database with multiple variabilities
Pattern Recognition Letters
Video-based face recognition: state of the art
CCBR'11 Proceedings of the 6th Chinese conference on Biometric recognition
ICAPR'05 Proceedings of the Third international conference on Pattern Recognition and Image Analysis - Volume Part II
Face recognition from video using the generic shape-illumination manifold
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part IV
The CMU face in action (FIA) database
AMFG'05 Proceedings of the Second international conference on Analysis and Modelling of Faces and Gestures
ICB'06 Proceedings of the 2006 international conference on Advances in Biometrics
Video-Based face recognition using bayesian inference model
AVBPA'05 Proceedings of the 5th international conference on Audio- and Video-Based Biometric Person Authentication
Video-Based face recognition using earth mover's distance
AVBPA'05 Proceedings of the 5th international conference on Audio- and Video-Based Biometric Person Authentication
Face recognition using more than one still image: what is more?
SINOBIOMETRICS'04 Proceedings of the 5th Chinese conference on Advances in Biometric Person Authentication
Video-Based face recognition using a metric of average euclidean distance
SINOBIOMETRICS'04 Proceedings of the 5th Chinese conference on Advances in Biometric Person Authentication
MRCS'06 Proceedings of the 2006 international conference on Multimedia Content Representation, Classification and Security
Human face analysis: from identity to emotion and intention recognition
ICEB'10 Proceedings of the Third international conference on Ethics and Policy of Biometrics and International Data Sharing
Spatio-temporal embedding for statistical face recognition from video
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part II
Analyzing facial behavioral features from videos
HBU'11 Proceedings of the Second international conference on Human Behavior Unterstanding
A cascade face recognition system using hybrid feature extraction
Digital Signal Processing
Multi-eigenspace learning for video-based face recognition
ICB'07 Proceedings of the 2007 international conference on Advances in Biometrics
Video-based face tracking and recognition on updating twin GMMs
ICB'07 Proceedings of the 2007 international conference on Advances in Biometrics
PCM'12 Proceedings of the 13th Pacific-Rim conference on Advances in Multimedia Information Processing
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part II
Hi-index | 0.00 |
While traditional face recognition is typically based on still images, face recognition from video sequences has become popular recently. In this paper, we propose to use adaptive Hidden Markov Models (HMM) to perform videobased face recognition. During the training process, the statistics of training video sequences of each subject, and the temporal dynamics, are learned by an HMM. During the recognition process, the temporal characteristics of the test video sequence are analyzed over time by the HMM corresponding to each subject. The likelihood scores provided by the HMMs are compared, and the highest score provides the identity of the test video sequence. Furthermore, with unsupervised learning, each HMM is adapted with the test video sequence, which results in better modeling over time. Based on extensive experiments with various databases, we show that the proposed algorithm provides better performance than using majority voting of image-based recognition results.