C4.5: programs for machine learning
C4.5: programs for machine learning
Age classification from facial images
Computer Vision and Image Understanding
Data mining: practical machine learning tools and techniques with Java implementations
Data mining: practical machine learning tools and techniques with Java implementations
Robust recognition using eigenimages
Computer Vision and Image Understanding - Special issue on robusst statistical techniques in image understanding
Automatic Construction of 2D Shape Models
IEEE Transactions on Pattern Analysis and Machine Intelligence
Prototyping and Transforming Facial Textures for Perception Research
IEEE Computer Graphics and Applications
Toward Automatic Simulation of Aging Effects on Face Images
IEEE Transactions on Pattern Analysis and Machine Intelligence
Eigen Light-Fields and Face Recognition Across Pose
FGR '02 Proceedings of the Fifth IEEE International Conference on Automatic Face and Gesture Recognition
Face recognition: A literature survey
ACM Computing Surveys (CSUR)
Face Verification across Age Progression
CVPR '05 Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05) - Volume 2 - Volume 02
Image Based Regression Using Boosting Method
ICCV '05 Proceedings of the Tenth IEEE International Conference on Computer Vision (ICCV'05) Volume 1 - Volume 01
MORPH: A Longitudinal Image Database of Normal Adult Age-Progression
FGR '06 Proceedings of the 7th International Conference on Automatic Face and Gesture Recognition
How effective are landmarks and their geometry for face recognition?
Computer Vision and Image Understanding
Modeling Age Progression in Young Faces
CVPR '06 Proceedings of the 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition - Volume 1
Modeling Age Progression in Young Faces
CVPR '06 Proceedings of the 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition - Volume 1
Learning from facial aging patterns for automatic age estimation
MULTIMEDIA '06 Proceedings of the 14th annual ACM international conference on Multimedia
A person-specific, rigorous aging model of the human face
Pattern Recognition Letters
Illuminating light field: image-based face recognition across illuminations and poses
FGR' 04 Proceedings of the Sixth IEEE international conference on Automatic face and gesture recognition
Comparing different classifiers for automatic age estimation
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
A comparison of methods for multiclass support vector machines
IEEE Transactions on Neural Networks
Comparative evaluation of automatic age-progression methodologies
EURASIP Journal on Advances in Signal Processing
A Two-Step Selective Region Ensemble for Facial Age Estimation
ICIC '08 Proceedings of the 4th international conference on Intelligent Computing: Advanced Intelligent Computing Theories and Applications - with Aspects of Artificial Intelligence
Facial age estimation by nonlinear aging pattern subspace
MM '08 Proceedings of the 16th ACM international conference on Multimedia
Computational methods for modeling facial aging: A survey
Journal of Visual Languages and Computing
Face Age Classification on Consumer Images with Gabor Feature and Fuzzy LDA Method
ICB '09 Proceedings of the Third International Conference on Advances in Biometrics
On the Quantitative Estimation of Short-Term Aging in Human Faces
ICIAP '09 Proceedings of the 15th International Conference on Image Analysis and Processing
Web image mining towards universal age estimator
MM '09 Proceedings of the 17th ACM international conference on Multimedia
A survey of the effects of aging on biometric identity verification
International Journal of Biometrics
Bayesian age estimation on face images
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
Generalized multi-ethnic face age-estimation
BTAS'09 Proceedings of the 3rd IEEE international conference on Biometrics: Theory, applications and systems
Age estimation using active appearance models and support vector machine regression
BTAS'09 Proceedings of the 3rd IEEE international conference on Biometrics: Theory, applications and systems
Emulating biological strategies for uncontrolled face recognition
Pattern Recognition
Face verification across age progression using discriminative methods
IEEE Transactions on Information Forensics and Security
A new algorithm for age recognition from facial images
Signal Processing
How would you look as you age ?
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Regularized single-kernel conditional density estimation for face description
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Age regression from faces using random forests
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Age classification for pose variant and occluded faces
Proceedings of the international conference on Multimedia
Learning local features for age estimation on real-life faces
Proceedings of the 1st ACM international workshop on Multimodal pervasive video analysis
Gait-based human age estimation
IEEE Transactions on Information Forensics and Security
Face verification with aging using AdaBoost and local binary patterns
Proceedings of the Seventh Indian Conference on Computer Vision, Graphics and Image Processing
Family facial patch resemblance extraction
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part II
Adult face recognition in score-age-quality classification space
BioID'11 Proceedings of the COST 2101 European conference on Biometrics and ID management
Learning gabor features for facial age estimation
CCBR'11 Proceedings of the 6th Chinese conference on Biometric recognition
Age estimation using multi-label learning
CCBR'11 Proceedings of the 6th Chinese conference on Biometric recognition
Human attributes from 3D pose tracking
Computer Vision and Image Understanding
Age estimation of facial images based on a super-resolution reconstruction algorithm
ICIC'11 Proceedings of the 7th international conference on Advanced Intelligent Computing Theories and Applications: with aspects of artificial intelligence
Age estimation using bayesian process
PAKDD'11 Proceedings of the 15th international conference on New Frontiers in Applied Data Mining
A methodological framework for investigating age factors on the performance of biometric systems
Proceedings of the on Multimedia and security
Integration of global and local feature for age estimation of facial images
ICIC'12 Proceedings of the 8th international conference on Intelligent Computing Theories and Applications
Image and Vision Computing
How does aging affect facial components?
ECCV'12 Proceedings of the 12th international conference on Computer Vision - Volume 2
Learning Rating Patterns for Top-N Recommendations
ASONAM '12 Proceedings of the 2012 International Conference on Advances in Social Networks Analysis and Mining (ASONAM 2012)
Learning User Preference Patterns for Top-N Recommendations
WI-IAT '12 Proceedings of the The 2012 IEEE/WIC/ACM International Joint Conferences on Web Intelligence and Intelligent Agent Technology - Volume 01
Measuring the degree of face familiarity based on extended NMF
ACM Transactions on Applied Perception (TAP)
ICIC'13 Proceedings of the 9th international conference on Intelligent Computing Theories
Age-Invariant face recognition using shape transformation
ICIC'13 Proceedings of the 9th international conference on Intelligent Computing Theories
A New Method for Age Estimation from Facial Images by Hierarchical Model
Proceedings of the Second International Conference on Innovative Computing and Cloud Computing
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While recognition of most facial variations, such as identity, expression and gender, has been extensively studied, automatic age estimation has rarely been explored. In contrast to other facial variations, aging variation presents several unique characteristics which make age estimation a challenging task. This paper proposes an automatic age estimation method named AGES (AGing pattErn Subspace). The basic idea is to model the aging pattern, which is defined as the sequence of a particular individual' s face images sorted in time order, by constructing a representative subspace. The proper aging pattern for a previously unseen face image is determined by the projection in the subspace that can reconstruct the face image with minimum reconstruction error, while the position of the face image in that aging pattern will then indicate its age. In the experiments, AGES and its variants are compared with the limited existing age estimation methods (WAS and AAS) and some well-established classification methods (kNN, BP, C4.5, and SVM). Moreover, a comparison with human perception ability on age is conducted. It is interesting to note that the performance of AGES is not only significantly better than that of all the other algorithms, but also comparable to that of the human observers.