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公开(公告)号:WO2020123163A1
公开(公告)日:2020-06-18
申请号:PCT/US2019/063755
申请日:2019-11-27
Applicant: APPLE INC.
Inventor: GUESTRIN, Carlos E. , GATYS, Leon A. , JOSHI, Shreyas V. , LARSSON, Gustav M. , WATSON, Kory R. , SRIDHAR, Srikrishna , VEGA, Karla P. , SCULLY, Shawn R. , GERNOTH, Thorsten , HAMSICI, Onur C.
Abstract: A device implementing a system for providing predicted RGB images includes at least one processor configured to obtain an infrared image of a subject, and to obtain a reference RGB image of the subject. The at least one processor is further configured to provide the infrared image and the reference RGB image to a machine learning model, the machine learning model having been trained to output predicted RGB images of subjects based on infrared images and reference RGB images of the subjects. The at least one processor is further configured to provide a predicted RGB image of the subject based on output by the machine learning model.
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公开(公告)号:WO2019236285A1
公开(公告)日:2019-12-12
申请号:PCT/US2019/033362
申请日:2019-05-21
Applicant: APPLE INC.
Inventor: VAN OS, Marcel , GERNOTH, Thorsten , HO, Kelsey Y.
IPC: G06K9/00
Abstract: An operation of a facial recognition authentication process may fail to authenticate a user even if the user is an authorized user of the device. In such cases, the facial recognition authentication process may automatically re-initiate to provide another attempt to authenticate the user using additional captured images. For the new attempt (e.g., the retry) to authenticate the user, one or more criteria for the images used in the facial recognition authentication process may be adjusted. For example, criteria for distance between the camera and the user's face and/or occlusion of the user's face in the images may be adjusted before the new attempt to authenticate the user. Adjustment of these criteria may increase the likelihood that the authorized user will be successfully authenticated in the new attempt.
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公开(公告)号:WO2019027506A9
公开(公告)日:2019-02-07
申请号:PCT/US2018/015594
申请日:2018-01-26
Applicant: APPLE INC.
Inventor: FASEL, Ian R. , GUO, Haitao , KUMAR, Atulit , GERNOTH, Thorsten
Abstract: An estimate of distance between a user and a camera on a device is used to determine an illumination pattern density used for speckle pattern illumination of the user in subsequent images. The distance may be estimated using an image captured when the user is illuminated with flood infrared illumination. Either a sparse speckle (dot) pattern illumination pattern or a dense speckle pattern illumination pattern is used depending on the distance between the user's face and the camera.
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公开(公告)号:WO2019236284A1
公开(公告)日:2019-12-12
申请号:PCT/US2019/033356
申请日:2019-05-21
Applicant: APPLE INC.
Inventor: MOSTAFA, Eslam A. , GERNOTH, Thorsten , HO, Kelsey Y.
IPC: G06K9/00
Abstract: A facial recognition authentication on a device having a camera may operate with multiple enrollment profiles on the device. Multiple enrollment profiles may include separate profiles for different appearances of a user and/or separate profiles for different users authorized to use the device. The enrollment profiles may be generated using an enrollment process where the enrollment process is operated separately to generate each of the different enrollment profiles. During the facial recognition authentication process, a user may unlock the device by having a matching score for image(s) captured of the user that that exceeds an unlock threshold for at least one of the enrollment profiles. The user may have a matching score that exceeds the unlock threshold for multiple enrollment profiles. Each enrollment profile unlocks the device for the user may be updated using a template update process that operates independently for each enrollment profile.
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公开(公告)号:WO2019027506A1
公开(公告)日:2019-02-07
申请号:PCT/US2018/015594
申请日:2018-01-26
Applicant: APPLE INC.
Inventor: FASEL, Ian R. , GUO, Haitao , KUMAR, Atulit , GERNOTH, Thorsten
Abstract: An estimate of distance between a user and a camera on a device is used to determine an illumination pattern density used for speckle pattern illumination of the user in subsequent images. The distance may be estimated using an image captured when the user is illuminated with flood infrared illumination. Either a sparse speckle (dot) pattern illumination pattern or a dense speckle pattern illumination pattern is used depending on the distance between the user's face and the camera.
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公开(公告)号:EP3785165A1
公开(公告)日:2021-03-03
申请号:EP19729145.3
申请日:2019-05-21
Applicant: Apple Inc.
Inventor: VAN OS, Marcel , GERNOTH, Thorsten , HO, Kelsey Y.
IPC: G06K9/00
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公开(公告)号:EP3785166A1
公开(公告)日:2021-03-03
申请号:EP19730008.0
申请日:2019-05-21
Applicant: Apple Inc.
Inventor: MOSTAFA, Eslam A. , GERNOTH, Thorsten , HO, Kelsey Y.
IPC: G06K9/00
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公开(公告)号:WO2019236286A1
公开(公告)日:2019-12-12
申请号:PCT/US2019/033364
申请日:2019-05-21
Applicant: APPLE INC.
Inventor: KUMAR, Atulit , GERNOTH, Thorsten , TANG, Feng
Abstract: A neural network may implement a face detection process (250) on a mobile device or computer system. An image captured using a camera on the device may be processed using the face detection process (250). The face detection process may provide a bounding box for the face detected in the image. The face detected in the image may have any orientation. The face detected in the image may include either a whole face of the user or only a partial face of the user. The face detection process may provide face detection that is substantially invariant to exposure in the captured image. The face may also be detected over a wide range of distances between the camera and the face of the user.
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公开(公告)号:WO2019027505A1
公开(公告)日:2019-02-07
申请号:PCT/US2018/015592
申请日:2018-01-26
Applicant: APPLE INC.
Inventor: KUMAR, Atulit , FASEL, Ian R. , GERNOTH, Thorsten , GUO, Haitao , HAMSICI, Onur C.
CPC classification number: G06K9/00288 , G06K9/00221 , G06K9/00255 , G06K9/00302 , G06K9/2036 , G06K9/6273 , G06K2209/401 , G06T7/521
Abstract: A single network encodes and decodes an image captured using a camera on a device. The single network detects if a face is in the image. If a face is detected in the image, the single network determines properties of the face in the image and outputs the properties along with the face detection output. Properties of the face may be determined by sharing the task for face detection. Properties of the face that are output along with the face detection output include the location of the face, the pose of the face, and/or the distance of the face from the camera.
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公开(公告)号:WO2019027503A1
公开(公告)日:2019-02-07
申请号:PCT/US2018/015498
申请日:2018-01-26
Applicant: APPLE INC.
Inventor: BALLARD, Lucia E. , HAUCK, Jerrold V. , PRAKASH, Deepti Sunder , TANG, Feng , LITTWIN, Etai , VASU, Pavan Kumar Anasosalu , LITTWIN, Gideon , GERNOTH, Thorsten , KUCEROVA, Lucie , KOSTKA, Petr , HOTELLING, Steve , HIRSH, Eitan , KAITZ, Tal , POKRASS, Jonathan , KOLIN, Andrei , LAIFENFELD, Moshe , WALDON, Matthew C. , MENSCH, Thomas P. , YOUNGS, Lynn , ZELEZNIK, Chris , MALONE, Michael , HENDEL, Ziv , KRSTIC, Ivan , SHARMA, Anup K.
Abstract: Techniques are disclosed relating to biometric authentication, e.g., facial recognition. In some embodiments, a device is configured to verify that image data from a camera unit exhibits a pseudo-random sequence of image capture modes and/or a probing pattern of illumination points (e.g., from lasers in a depth capture mode) before authenticating a user based on recognizing a face in the image data. In some embodiments, a secure circuit may control verification of the sequence and/or the probing pattern. In some embodiments, the secure circuit may verify frame numbers, signatures, and/or nonce values for captured image information. In some embodiments, a device may implement one or more lockout procedures in response to biometric authentication failures. The disclosed techniques may reduce or eliminate the effectiveness of spoofing and/or replay attacks, in some embodiments.
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