SIGGRAPH '96 Proceedings of the 23rd annual conference on Computer graphics and interactive techniques
Independent component analysis: algorithms and applications
Neural Networks
Physically-Valid View Synthesis by Image Interplation
VSR '95 Proceedings of the IEEE Workshop on Representation of Visual Scenes
Image-based transformation of viewpoint and scene appearance
Image-based transformation of viewpoint and scene appearance
Recognizing faces with PCA and ICA
Computer Vision and Image Understanding - Special issue on Face recognition
Journal of Cognitive Neuroscience
Face recognition by independent component analysis
IEEE Transactions on Neural Networks
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The aim of the present work is the recognition of human face visual information, in order to automatically control the access to restricted areas, granting access to authorized “clients” and barring the entrance to “impostors”. The vision system assembled performed the image acquisition, processing and recognition by first creating a database with a single view of each “client” and then by using multiple test images of each individual candidate to access. To get the test images, a video sequence was captured during the individual’s approach path to the camera. Because subjects presented themselves in a random pose before the camera, the synthesis of frontal views was incorporated, by using a view-morphing method. The modelling and the recognition were handled through the use of ICA methods. The identification of valid “clients” was fully successful. In order to check the rejection of “impostors”, a leave-one-out test was performed which gave promising results.