Liveness test method and apparatus

    公开(公告)号:US11682240B2

    公开(公告)日:2023-06-20

    申请号:US17468995

    申请日:2021-09-08

    IPC分类号: G06V40/40 G06V40/16

    摘要: A liveness test method and apparatus is disclosed. The liveness test method includes detecting a face region in an input image for a test target, implementing a first liveness test to determine a first liveness value based on a first image corresponding to the detected face region, implementing a second liveness test to determine a second liveness value based on a second image corresponding to a partial face region of the detected face region, implementing a third liveness test to determine a third liveness value based on an entirety of the input image or a full region of the input image that includes the detected face region and a region beyond the detected face region, and determining a result of the liveness test based on the first liveness value, the second liveness value, and the third liveness value.

    Method and apparatus with authentication and neural network training

    公开(公告)号:US11341365B2

    公开(公告)日:2022-05-24

    申请号:US16913205

    申请日:2020-06-26

    IPC分类号: G06K9/62 G06N3/04 G06N3/08

    摘要: A processor-implemented neural network method includes: determining, using a neural network, a feature vector based on a training image of a first class among a plurality of classes; determining, using the neural network, plural feature angles between the feature vector and class vectors of other classes among the plurality of classes; determining a margin based on a class angle between a first class vector of the first class and a second class vector of a second class, among the class vectors, and a feature angle between the feature vector and the first class vector; determining a loss value using a loss function including an angle with the margin applied to the feature angle and the plural feature angles; and training the neural network by updating, based on the loss value, either one or both of one or more parameters of the neural network and one or more of the class vectors.

    Liveness test method and apparatus

    公开(公告)号:US11176392B2

    公开(公告)日:2021-11-16

    申请号:US15886875

    申请日:2018-02-02

    IPC分类号: G06K9/00

    摘要: A liveness test method and apparatus is disclosed. The liveness test method includes detecting a face region in an input image for a test target, implementing a first liveness test to determine a first liveness value based on a first image corresponding to the detected face region, implementing a second liveness test to determine a second liveness value based on a second image corresponding to a partial face region of the detected face region, implementing a third liveness test to determine a third liveness value based on an entirety of the input image or a full region of the input image that includes the detected face region and a region beyond the detected face region, and determining a result of the liveness test based on the first liveness value, the second liveness value, and the third liveness value.

    Face verifying method and apparatus

    公开(公告)号:US11163982B2

    公开(公告)日:2021-11-02

    申请号:US16508527

    申请日:2019-07-11

    摘要: A face verifying method and apparatus. The face verifying method includes detecting a face region from an input image, generating a synthesized face image by combining image information of the face region and reference image information, based on a determined masking region, extracting one or more face features from the face region and the synthesized face image, performing a verification operation with respect to the one or more face features and predetermined registration information, and indicating whether verification of the input image is successful based on a result of the performed verification operation.