SexNet: A neural network identifies sex from human faces
NIPS-3 Proceedings of the 1990 conference on Advances in neural information processing systems 3
Independent component analysis, a new concept?
Signal Processing - Special issue on higher order statistics
Using Discriminant Eigenfeatures for Image Retrieval
IEEE Transactions on Pattern Analysis and Machine Intelligence
A fast fixed-point algorithm for independent component analysis
Neural Computation
Face Image Analysis by Unsupervised Learning
Face Image Analysis by Unsupervised Learning
Gender and Ethnic Classification of Face Images
FG '98 Proceedings of the 3rd. International Conference on Face & Gesture Recognition
Gender Classification with Support Vector Machines
FG '00 Proceedings of the Fourth IEEE International Conference on Automatic Face and Gesture Recognition 2000
Genetic Feature Subset Selection for Gender Classification: A Comparison Study
WACV '02 Proceedings of the Sixth IEEE Workshop on Applications of Computer Vision
Journal of Cognitive Neuroscience
An experimental comparison of gender classification methods
Pattern Recognition Letters
Fusing gait and face cues for human gender recognition
Neurocomputing
A Framework for Multi-view Gender Classification
Neural Information Processing
Committee machines for facial-gender recognition
International Journal of Hybrid Intelligent Systems
A study on gait-based gender classification
IEEE Transactions on Image Processing
Facial gender classification using shape-from-shading
Image and Vision Computing
Gender and ethnicity identification from silhouetted face profiles
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Gender classification in uncontrolled settings using additive logistic models
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Supervised relevance maps for increasing the distinctiveness of facial images
Pattern Recognition
Gender discriminating models from facial surface normals
Pattern Recognition
Gender classification using a new pyramidal neural network
ICONIP'06 Proceedings of the 13th international conference on Neural Information Processing - Volume Part II
Semi-supervised feature selection for gender classification
ACCV'09 Proceedings of the 9th Asian conference on Computer Vision - Volume Part II
The small sample size problem of ICA: A comparative study and analysis
Pattern Recognition
Three robust features extraction approaches for facial gender classification
The Visual Computer: International Journal of Computer Graphics
Gender classification of human face images based on adaptive features and support vector machines
Optical Memory and Neural Networks
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Computer vision and pattern recognition systems play an important role in our lives by means of automated face detection, face and gesture recognition, and estimation of gender and age. We have developed a gender classifier with performance superior to existing gender classifiers. This paper addresses the problem of gender classification using frontal facial images. The testbed consists of 500 images (250 females and 250 males) randomly withdrawn from the FERET facial database. Independent Component Analysis (ICA) is used to represent each image as a feature vector in a low dimensional subspace. A classifier based on Linear Discriminant Analysis (LDA) is used in this lower dimensional subspace. Our experimental results show a significant improvement in gender classification accuracy and we obtain an accuracy of 99.3%.