Neural Network Training Method and Apparatus

    公开(公告)号:US20220327363A1

    公开(公告)日:2022-10-13

    申请号:US17848081

    申请日:2022-06-23

    Abstract: A neural network training method in the artificial intelligence field includes: inputting training data into a neural network; determining a first input space of a second target layer in the neural network based on a first output space of a first target layer in the neural network; and inputting a feature vector in the first input space into the second target layer, where a capability of fitting random noise by the neural network when the feature vector in the first input space is input into the second target layer is lower than a capability of fitting the random noise by using an output space that is in the neural network and that exists when a feature vector in the first output space is input into the second target layer. This application helps avoid an overfitting phenomenon that occurs when the neural network processes an image, text, or speech.

    Target tracking method and apparatus

    公开(公告)号:US11276185B2

    公开(公告)日:2022-03-15

    申请号:US16913795

    申请日:2020-06-26

    Abstract: In one embodiment, a target tracking method includes: receiving a current frame of picture including a target object; determining, based on a drift determining model, whether a tracker drifts for tracking of the target object in the current frame of picture, where the drift determining model is obtained through modeling based on largest values of responses values of a training sample used to train the drift determining model, where the training sample is collected from a training picture that includes the target object, where the response value of the sample is a value indicating a probability that the training sample is the target object in the training picture; and outputting a tracking drift result, where the tracking drift result includes: drift is generated for the tracking of the target object, or no drift is generated for the tracking of the target object.

    Information presentation method and device

    公开(公告)号:US11153430B2

    公开(公告)日:2021-10-19

    申请号:US16404449

    申请日:2019-05-06

    Abstract: Embodiments of the present invention provide an information presentation method and device. The method includes: receiving, by a mobile terminal, first information provided by a communications network; determining, by the mobile terminal, a presentation priority of the first information in a current situation of a user; and sending the first information to a wearable device when the presentation priority of the first information in the current situation is greater than or equal to a second preset value, so that the wearable device presents the first information to the user. According to the information presentation method and device provided by the embodiments of the present invention, information can be presented according to a scene of a user, so that a presentation effect is improved, and interference of information unrelated to a current situation with the user is reduced.

    PICTURE SELECTION METHOD AND RELATED DEVICE

    公开(公告)号:US20210281754A1

    公开(公告)日:2021-09-09

    申请号:US17330133

    申请日:2021-05-25

    Abstract: In a method for selecting pictures from a sequence of pictures of an object in motion, a computerized user device determines, for each picture in the sequence of pictures, a value of a motion feature of the object. Based on analyzing the values of the motion feature of the pictures in the sequence, the device identifies a first subset of pictures from the pictures in the sequence. The device then selects, based on a second selection criterion, a second subset of pictures from the first subset of pictures. The pictures in the second subset are displayed to a user for further selection.

    Method and apparatus for sending search request

    公开(公告)号:US11080347B2

    公开(公告)日:2021-08-03

    申请号:US16292992

    申请日:2019-03-05

    Abstract: Sending a search request includes: during a running procedure of a search engine client, generating a forged search request, where the forged search request carries a forged search word; and sending the forged search request to the search engine server. The forged search request is sent to the search engine server, to serve as a factor interfering with an analysis of a user behavior by the search engine server based on a true search request, to prevent the search engine server from analyzing the user behavior based on a search word entered by a user, thereby improving user experience.

    Touchscreen device and method and apparatus for performing operation

    公开(公告)号:US10884537B2

    公开(公告)日:2021-01-05

    申请号:US16139726

    申请日:2018-09-24

    Inventor: Li Qian

    Abstract: An embodiment of the present invention discloses a touchscreen device, and a method and an apparatus for performing an operation that relate to the field of information technologies, so as to reduce a limitation of identifiable operations provided to a user, and improve user experience. The method includes: detecting, by a touchscreen device, pressing force track information of a user on a touchscreen, where the pressing force track information is used to represent a change of a pressing force level in a process in which the user continuously presses the touchscreen; determining an operation corresponding to the pressing force track information, according to a current touch operation application scenario and correspondences between pressing force track information and operations; and performing the operation. The present invention is applicable to a touchscreen device that determines a corresponding operation according to pressing force track information of a user and performs the operation.

    Information presentation method and device

    公开(公告)号:US10291767B2

    公开(公告)日:2019-05-14

    申请号:US15330850

    申请日:2016-11-07

    Abstract: Embodiments of the present invention provide an information presentation method and device. The method includes: receiving, by a mobile terminal, first information provided by a communications network; determining, by the mobile terminal, a presentation priority of the first information in a current situation of a user; and sending the first information to a wearable device when the presentation priority of the first information in the current situation is greater than or equal to a second preset value, so that the wearable device presents the first information to the user. According to the information presentation method and device provided by the embodiments of the present invention, information can be presented according to a scene of a user, so that a presentation effect is improved, and interference of information unrelated to a current situation with the user is reduced.

    Method for setting internal usage scenario of vehicle, vehicle-mounted device, and network device

    公开(公告)号:US09950681B2

    公开(公告)日:2018-04-24

    申请号:US15255305

    申请日:2016-09-02

    Inventor: Li Qian

    CPC classification number: B60R16/037 G07C5/008 H04L67/125

    Abstract: The method for setting an internal usage scenario of a vehicle is presented, which includes obtaining, by a vehicle-mounted device, identity information of a user and feature information, where the user is a user who is using a vehicle in which the vehicle-mounted device is located, and the feature information is used to represent an internal first usage scenario of the vehicle; sending, by the vehicle-mounted device, the identity information of the user and the feature information to a network device; receiving, by the vehicle-mounted device, an internal usage scenario model of the vehicle sent by the network device, where the model is obtained by the network device based on the identity information of the user and the feature information; and adjusting, by the vehicle-mounted device, a parameter of the vehicle according to the model.

    Prediction method, terminal, and server

    公开(公告)号:US11580457B2

    公开(公告)日:2023-02-14

    申请号:US16863110

    申请日:2020-04-30

    Abstract: Example prediction methods and apparatus are described. One example includes sending a first model parameter and a second model parameter by a server to a plurality of terminals. The first model parameter and the second model parameter are adapted to a prediction model of the terminal. The server receives a first prediction loss sent by at least one of the plurality of terminals. A first prediction loss sent by each of the at least one terminal is calculated by the terminal based on the prediction model that uses the first model parameter and the second model parameter. The server updates the first model parameter based on the first prediction loss sent by the at least one terminal to obtain an updated first model parameter. The server updates the second model parameter based on the first prediction loss sent by the at least one terminal to obtain an updated second model parameter.

    DIALOG INTERACTION METHOD, GRAPHICAL USER INTERFACE, TERMINAL DEVICE, AND NETWORK DEVICE

    公开(公告)号:US20220012432A1

    公开(公告)日:2022-01-13

    申请号:US17486943

    申请日:2021-09-28

    Inventor: Xiao Chen Li Qian

    Abstract: This application relates to the field of artificial intelligence. A dialog interaction method, a graphical user interface, a terminal device, and a network device are provided in this application. The disclosed terminal device displays a dialog view in a first region of a target dialog user interface, and displays a conceptual view in a second region of the target dialog user interface. The dialog view is used to display dialog data of the target dialog. The conceptual view is used to display a knowledge subgraph corresponding to the target dialog. The knowledge subgraph includes a plurality of semantic entities and a semantic relationship between semantic entities in the plurality of semantic entities. The plurality of semantic entities include a first semantic entity. The first semantic entity is a semantic entity existing in the dialog data. The technical solution can improve dialog interaction experience of a user.

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