The present disclosure generally relates to the field of deep learning technologies. An apparatus for generating a plurality of correlation images may include a feature extracting unit configured to receive a training image and extracting at least one or more of feature from the training image to generate a first feature image based on the training image; a normalizer configured to normalize the first feature image and generate a second feature image; and a shift correlating unit configured to perform a plurality of translational shifts on the second feature image to generate a plurality of shifted images, correlate each of the plurality of shifted images with the second feature image to generate the plurality of correlation images.

The present disclosure generally relates to the field of deep learning technologies. An apparatus for generating a plurality of correlation images may include a feature extracting unit configured to receive a training image and extracting at least one or more of feature from the training image to generate a first feature image based on the training image; a normalizer configured to normalize the first feature image and generate a second feature image; and a shift correlating unit configured to perform a plurality of translational shifts on the second feature image to generate a plurality of shifted images, correlate each of the plurality of shifted images with the second feature image to generate the plurality of correlation images.

Aspects for active alignment for assembling optical imaging systems are described herein. As an example, the aspects may include aligning an optical detector with an optical component. The optical component is configured to alter a direction of one or more light beams emitted from an image displayed by an optical engine. The aspects may further include detecting, by the optical detector, a virtual image generated by the one or more light beams emitted by the optical engine; and adjusting, by a multi-axis controller, an optical path of the one or more light beams based on one or more parameters of the virtual image collected by the optical detector.

Aspects for active alignment for assembling optical imaging systems are described herein. As an example, the aspects may include aligning an optical detector with an optical component. The optical component is configured to alter a direction of one or more light beams emitted from an image displayed by an optical engine. The aspects may further include detecting, by the optical detector, a virtual image generated by the one or more light beams emitted by the optical engine; and adjusting, by a multi-axis controller, an optical path of the one or more light beams based on one or more parameters of the virtual image collected by the optical detector.

A subtitle display processing device, a server, and a non-transitory tangible storage medium that stores a program are provided. The subtitle display processing device includes: a data outputter configured to output text data; a display setter configured to set a display position and a display size of a text display area; an indicator configured to display the text data in the text display area; and a changer configured to change at least one of the display position and the display size of the text display area in accordance with a preset change condition.

A subtitle display processing device, a server, and a non-transitory tangible storage medium that stores a program are provided. The subtitle display processing device includes: a data outputter configured to output text data; a display setter configured to set a display position and a display size of a text display area; an indicator configured to display the text data in the text display area; and a changer configured to change at least one of the display position and the display size of the text display area in accordance with a preset change condition.

An electronic device includes a display and an image capture device electronically capturing one or more images of a subject performing an activity. A wireless communication device can electronically transmit the one or more images to a remote electronic device across a network after a Procrustes superimposition operation is performed to compare the subject to a standard. The wireless communication device can electronically receive one or more electronically altered images identifying differences between one or more standard reference locations situated at one or more predefined features of the standard performing the activity and one or more corresponding subject reference locations situated at one or more predefined features of the subject performing the activity. These electronically altered images can be presented on the display of the electronic device to provide corrective feedback to the subject as how to better perform the activity.

Image-based trajectory planning for a mobile machine having a camera is disclosed. A trajectory for the mobile machine to move to a referenced target is planned by obtaining, a desired image of the referenced target captured at a desired pose of the trajectory and an initial image of the referenced target captured at an initial pose of the trajectory through the camera of the mobile machine, calculating a homography of the desired image and the initial image; decomposing the homography into an initial translation component and an initial rotation matrix, obtaining optimized translation component(s) corresponding to constraint(s) for the mobile machine based on the initial translation component, obtaining optimized homography(s) based on the optimized translation component(s) and the initial rotation matrix, and obtaining objective image features corresponding to the trajectory based on the optimized homography(s).

Image-based trajectory planning for a mobile machine having a camera is disclosed. A trajectory for the mobile machine to move to a referenced target is planned by obtaining, a desired image of the referenced target captured at a desired pose of the trajectory and an initial image of the referenced target captured at an initial pose of the trajectory through the camera of the mobile machine, calculating a homography of the desired image and the initial image; decomposing the homography into an initial translation component and an initial rotation matrix, obtaining optimized translation component(s) corresponding to constraint(s) for the mobile machine based on the initial translation component, obtaining optimized homography(s) based on the optimized translation component(s) and the initial rotation matrix, and obtaining objective image features corresponding to the trajectory based on the optimized homography(s).

According to an aspect of the present disclosure, an interaction system for a first vehicle is provided, which comprises a processor and a memory storing processor-executable instructions that, when executed by the processor, cause the latter to implement steps comprising: receiving a first input from the first vehicle and displaying a first avatar on a display; and receiving a second input from a second vehicle and displaying a second avatar on the display, wherein the first input and the second input are updated in real time, and the first avatar and the second avatar dynamically change accordingly.