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公开(公告)号:US10474883B2
公开(公告)日:2019-11-12
申请号:US15803292
申请日:2017-11-03
Applicant: NEC Laboratories America, Inc.
Inventor: Xiang Yu , Kihyuk Sohn , Manmohan Chandraker , Xi Peng
IPC: G06K9/00 , G06N3/04 , G06N3/08 , G08B13/196 , G06K9/62
Abstract: A computer-implemented method, system, and computer program product is provided for pose-invariant facial recognition. The method includes generating, by a processor using a recognition neural network, a rich feature embedding for identity information and non-identity information for each of one or more images. The method also includes generating, by the processor using a Siamese reconstruction network, one or more pose-invariant features by employing the rich feature embedding for identity information and non-identity information. The method additionally includes identifying, by the processor, a user by employing the one or more pose-invariant features. The method further includes controlling an operation of a processor-based machine to change a state of the processor-based machine, responsive to the identified user in the one or more images.
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2.
公开(公告)号:US20180129869A1
公开(公告)日:2018-05-10
申请号:US15803292
申请日:2017-11-03
Applicant: NEC Laboratories America, Inc.
Inventor: Xiang Yu , Kihyuk Sohn , Manmohan Chandraker , Xi Peng
CPC classification number: G06K9/00295 , G06K9/00241 , G06K9/00255 , G06K9/00275 , G06K9/00288 , G06K9/00771 , G06K9/62 , G06N3/04 , G06N3/0454 , G06N3/08 , G08B13/19617 , G08B13/19697
Abstract: A computer-implemented method, system, and computer program product is provided for pose-invariant facial recognition. The method includes generating, by a processor using a recognition neural network, a rich feature embedding for identity information and non-identity information for each of one or more images. The method also includes generating, by the processor using a Siamese reconstruction network, one or more pose-invariant features by employing the rich feature embedding for identity information and non-identity information. The method additionally includes identifying, by the processor, a user by employing the one or more pose-invariant features. The method further includes controlling an operation of a processor-based machine to change a state of the processor-based machine, responsive to the identified user in the one or more images.
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