IEEE Transactions on Pattern Analysis and Machine Intelligence
Automatic Classification of Single Facial Images
IEEE Transactions on Pattern Analysis and Machine Intelligence
Improved Boosting Algorithms Using Confidence-rated Predictions
Machine Learning - The Eleventh Annual Conference on computational Learning Theory
Multiresolution Gray-Scale and Rotation Invariant Texture Classification with Local Binary Patterns
IEEE Transactions on Pattern Analysis and Machine Intelligence
A Unified Learning Framework for Real Time Face Detection and Classification
FGR '02 Proceedings of the Fifth IEEE International Conference on Automatic Face and Gesture Recognition
Boosting Sex Identification Performance
International Journal of Computer Vision
Gender Recognition in Non Controlled Environments
ICPR '06 Proceedings of the 18th International Conference on Pattern Recognition - Volume 03
Automatic Age Estimation Based on Facial Aging Patterns
IEEE Transactions on Pattern Analysis and Machine Intelligence
Face Gender Classification on Consumer Images in a Multiethnic Environment
ICB '09 Proceedings of the Third International Conference on Advances in Biometrics
Web image mining towards universal age estimator
MM '09 Proceedings of the 17th ACM international conference on Multimedia
Generalized multi-ethnic face age-estimation
BTAS'09 Proceedings of the 3rd IEEE international conference on Biometrics: Theory, applications and systems
Age Synthesis and Estimation via Faces: A Survey
IEEE Transactions on Pattern Analysis and Machine Intelligence
Boosting local binary pattern (LBP)-Based face recognition
SINOBIOMETRICS'04 Proceedings of the 5th Chinese conference on Advances in Biometric Person Authentication
Human Age Estimation With Regression on Discriminative Aging Manifold
IEEE Transactions on Multimedia
Face Verification Across Age Progression
IEEE Transactions on Image Processing
Image-Based Human Age Estimation by Manifold Learning and Locally Adjusted Robust Regression
IEEE Transactions on Image Processing
Demographic classification with local binary patterns
ICB'07 Proceedings of the 2007 international conference on Advances in Biometrics
Image and Vision Computing
Efficient image appearance description using dense sampling based local binary patterns
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part III
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In this paper, we investigate age estimation on real-life faces acquired in unconstrained conditions. This is a challenging but relatively understudied problem, with interesting applications in many areas (e.g., visual surveillance). We use the large dataset recently collected in (Gallagher and Chen, 2009). Appearance features, including Local Binary Patterns (LBP) and Gabor features are exploited as face representation. We adopt Adaboost to learn the discriminative local features. More specifically, we propose to learn the discriminative LBP-Histogram bins for face age estimation. Our experiments illustrate Support Vector Machines (SVM) based on the boosted features outperform the methods in (Gallagher and Chen 2009), achieving reasonable performance given the difficulty of the dataset.