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Eigenfaces vs. Fisherfaces: Recognition Using Class Specific Linear Projection
We develop a face recognition algorithm which is insensitive to large variation in lighting direction and facial expression. Taking a pattern classification approach, we consider each pixel in anExpand
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From Few to Many: Illumination Cone Models for Face Recognition under Variable Lighting and Pose
We present a generative appearance-based method for recognizing human faces under variation in lighting and viewpoint. Our method exploits the fact that the set of images of an object in fixed pose,Expand
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Attribute and simile classifiers for face verification
We present two novel methods for face verification. Our first method - “attribute” classifiers - uses binary classifiers trained to recognize the presence or absence of describable aspects of visualExpand
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Eigenfaces vs. Fisherfaces: Recognition Using Class Specific Linear Projection
We develop a face recognition algorithm which is insensitive to gross variation in lighting direction and facial expression. Taking a pattern classification approach, we consider each pixel in anExpand
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Localizing parts of faces using a consensus of exemplars
We present a novel approach to localizing parts in images of human faces. The approach combines the output of local detectors with a non-parametric set of global models for the part locations basedExpand
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Efficient Region Tracking With Parametric Models of Geometry and Illumination
As an object moves through the field of view of a camera, the images of the object may change dramatically. This is not simply due to the translation of the object across the image plane;Expand
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Localizing Parts of Faces Using a Consensus of Exemplars
We present a novel approach to localizing parts in images of human faces. The approach combines the output of local detectors with a nonparametric set of global models for the part locations based onExpand
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Leafsnap: A Computer Vision System for Automatic Plant Species Identification
We describe the first mobile app for identifying plant species using automatic visual recognition. The system --- called Leafsnap --- identifies tree species from photographs of their leaves. Key toExpand
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FaceTracer: A Search Engine for Large Collections of Images with Faces
We have created the first image search engine based entirely on faces. Using simple text queries such as "smiling men with blond hair and mustaches," users can search through over 3.1 million facesExpand
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