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Labeled Faces in the Wild: A Database forStudying Face Recognition in Unconstrained Environments

Abstract : Most face databases have been created under controlled conditions to facilitate the study of specific parameters on the face recognition problem. These parameters include such variables as position, pose, lighting, background, camera quality, and gender. While there are many applications for face recognition technology in which one can control the parameters of image acquisition, there are also many applications in which the practitioner has little or no control over such parameters. This database, Labeled Faces in the Wild, is provided as an aid in studying the latter, unconstrained, recognition problem. The database contains labeled face photographs spanning the range of conditions typically encountered in everyday life. The database exhibits “natural” variability in factors such as pose, lighting, race, accessories, occlusions, and background. In addition to describing the details of the database, we provide specific experimental paradigms for which the database is suitable. This is done in an effort to make research performed with the database as consistent and comparable as possible. We provide baseline results, including results of a state of the art face recognition system combined with a face alignment system. To facilitate experimentation on the database, we provide several parallel databases, including an aligned version.
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https://hal.inria.fr/inria-00321923
Contributor : Peter Sturm <>
Submitted on : Tuesday, September 16, 2008 - 11:06:43 AM
Last modification on : Tuesday, August 13, 2019 - 11:22:21 AM
Long-term archiving on: : Thursday, June 3, 2010 - 7:51:34 PM

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  • HAL Id : inria-00321923, version 1

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Gary B. Huang, Marwan Mattar, Tamara Berg, Eric Learned-Miller. Labeled Faces in the Wild: A Database forStudying Face Recognition in Unconstrained Environments. Workshop on Faces in 'Real-Life' Images: Detection, Alignment, and Recognition, Erik Learned-Miller and Andras Ferencz and Frédéric Jurie, Oct 2008, Marseille, France. ⟨inria-00321923⟩

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