Age classification from facial images
Computer Vision and Image Understanding
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
Multiresolution Gray-Scale and Rotation Invariant Texture Classification with Local Binary Patterns
IEEE Transactions on Pattern Analysis and Machine Intelligence
IEEE Transactions on Pattern Analysis and Machine Intelligence
Learning from facial aging patterns for automatic age estimation
MULTIMEDIA '06 Proceedings of the 14th annual ACM international conference on Multimedia
Dynamic Texture Recognition Using Local Binary Patterns with an Application to Facial Expressions
IEEE Transactions on Pattern Analysis and Machine 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
On the Quantitative Estimation of Short-Term Aging in Human Faces
ICIAP '09 Proceedings of the 15th International Conference on Image Analysis and Processing
A Compositional and Dynamic Model for Face Aging
IEEE Transactions on Pattern Analysis and Machine Intelligence
Age Synthesis and Estimation via Faces: A Survey
IEEE Transactions on Pattern Analysis and Machine Intelligence
Analyzing facial behavioral features from videos
HBU'11 Proceedings of the Second international conference on Human Behavior Unterstanding
Image-Based Human Age Estimation by Manifold Learning and Locally Adjusted Robust Regression
IEEE Transactions on Image Processing
A Statistical Method for 2-D Facial Landmarking
IEEE Transactions on Image Processing
Web Image and Video Mining Towards Universal and Robust Age Estimator
IEEE Transactions on Multimedia
Are you really smiling at me? spontaneous versus posed enjoyment smiles
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part III
Are you really smiling at me? spontaneous versus posed enjoyment smiles
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part III
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Estimation of a person's age from the facial image has many applications, ranging from biometrics and access control to cosmetics and entertainment. Many image-based methods have been proposed for this problem. In this paper, we propose a method for the use of dynamic features in age estimation, and show that 1) the temporal dynamics of facial features can be used to improve image-based age estimation; 2) considered alone, static image-based features are more accurate than dynamic features. We have collected and annotated an extensive database of face videos from 400 subjects with an age range between 8 and 76, which allows us to extensively analyze the relevant aspects of the problem. The proposed system, which fuses facial appearance and expression dynamics, performs with a mean absolute error of 4.81 (4.87) years. This represents a significant improvement of accuracy in comparison to the sole use of appearance-based features.