Abstract: Disclosed herein is a method for deidentifying a driver image dataset. The method includes generating a combination dataset having a preset size based on a driver image dataset, extracting face shape information from each of pieces of driver image data forming the driver image dataset, and generating a deidentified dataset using the combination dataset and the face shape information.

Abstract: The autonomous driving device including a communication circuit configured to communicate with an unmanned aerial vehicle, a plurality of sensors disposed in the autonomous vehicle to monitor all directions of the autonomous vehicle, and a processor, wherein the processor is configured to: control the unmanned aerial vehicle to hover at each of a plurality of waypoints of a designated flight path by controlling a relative position of the unmanned aerial vehicle through the communication circuit, change a posture angle of the unmanned aerial vehicle to a plurality of posture angles corresponding to the waypoints of the flight path, generate a plurality of images including the checkerboard and corresponding to the plurality of waypoints and the plurality of posture angles through the plurality of sensors, and calibrate the plurality of sensors on the basis of a relationship between matching points of the plurality of images.

Abstract: A user equipment that supports a first set of beams accumulates transmit power control (TPC) commands to generate an accumulated correction factor during communication between the user equipment and a base station that supports a second set of beams. The user equipment is configured to use a first subset of the first set of beams during the communication and the base station is configured to use a second subset of the second set of beams during the communication. The user equipment detects a change in the first subset or the second subset. The user equipment resets the accumulated correction factor in response to detecting the change. In some cases, the user equipment generates a plurality of correction factors for a corresponding plurality of closed-loop processes. The user equipment resets some or all of the plurality of correction factors in response to detecting the change.

Abstract: Disclosed herein are an object recognition apparatus of an automated driving system using error removal based on object classification and a method using the same. The object recognition method is configured to train a multi-object classification model based on deep learning using training data including a data set corresponding to a noise class, into which a false-positive object is classified, among classes classified by the types of objects, to acquire a point cloud and image data respectively using a LiDAR sensor and a camera provided in an autonomous vehicle, to extract a crop image, corresponding to at least one object recognized based on the point cloud, from the image data and input the same to the multi-object classification model, and to remove a false-positive object classified into the noise class, among the at least one object, by the multi-object classification model.

Abstract: Certain embodiments may relate to communication systems, and, for example, some embodiments may relate to beamforming techniques. According to an embodiment, a method may include, for each PDCCH search space candidate, one or more UE beams may be configured and/or assigned that correspond to one or more of the configured beam pairs. For each PDCCH search space candidate, one or more beam pairs, based on one or more corresponding downlink RS for beam management, may correspond to a configured UE beam. The UE may detect a PDCCH. Upon detecting a PDCCH, the UE can identify one or more configured beam pairs or a default beam pair within the PDCCH search space candidates.

Abstract: A magnetic light panel system having a light panel with a light source that can be connected to a power source and thus illuminated, and further having a handle. The light panel and the handle may each be provided with magnets such that the light panel and the handle can be magnetically associated with each other from opposite sides of a window or windshield. The panel may be manipulated or adjusted by a user on a vehicle exterior while the light panel remains on the vehicle interior, and the light panel may provide light to the user such that the borders and edges along a window or windshield can be more easily seen. Additionally, the panel may be provided with a guideline having a zigzag or jagged shape along the border to provide the user with a reference point or measurement point.

Abstract: According to an example embodiment, a method is provided including: receiving, at a user equipment from a network node, a coherence group configuration, wherein the group coherence group configuration indicates at least: one or more transmit groups, wherein each transmit group includes one or more transmit ports of the user equipment, and wherein the one or more transmit ports in each group are coherent; and one or more receive groups, wherein each receive group includes one or more receive ports of the user equipment, and wherein the one or more receive ports in each group are coherent; determining a change in the coherence group configuration; and transmitting information indicating the change to the network node.

Abstract: A magnetic light panel system having a light panel with a light source that can be connected to a power source and thus illuminated, and further having a handle. The light panel and the handle may each be provided with magnets such that the light panel and the handle can be magnetically associated with each other from opposite sides of a window or windshield. The panel may be manipulated or adjusted by a user on a vehicle exterior while the light panel remains on the vehicle interior, and the light panel may provide light to the user such that the borders and edges along a window or windshield can be more easily seen. Additionally, the panel may be provided with a guideline having a zigzag or jagged shape along the border to provide the user with a reference point or measurement point.

Abstract: A user equipment that supports a first set of beams accumulates transmit power control (TPC) commands to generate an accumulated correction factor during communication between the user equipment and a base station that supports a second set of beams. The user equipment is configured to use a first subset of the first set of beams during the communication and the base station is configured to use a second subset of the second set of beams during the communication. The user equipment detects a change in the first subset or the second subset. The user equipment resets the accumulated correction factor in response to detecting the change. In some cases, the user equipment generates a plurality of correction factors for a corresponding plurality of closed-loop processes. The user equipment resets some or all of the plurality of correction factors in response to detecting the change.

Abstract: An application-specific multi-tool is provided. The multi-tool includes a first side portion, a second side portion, and a central portion extending between and connecting the first side portion and the second side portion. The central portion has a first central portion side and a second central portion side opposite the first central portion side. An axle extends between the first side portion and the second side portion. A plurality of tools is rotatably coupled to the axle.

Abstract: According to an example embodiment, a method is provided including: receiving, at a user equipment from a network node, a coherence group configuration, wherein the group coherence group configuration indicates at least: one or more transmit groups, wherein each transmit group includes one or more transmit ports of the user equipment, and wherein the one or more transmit ports in each group are coherent; and one or more receive groups, wherein each receive group includes one or more receive ports of the user equipment, and wherein the one or more receive ports in each group are coherent; determining a change in the coherence group configuration; and transmitting information indicating the change to the network node.

Abstract: An application-specific multi-tool is provided. The multi-tool includes a first side portion, a second side portion, and a central portion extending between and connecting the first side portion and the second side portion. The central portion has a first central portion side and a second central portion side opposite the first central portion side. An axle extends between the first side portion and the second side portion. A plurality of tools is rotatably coupled to the axle.

Abstract: A siding panel is provided for attachment to a structure and connection to a similar overlapping siding panel in interlocking relationship. The panel includes a strip for attachment, such as by nailing, to a supporting structure, a receiver formed by outer and inner bends, at least one stretch extending away from the strip and presenting a gap between the outer bend and the stretch, a base and a projection, all extending the length of the panel. The projection is configured to interfit with a receiver of an adjacent panel, with the projection including a flange, a return bend and a cantilever leg. The projection snap fits into the receiver, with the cantilever leg deflecting as the return bend flexes to permit passage of the projection into the receiver.

Abstract: a siding panel is provided for attachment to a structure and connection to a similar overlapping siding panel in interlocking relationship. The panel includes a strip for attachment, such as by nailing, to a supporting structure, a receiver formed by outer and inner bends, at least one stretch extending away from the strip and presenting a gap between the outer bend and the stretch, a base and a projection, all extending the length of the panel. The projection is configured to interfit with a receiver of an adjacent panel, with the projection including a flange, a return bend and a cantilever leg. The projection snap fits into the receiver, with the cantilever leg deflecting as the return bend flexes to permit passage of the projection into the receiver.