TU Dortmund Department of Computer Science LS XII Pattern Recognition GroupPublications → Publication Details

Face Detection Using GPU-based Convolutional Neural Networks

Fabian Nasse AND Christian Thurau AND Gernot A. Fink
Proc. Int. Conf. on Computer Analysis of Images and Patterns, M{\"u}nster, 2009.

In this paper, we consider the problem of face detection un- der pose variations. Unlike other contributions, a focus of this work re- sides within efficient implementation utilizing the computational powers of modern graphics cards. The proposed system consists of a parallel implementation of convolutional neural networks (CNNs) with a special emphasize on also parallelizing the detection process. Experimental re- sults in a multi-camera environment show a dramatic speed-gain under real-life conditions.

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