Applied multivariate statistical analysis
Applied multivariate statistical analysis
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
Facial Image Retrieval Based on Demographic Classification
ICPR '04 Proceedings of the Pattern Recognition, 17th International Conference on (ICPR'04) Volume 3 - Volume 03
Regression and Classification Approaches to Eye Localization in Face Images
FGR '06 Proceedings of the 7th International Conference on Automatic Face and Gesture Recognition
Automatic Age Estimation Based on Facial Aging Patterns
IEEE Transactions on Pattern Analysis and Machine Intelligence
Covariance estimation in full- and reduced-dimensionality image classification
Image and Vision Computing
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This paper describes a single-kernel conditional density estimation system that obtains descriptive parameters including gender, age, ethnicity, pose and expression from images of faces. The method is able to do fast estimation of 39 parameters from live video, achieving accuracies comparable with alternatives that yield only a few parameters. The single-kernel model can be interrogated to examine the properties of parameters and the training regime and thus guide design of more complicated estimators.