Abstract: Disclosed herein are image-based object recognition method and system by and in which a learning server performs image-based object recognition based on the learning of environment variable data. The image-based object recognition method includes: receiving an image acquired through at least one camera, and segmenting the image on a per-frame basis; primarily learning labeling results for one or more objects in the image segmented on a per-frame basis; performing primary reasoning by performing object detection in the image through a model obtained as a result of the primary learning; performing data labeling based on the results of the primary reasoning, and performing secondary learning with weights allocated to respective boxes obtained by the primary reasoning and estimated as object regions; and finally detecting one or more objects in the image through a model generated as a result of the secondary learning.

Abstract: An apparatus for fabricating a display panel and a fabricating method of a display panel are provided. An apparatus for fabricating a display panel includes a loading module of a large-area fabricating substrate fabricated and separated into a plurality of display panels, a solvent application module configured to apply a metal bonding solvent onto the large-area fabricating substrate, and an element transfer module configured to transfer a plurality of light emitting elements or at least one integrated circuit onto the large-area fabricating substrate on which the metal bonding solvent is applied, and the loading module includes a groove type discharge path through which the metal bonding solvent applied by the solvent application module flows and is discharged.

Abstract: A device configured for a vehicle for supporting and massaging a neck of a passenger is provided. The device is configured such that a neck support pad is integrally formed on a lower end portion of a headrest to hold up and support the neck of a passenger, and a massage device is mounted in the neck support pad to massage the neck of the passenger, thus stably supporting and massaging the neck of the passenger sitting on a seat.

Abstract: A positive electrode active material, a method of preparing the same, and a positive electrode and lithium secondary battery including the same are disclosed herein. In some embodiments, a positive electrode active material includes a lithium transition metal oxide which contains 60 mol % or more of nickel based on a total number of moles of transition metals excluding lithium in the lithium transition metal oxide, wherein the oxide is in a form of a secondary particle which is an aggregate of primary particles, wherein the lithium transition metal oxide satisfies Equation 1: 1 ? x y ? 20 Wherein x is a minimum area of a rectangle including all pores having an area greater than 0.002 ?m2 among closed pores distributed in the secondary particle, and y is a total sum of areas of the pores having an area greater than 0.002 ?m2 among the closed pores distributed in the secondary particle.

Abstract: One or more embodiments relate to a cellulose acetate tow, a filter including the same, and an aerosol generating article including the filter.

Abstract: A semiconductor device includes a multi-channel active pattern, a plurality of gate structures on the multi-channel active pattern and spaced apart from each other in a first direction, the plurality of gate structures including a gate electrode that extends in a second direction different from the first direction, a source/drain recess between the adjacent gate structures, and a source/drain pattern on the multi-channel active pattern in the source/drain recess, wherein the source/drain pattern includes: a semiconductor liner layer including silicon-germanium and extending along the source/drain recess, a semiconductor filling layer including silicon-germanium on the semiconductor liner layer, and at least one or more semiconductor insertion layers between the semiconductor liner layer and the semiconductor filling layer, and wherein the at least one or more semiconductor insertion layers have a saddle structure.

Abstract: The present disclosure relates to a healable superplastic amorphous alloy, and specifically, to a healable superplastic amorphous alloy capable of exhibiting superplastic behavior and unique healable behavior by maximizing the complexity of the amorphous structure for an Icosahedral quenched-in nuclei quasi-crystal cluster to be formed in the amorphous matrix through the composition limitation and additive element control of Zr—Cu—Ni—Al alloy.

Abstract: Methods and systems for executing tracking and monitoring manufacturing data of a battery are disclosed. One method includes: receiving, by a server system, sensing data of the battery from a sensing system; generating, by the server system, mapping data based on the sensing data; generating, by the server system, identification data of the battery based on the sensing data; generating, by the server system, monitoring data of the battery based on the sensing data, the identification data, and the mapping data; and generating, by the server system, display data for displaying a simulated electrode of the battery on a graphical user interface based on the monitoring data of the battery.

Abstract: Disclosed are novel compounds of Chemical Formula 1, optical isomers of the compounds, and pharmaceutically acceptable salts of the compounds or the optical isomers. The compounds, isomers, and salts exhibit excellent activity as GLP-1 receptor agonists. In particular, they, as GLP-1 receptor agonists, exhibit excellent glucose tolerance, thus having a great potential to be used as therapeutic agents for metabolic diseases. Moreover, they exhibit excellent pharmacological safety for cardiovascular systems.

Abstract: Disclosed herein are a method, an apparatus and a storage medium for encoding/decoding using a transform-based feature map. An optimal basis vector is extracted from one or more feature maps, and a transform coefficient is acquired through a transform using the basis vector. The basis vector and the transform coefficient may be transmitted through a bitstream. In an embodiment, one or more feature maps are reconstructed using the basis vector and the transform coefficient, which are decoded from the bitstream.

Abstract: Disclosed herein are image-based object recognition method and system by and in which a learning server performs image-based object recognition based on the learning of environment variable data. The image-based object recognition method includes: receiving an image acquired through at least one camera, and segmenting the image on a per-frame basis; primarily learning labeling results for one or more objects in the image segmented on a per-frame basis; performing primary reasoning by performing object detection in the image through a model obtained as a result of the primary learning; performing data labeling based on the results of the primary reasoning, and performing secondary learning with weights allocated to respective boxes obtained by the primary reasoning and estimated as object regions; and finally detecting one or more objects in the image through a model generated as a result of the secondary learning.

Abstract: Provided are a method for preparing a polyetherketoneketone and a polyetherketoneketone prepared thereby, wherein, at the time of a polymerization reaction, nitrogen gas is blown into a liquid reaction medium while stirring, thereby quickly removing hydrochloric acid, which is a by-product generated during the reaction, and preventing aggregation of resin particles, thus suppressing the generation of scales.

Abstract: A method of manufacturing a semiconductor package of stacked semiconductor chips includes forming a reverse wire bond by bonding one end of a reverse wire to a chip pad of the second-highest semiconductor chip of the stacked semiconductor chips and connecting the other end of the reverse wire to a conductive bump on a chip pad of the uppermost semiconductor chip of the stacked semiconductor chips. The method also includes molding the stacked semiconductor chips with the reverse wire bond using a mold layer. The method further includes processing the mold layer to expose the conductive bump and the other end of the reverse wire in the reverse wire bond through an upper surface of the mold layer.

Abstract: The present disclosure relates to an adenosine diphosphate (ADP)-ribose binding peptide with anti-cancer activity, and specifically, an ADP-ribose binding peptide having a specific amino acid sequence and a modification thereof, a pharmaceutical composition for preventing or treating cancer comprising the same as an active ingredient, and a pharmaceutical composition for anti-cancer adjuvant. The ADP-ribose binding peptide of the present disclosure has an excellent anti-cancer effect by accumulating ADP-ribose in cancer cells to destroy the balance, thus leading to the death of cancer cells, but not being toxic to normal cells, and when administered in combination with other anti-cancer drugs or anti-cancer radiation therapy, has a very good effect as an anti-cancer adjuvant by enhancing the reactivity to the anti-cancer drugs and radiation therapy.

Abstract: The present disclosure relates to an anti-cancer therapy using adenosine diphosphate ribose (ADP-Ribose), and specifically, to a single anti-cancer therapy of ADP-ribose and a combination therapy of ADP-ribose with an anti-cancer drug or radiation, and the like.

Abstract: Provided are nanoparticles for the selective death of cancer cells through ferroptosis and a method of preparing the same. More particularly, the nanoparticles are in a form in which a cancer cell-targeting hydrogel and iron particles are bound and aggregated, and are selectively accumulated in cancer cells, and thus exhibit an effective cancer cell killing effect through ferroptosis, and accordingly, are expected to exhibit high therapeutic effects due to less side effects.

Abstract: The present invention relates to a use of a triazole compound as a ghrelin receptor agonist and, more specifically, to a composition for preventing or treating diseases mediated by the ghrelin receptor, the composition being of a triazole compound which strongly binds to the ghrelin receptor with very high specificity. The compound provided by the present invention exhibits a strong binding force to the ghrelin receptor with very high specificity, and thus may be very usefully employed for preventing or developing a therapeutic agent for diseases mediated by the ghrelin receptor.

Abstract: The present disclosure relates to a battery pack and an operation method thereof. The battery pack includes a pack case, a plurality of cylindrical battery cells in the pack case, and a current breaking device in the pack case to connect the plurality of cylindrical battery cells and having a portion including a bimetal. The current breaking device includes a fixed end contacting an electrode terminal of the cylindrical battery cell, a free end contacting an electrode terminal of the surrounding cylindrical battery cell, and a flexible member configured to elastically press the free end toward the surrounding cylindrical battery cell. The battery pack may include a current breaking device using bimetal that is capable of quickly restoring a connection with a surrounding cylindrical battery cell when a state of a battery cell separated from the surroundings in case of an abnormal state thereof is recovered.

Abstract: The present invention relates to a novel use for HDL-ApoM-S1P (a high density lipoprotein in which apolipoprotein M is impregnated with sphingosine-1-phosphate), and more particularly, to using HDL-ApoM-S1P to prevent, improve, or treat degenerative brain disorders (in particular, Alzheimer's disease), cognitive disorders, learning disabilities, and memory disorders, and using HDL-ApoM-S1P to improve cognitive ability, learning ability, and memory. The HDL-ApoM-S1P according to the present invention not only alleviates neuroinflammation but also significantly exhibits improvement effects of cognitive disorder, learning disability, and memory disorder with respect to individuals suffering from degenerative brain disorders (in particular, Alzheimer's disease), and exhibits an effect of greatly reducing amyloid beta and tau deposition. Moreover, increased HDL-ApoM-S1P in the body also has an excellent effect of improving the cognitive, learning, and memory abilities of non-disabled individuals.

Abstract: A display device includes a substrate including a bending area, a flat area adjacent to the bending area, and first and second surfaces opposite to each other, a display unit corresponding to the flat area and on the first surface, a support layer which is on the second surface of the substrate, corresponds to the flat area, and is disconnected at the bending area to define an end portion closest to the bending area, and the substrate defining a groove in the bending area. The end portion of the support layer is bendable together with the substrate and includes a flat portion corresponding to the flat area of the substrate, and a bending portion corresponding to the bending area of the substrate. The substrate which is unbent disposes the bending portion having an acute angle of inclination with respect to the second surface of the substrate.