Abstract: A device for decoding a feature map according to the present disclosure comprises an image decoding unit to decode an image from a bitstream; an inverse format conversion unit to restore a feature map latent representation by converting a formation of a decoded image; and a feature map restoration unit to restore a multi-layer feature map from the feature map latent representation. Here, the feature map restoration unit restores the multi-layer feature map based on a learned neural network parameter.

Abstract: Provided is a battery pack and a vehicle including the same. The battery pack includes a plurality of pouch-type battery cells, a pack case having an inner space in which the plurality of pouch-type battery cells are accommodated, and a cell cover at least partially surrounding and supporting at least some of the plurality of pouch-type battery cells. The cell cover includes a first cover portion covering one side surface of at least one of the plurality of battery cells, a second cover portion covering the other side surface of at least one of the plurality of battery cells, and a third cover portion connecting the first cover portion to the second cover portion and covering an upper end portion of the at least one battery cell. A first venting hole through which gas or flame is discharged is formed in at least one portion of the third cover portion.

Abstract: A battery pack includes a plurality of pouch-type battery cells; a pack case accommodating the pouch-type battery cells in the internal space; and a cell cover. The cell cover includes two unit covers at least partially spaced apart, provided to at least partially surround at least some of the pouch-type battery cells among the plurality of pouch-type battery cells in the internal space of the pack case. The cell cover is configured to allow venting gas to be discharged into the separation space between the two unit covers, thereby ensuring excellent safety when a thermal event occurs. Moreover, the present application discloses a battery module and a vehicle including the same.

Abstract: A cell assembly according to the present disclosure includes a cell stack including one pouch-type battery cell or two or more pouch-type battery cells stacked; and a cell cover covering two side portions of the cell stack along a widthwise direction of the cell stack and a top portion of the cell stack, wherein the cell cover is configured to adjust a width of the cell cover according to a width of the cell stack.

Abstract: A feature map encoding method according to the present disclosure may include generating a feature map from a multi-level feature group; and performing PCA (Picture Component Analysis) transform for the feature map. Here, generating the feature map comprises reshaping the multi-level feature group; and generating the feature map by merging a plurality of base units generated by the reshape.

Abstract: A feature map decoding method according to the present disclosure may include decoding a metadata and the feature map; performing inverse conversion on a decoded feature map; and restoring features from inverse converted features. Here, a feature distortion compensation is performed on at least one of the decoded feature map, the inverse converted features or restored features.

Abstract: The present disclosure relates to an image encoding/decoding method for a machine and a device therefor. An image encoding method according to the present disclosure includes extracting an encoding method feature from an encoding input signal; determining an encoding method that is optimal for the encoding input signal based on the encoding method feature; transforming the encoding input signal based on the encoding method; and encoding an encoding target signal generated by transforming encoding method information and the encoding input signal.

Abstract: Disclosed are a pillar anchor for an automobile and a method of manufacturing the same. According to an embodiment of the disclosure, the pillar anchor for an automobile includes a pair of first and second anchor plates including metal, integrated in one body, and guiding a movement of a seat belt of a vehicle, wherein each of the first and second anchor plates includes a belt movement guide recess portion protruding toward one side of the first and second anchor plates through drawing processing, and guiding the movement of the seat belt, and a reinforcement flange formed at edge portions of the first and second anchor plates to reinforce the first and second anchor plates.

Abstract: The present invention is a novel gas assisted nozzle and a method for micro and nanofiber production. In this composite nozzle, a high velocity gas stream is introduced through a core protruding orifice, while a liquid is introduced via at least one satellite orifice, external to the core orifice. The liquid flow is picked-up and accelerated (blown) by the gas stream from the tip of the protruding gas nozzle. This avoids passing the high velocity gas over the surface of the slow flowing liquid and achieves the acceleration of the liquid flow on its approach to being picked-up by the gas stream. Proper control of the gas and the polymer liquid flow results in fine liquid blowing and formation of micro and nanofibers.

Abstract: Disclosed are a pillar anchor for an automobile and a method of manufacturing the same. According to an embodiment of the disclosure, the pillar anchor for an automobile includes a pair of first and second anchor plates including metal, integrated in one body, and guiding a movement of a seat belt of a vehicle, wherein each of the first and second anchor plates includes a belt movement guide recess portion protruding toward one side of the first and second anchor plates through drawing processing, and guiding the movement of the seat belt, and a reinforcement flange formed at edge portions of the first and second anchor plates to reinforce the first and second anchor plates.

Abstract: A manufacturing method of a light emitting diode apparatus is provided. This method includes forming a light emitting diode on the substrate, forming a light leakage preventing layer to surround the side surface of the light emitting diode, etching a region corresponding to the light emitting diode in the substrate, and bonding a wavelength converting material to a lower portion of the light emitting diode in the etched region, in which the wavelength converting material includes a semiconductor layer including a quantum well layer.

Abstract: A manufacturing method of a light emitting diode apparatus is provided. This method includes forming a light emitting diode on the substrate, forming a light leakage preventing layer to surround the side surface of the light emitting diode, etching a region corresponding to the light emitting diode in the substrate, and bonding a wavelength converting material to a lower portion of the light emitting diode in the etched region, in which the wavelength converting material includes a semiconductor layer including a quantum well layer.

Abstract: A manufacturing method of a light emitting diode apparatus is provided. This method includes forming a light emitting diode on the substrate, forming a light leakage preventing layer to surround the side surface of the light emitting diode, etching a region corresponding to the light emitting diode in the substrate, and bonding a wavelength converting material to a lower portion of the light emitting diode in the etched region, in which the wavelength converting material includes a semiconductor layer including a quantum well layer.

Abstract: A method of manufacturing a light emitting diode is provided. The method includes forming a semiconductor layer on a substrate, forming a mask layer including a plurality of grooves on the semiconductor layer, forming a plurality of nanostructures in the plurality of grooves, respectively, forming an etched region by etching an outer region of the semiconductor layer and an inner region of the semiconductor layer different from the outer region, forming a first electrode on the etched region of the semiconductor layer, forming an insulation layer on the first electrode, and forming a second electrode on the insulation layer and the plurality of nanostructures.

Abstract: The present invention is a novel gas assisted nozzle and a method for micro and nanofiber production. In this composite nozzle, a high velocity gas stream is introduced through a core protruding orifice, while a liquid is introduced via at least one satellite orifice, external to the core orifice. The liquid flow is picked-up and accelerated (blown) by the gas stream from the tip of the protruding gas nozzle. This avoids passing the high velocity gas over the surface of the slow flowing liquid and achieves the acceleration of the liquid flow on its approach to being picked-up by the gas stream. Proper control of the gas and the polymer liquid flow results in fine liquid blowing and formation of micro and nanofibers.

Abstract: A manufacturing method of a light emitting diode apparatus is provided. This method includes forming a light emitting diode on the substrate, forming a light leakage preventing layer to surround the side surface of the light emitting diode, etching a region corresponding to the light emitting diode in the substrate, and bonding a wavelength converting material to a lower portion of the light emitting diode in the etched region, in which the wavelength converting material includes a semiconductor layer including a quantum well layer.

Abstract: A method for manufacturing a light emitting diode (LED) apparatus is provided. The method includes forming a plurality of color filters on a glass layer, forming a plurality of light leakage preventing films on the glass layer in a space between the plurality of color filters; forming a plurality of conductive materials on a surface of each of the plurality of light leakage preventing films opposite to the glass layer; and bonding a plurality of light emitting diodes with the plurality of conductive materials to correspond to the plurality of color filters, respectively.

Abstract: A method of manufacturing a light emitting diode is provided. The method includes forming a semiconductor layer on a substrate, forming a mask layer including a plurality of grooves on the semiconductor layer, forming a plurality of nanostructures in the plurality of grooves, respectively, forming an etched region by etching an outer region of the semiconductor layer and an inner region of the semiconductor layer different from the outer region, forming a first electrode on the etched region of the semiconductor layer, forming an insulation layer on the first electrode, and forming a second electrode on the insulation layer and the plurality of nanostructures.

Abstract: A method for manufacturing a light emitting diode (LED) apparatus is provided. The method includes forming a plurality of color filters on a glass layer, forming a plurality of light leakage preventing films on the glass layer in a space between the plurality of color filters; forming a plurality of conductive materials on a surface of each of the plurality of light leakage preventing films opposite to the glass layer; and bonding a plurality of light emitting diodes with the plurality of conductive materials to correspond to the plurality of color filters, respectively.

Abstract: A resin composition includes a polymer including a repeating unit represented by Chemical Formula 1, wherein in Chemical Formula 1, each substituent is the same as defined in the specification, and a solvent and an organic film manufactured using the same is provided.