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2006

Synergistic Face Detection and Pose Estimation with Energy-Based Models

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Synergistic Face Detection and Pose Estimation with Energy-Based Models
We describe a novel method for real-time, simultaneous multi-view face detection and facial pose estimation. The method employs a convolutional network to map face images to points on a manifold, parametrized by pose, and non-face images to points far from that manifold. This network is trained by optimizing a loss function of three variables: image, pose, and face/non-face label. We test the resulting system, in a single configuration, on three standard data sets
Margarita Osadchy, Yann LeCun, Matthew L. Miller
Added 20 Aug 2010
Updated 20 Aug 2010
Type Conference
Year 2006
Where CLOR
Authors Margarita Osadchy, Yann LeCun, Matthew L. Miller
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