Abstract: Disclosed herein are a method and apparatus for compressing learning parameters for training of a deep-learning model and transmitting the compressed parameters in a distributed processing environment. Multiple electronic devices in the distributed processing system perform training of a neural network. By performing training, parameters are updated. The electronic device may share the updated parameter thereof with additional electronic devices. In order to efficiently share the parameter, the residual of the parameter is provided to the additional electronic devices. When the residual of the parameter is provided, the additional electronic devices update the parameter using the residual of the parameter.

Abstract: Disclosed herein are a method, apparatus, system, and computer-readable recording medium for image compression. An encoding apparatus performs preprocessing of feature map information, frame packing, frame classification, and encoding. A decoding apparatus performs decoding, frame depacking, and postprocessing in order to reconstruct feature map information. By encoding the feature map information, inter-prediction and intra-block prediction for a frame are performed. The encoding apparatus provides the decoding apparatus with a feature map information bitstream for reconstructing the feature map information along with an image information bitstream.

Abstract: Provided are an image encoding method and device. When carrying out image encoding for a block within a slice, at least one block in a restored block of the slice is set as a reference block. When this is done, the encoding parameters of the reference block are distinguished, and the block to be encoded is encoded adaptively based on the encoding parameters.

Abstract: Disclosed is a method for maintaining security of video data of a decryption server. The method comprises registering at least one of an internet protocol (IP) address and a media access control (MAC) address of the security devices, generating a plurality of public key and private key pairs, encrypting and storing private keys comprised in the plurality of public key and private key pairs using a master key provided from a master key management unit, selecting any one of a plurality of public key and private key pairs when the access of the security device is approved and providing a certificate comprising the selected public key to the security device, receiving a symmetric key encrypted with the public key of the certificate from the security device, and decrypting the private key using the master key provided from the master key management unit.

Abstract: Disclosed is a method for maintaining security of video data of a security device. The method comprises transmitting an access request to decryption server, receiving certificate information comprising a public key arbitrarily selected by the decryption server when the access request is approved, generating a symmetric key for encrypting video data, encrypting the symmetric key using the public key, and transmitting the encrypted symmetric key to the decryption server.

Abstract: A battery pack includes a plurality of battery modules stacked in a vertical direction in a horizontal state; a pressing plate including an upper pressing plate and a lower pressing plate located outside the battery modules; a second elastic member configured to connect the upper pressing plate and the lower pressing plate to each other; and a pack case configured to wrap the pressing plate, wherein the pack case includes an upper pack cover and a lower pack cover, and a third elastic member is provided between the upper pack cover and the upper pressing plate, and a device including the same.

Abstract: Footwear upper components include a fabric element and a bladder component that defines a sealed interior chamber. The bladder component includes: (a) a first major surface engaged with the fabric element, wherein this first major surface defines at least part of a first perimeter seam surface and at least part of a first surface of the sealed interior chamber, (b) a second major surface opposite the first major surface, wherein this second major surface defines at least part of a second perimeter seam surface opposite the first perimeter seam surface and at least part of a second surface of the sealed interior chamber opposite the sealed interior chamber's first surface, and (c) and a fluid chamber between the first and second major surfaces. The first major surface (and optionally the second major surface) may include texturing, e.g., texturing corresponding to texture present on a surface of the fabric element.

Abstract: Footwear upper components include a fabric element having a first thermoplastic polyurethane component and a bladder component that defines a sealed interior chamber for containing a fluid. The bladder component includes an outer perimeter seam that extends at least partially around the sealed interior chamber, and at least a portion of this outer perimeter seam is engaged with the first thermoplastic polyurethane component of the fabric element. The outer perimeter seam seals two thermoplastic sheets together to form the bladder component. At least a portion of a major exterior surface of one thermoplastic sheet that defines the sealed interior chamber may be bonded to the thermoplastic polyurethane component of the fabric element in an adhesive free manner, and/or the portion of the outer perimeter seam that is bonded to the first thermoplastic polyurethane component of the fabric element may be bonded in an adhesive free manner.

Abstract: Footwear uppers include a footwear upper base formed from one or more component parts and including: (i) an instep region including at least one of a tongue base region or instep base region and (ii) a heel-containing region. A bladder is engaged with the footwear upper. The bladder includes: (i) at least a first instep chamber engaged with the instep region, (ii) at least a first heel and/or ankle support chamber engaged with the heel-containing region, and (iii) a first fluid line connecting the first instep chamber and the first heel and/or ankle support chamber and placing the first instep chamber in fluid communication with the first heel and/or ankle support chamber. Fluid moving from the first instep chamber to the first heel and/or ankle support chamber (e.g., under force applied by a footwear securing strap) provides further support for the wearer's heel and/or ankle.

Abstract: Footwear uppers include a footwear upper base formed from one or more component parts and including: (i) an instep region including at least one of a tongue base region or instep base region and (ii) a heel-containing region. A bladder is engaged with the footwear upper. The bladder includes: (i) at least a first instep chamber engaged with the instep region, (ii) at least a first heel and/or ankle support chamber engaged with the heel-containing region, and (iii) a first fluid line connecting the first instep chamber and the first heel and/or ankle support chamber and placing the first instep chamber in fluid communication with the first heel and/or ankle support chamber. Fluid moving from the first instep chamber to the first heel and/or ankle support chamber (e.g., under force applied by a footwear securing strap) provides further support for the wearer's heel and/or ankle.

Abstract: The present invention relates to novel compounds as autotoxin inhibitors for treatment and prophylaxis of conditions or a disorder caused by autotaxin activation or increased concentration of lysophosphatidic acid, and also a pharmaceutical composition containing the same. The novel compounds of the present invention are autotoxin inhibitors, and by inhibiting the production of lysophosphatidic acid, they are useful for treatment or prophylaxis of cardiovascular disorder, cancer, metabolic disorder, kidney disorder, liver disorder, inflammatory disorder, nervous system disorder, respiratory system disorder, fibrotic disease, ocular disorder, cholestatic and other forms of chronic pruritus, or acute or chronic organ transplant rejection.

Abstract: A battery pack includes a plurality of battery modules stacked in a vertical direction in a horizontal state; a pressing member including an upper pressing plate located outside the battery modules, a lower pressing plate located under the battery modules, a plurality of side plates configured to connect the upper pressing plate and the lower pressing plate to each other and a reinforcement portion; and a pack case configured to wrap the pressing member, wherein each of the side plates includes an upper side plate and a lower side plate disposed in tight contact with each other or fixed to each other via an adhesive, and the reinforcement portion is located at the portion at which the upper side plate and the lower side plate are disposed in tight contact with each other or fixed to each other, and a device including the same.

Abstract: An intra prediction method according to the present invention comprises the following steps: performing a directional prediction using at least one of a neighboring pixel of a current block and a left upper corner pixel positioned at a left upper corner of the current block so as to obtain a first prediction value for the current block; obtaining a second prediction value for the current block using the reference sample positioned in the current block; and weighted summing the first prediction value and the second prediction value using a weighting matrix so as to obtain a final prediction value for the current block. According to the present invention, image encoding/decoding efficiency may be improved.

Abstract: Disclosed herein is an encoding method. The encoding method includes generating multiple feature maps using an input image, transforming the feature maps using a transform vector, and generating a bitstream by performing entropy encoding on at least any one of the feature map, the transform coefficient of the feature map, or the transform vector, or a combination thereof.

Abstract: The present invention relates to an apparatus and method for sensory substitution and multi-path transmission of visual information. The apparatus for sensory substitution and multi-path transmission of visual information according to the present invention includes a target information extraction module configured to extract information of which a type corresponds to a type requested by a user from image information received from an external device on the basis of user input information, a sensory pathway determination module configured to determine one or more sensory pathways through which the information extracted based on the user input information is transmitted, a substitution signal generation module configured to convert the extracted information to generate substitution signals respectively corresponding to the one or more sensory pathways, and a control and output module configured to output the substitution signals through a sensory signal transmission device of the user.

Abstract: Provided are an image encoding method and device. When carrying out image encoding for a block within a slice, at least one block in a restored block of the slice is set as a reference block. When this is done, the encoding parameters of the reference block are distinguished, and the block to be encoded is encoded adaptively based on the encoding parameters.

Abstract: Provided is a transform coefficient scan method including: determining a reference transform block for a decoding target block; deriving a scanning map of the decoding target block using scanning information of the reference transform block; and performing inverse scanning on a transform coefficient of the decoding target block using the derived scanning map. According to the present invention, picture encoding/decoding efficiency may be improved.

Abstract: Disclosed herein are a method, an apparatus and a storage medium for processing a feature map. An encoding method for a feature map includes configuring a feature frame for feature maps, and generating encoded information by performing encoding on the feature frame. A decoding method for a feature map includes reconstructing a feature frame by performing decoding on encoded information, and reconstructing feature maps using the feature frame. A feature frame is configured using feature maps, and compression using a video compression codec or a deep learning-based image compression method is applied to the feature frame.

Abstract: A method for decoding an image, the method including receiving a bitstream including image information, decoding base block size information on a size of a base block, and a residual quantization parameter of a decoding object unit, from the bitstream, deriving a predicted quantization parameter of the decoding object unit based on the base block size information, deriving a quantization parameter of the decoding object unit based on the predicted quantization parameter and the residual quantization parameter, and decoding the decoding object unit based on the quantization parameter of the decoding object unit.

Abstract: Provided is a method and apparatus for performing intra-prediction using an adaptive filter. The method for performing intra-prediction includes the steps of: determining whether or not to apply a first filter for a reference pixel value on the basis of information of a neighboring block of a current block; applying the first filter for the reference pixel value when it is determined to apply the first filter; performing intra-prediction on the current block on the basis of the reference pixel value; determining whether or not to apply a second filter for a prediction value according to each prediction mode of the current block, which is predicted by the intra-prediction performance on the basis of the information of the neighboring block; and applying the second filter for the prediction value according to each prediction mode of the current block when it is determined to apply the second filter.