Abstract: A training data generation apparatus may include a first network and a second network that individually learn a first image based on supervised learning and perform ensemble learning on a second image based on unsupervised learning. The apparatus also may include a fusion network that obtains a fusion output value based on the ensemble learning results of the first network and the second network. The apparatus also may include a target network that learns the second image to imitate the fusion output value.

Abstract: An apparatus for building a deep learning model for image learning includes a first deep learning model configured to obtain a first spatial feature map and a first heatmap including center information of an object belonging to an image by learning the image. The apparatus also includes a second deep learning model configured to perform imitation learning on the first deep learning model. The second deep learning model may obtain a second spatial feature map by learning the image and perform learning such that the second spatial feature map imitates the first spatial feature map. The second deep learning model may also obtain a second heatmap including a center of the object and perform learning such that the second heatmap imitates the first heatmap.

Abstract: The present disclosure relates to a hydrogen tank temperature control apparatus, system, and method. An example embodiment of the present disclosure provides a hydrogen tank temperature control apparatus including an air guide between a stack cooling module configured to cool a fuel cell stack and the one or more hydrogen tanks, and a processor configured to control a temperature of the one or more hydrogen tanks by controlling one or more angles of the air guide.

Abstract: An image encoding/decoding method is provided. An image decoding method of the present invention may comprise deriving an intra-prediction mode of a current luma block, deriving an intra-prediction mode of a current chroma block based on the intra-prediction mode of the current luma block, generating a prediction block of the current chroma block based on the intra-prediction mode of the current chroma block, and the deriving of an intra-prediction mode of a current chroma block may comprise determining whether or not CCLM (Cross-Component Linear Mode) can be performed for the current chroma block.

Abstract: In one example, an electronic device comprises a substrate comprising a dielectric structure and a conductive structure, a first electronic component over a top side of the substrate and coupled with the conductive structure, a lid over the first electronic component and coupled with a top side of the substrate, wherein the lid comprises a top plate having a plurality of holes, and a covering material covering a lateral side of the first electronic component and extending between the top side of the substrate and a bottom side of the top plate of the lid. Other examples and related methods are also disclosed herein.

Abstract: A battery cell includes a case including an electrode assembly accommodating space in which an electrode assembly and an electrolyte are accommodated, a cap plate covering the electrode assembly accommodating space, an electrolyte injection port formed as a hole penetrating through the cap plate and inclined towards the electrode assembly accommodating space, a terminal portion provided in the cap plate and connected to the electrode assembly, and a temporary sealing member having an outer peripheral surface inclined at an angle corresponding to the electrolyte injection port and inserted into the electrolyte injection port.

Abstract: Disclosed herein are image encoding/decoding method and apparatus. The image decoding method according to the present invention includes: obtaining prediction mode information of a neighboring block for a current block from a bitstream; by using the obtained information, deriving a prediction mode of the neighboring block; and, based on the prediction mode of the neighboring block, reconstructing the current block.

Abstract: An apparatus and method for monitoring illegally parked/stopped vehicles using a movable camera device or a fixed camera device are provided. In an example of the monitoring method, the monitoring apparatus receives location information of a plurality of parking/stopping monitoring areas and generates a patrol route for a movable camera device to collect captured images based on the location information of the parking/stopping monitoring areas. The monitoring apparatus provides the patrol route to the movable camera device, receives, from the movable camera device, first captured images of the parking/stopping monitoring areas included in the patrol route and second captured images of the parking/stopping monitoring areas after a specified time has elapsed, and determines that a vehicle commonly detected in the first and second captured images is an illegally parked/stopped vehicle.

Abstract: In an embodiment an apparatus for controlling a speed of a vehicle includes a communication device configured to receive at least one of a starting point of a speed trap, an end point of the speed trap, a speed limit in the speed trap, an average speed of the vehicle, a traveling distance from the starting point of the speed trap of the vehicle, or a present speed of the vehicle, a target speed setting device configured to set a target point, set a starting point for a target speed, and calculate the target speed, a required acceleration calculating device configured to calculate a required acceleration, and a controller configured to control the vehicle, based on at least one of the calculated target speed or the calculated required acceleration.

Abstract: In an embodiment an apparatus includes a communication device configured to receive at least one of a starting point of a speed trap, an end point of the speed trap, a speed limit in the speed trap, an average speed of the vehicle, a traveling distance from the starting point of the speed trap of the vehicle, or a present speed of the vehicle, a target speed setting device configured to set a target point, to set a starting point for a target speed, and to calculate the target speed, a required acceleration calculating device configured to calculate a required acceleration, and a controller configured to control the vehicle based on at least one of the calculated target speed or the calculated required acceleration.

Abstract: An apparatus and method for parking management are provided. In one example, parking management can be performed more accurately and efficiently by analyzing a planar image converted from an oblique image of a parking lot taken in an oblique shooting direction. In another example, parking management can be performed more accurately and efficiently by analyzing a corrected image obtained by correcting distortion due to lens aberration in a parking lot image.

Abstract: Disclosed is a high-temperature polymer electrolyte membrane fuel cell, in which electrodes of the fuel cell include a polymer containing a phosphoric acid group and a binaphthyl group, thereby preventing phosphoric acid poisoning of a catalyst due to strong interaction with phosphoric acid and porosity and increasing electrochemical performance.

Abstract: A display apparatus can include a display panel configured to display an image, a driver configured to drive the display panel, a controller configured to control driver, and a memory controlled by the controller. The controller performs a calibration operation during an idle period of the memory.

Abstract: Provided herein are polypeptides comprising a therapeutic targeted for delivery to an organ or tissue, and uses thereof.

Abstract: Provided are non-naturally occurring 5?-untranslated region and 3?-untranslated region nucleotides, and use thereof.

Abstract: A method for manufacturing a lightweight cowl crossbar includes: producing an inner pipe, laminating a plurality of composite material layers wound around the inner pipe, and extruding an outer pipe on the winding layer, in which the plurality of composite material layers adjacent to each other are wound in different directions.

Abstract: An image encoding/decoding method is provided. An image decoding method of the present invention may comprise deriving an intra-prediction mode of a current luma block, deriving an intra-prediction mode of a current chroma block based on the intra-prediction mode of the current luma block, generating a prediction block of the current chroma block based on the intra-prediction mode of the current chroma block, and the deriving of an intra-prediction mode of a current chroma block may comprise determining whether or not CCLM (Cross-Component Linear Mode) can be performed for the current chroma block.

Abstract: An encoding/decoding method and device according to the present disclosure may: determine at least one among a plurality of inter prediction modes as the inter prediction mode of the current block; form an inter prediction candidate list on the basis of the determined inter prediction mode; perform motion compensation on the basis of one prediction candidate in the inter prediction candidate list, and generate a first prediction block of the current block; and correct the first prediction block by using a prescribed intra prediction mode.

Abstract: An assembly for pushing an electrode into a glass melting vessel can include a frame, a shaft, a pusher actuator, a contact mechanism, a master actuator, and a torque limiter. The contact mechanism can be attached to the shaft. The pusher actuator can be mounted to the frame and configured to cause translation of the shaft and the contact mechanism relative to the frame. The master actuator can be operatively connected to the pusher actuator such that operation of the master actuator causes operation of the pusher actuator. The torque limiter can be operatively connected between the master actuator and the pusher actuator, and can be configured to disengage when a rotational force on the master actuator exceeds a predetermined amount.