Abstract: A method of performing power saving control on a display device includes: generating, by a timing controller of the display device, a power saving start indication and a power saving end indication in response to changing of a refresh rate of the display device; receiving, by a source driver of the display device, the power saving start indication and the power saving end indication; in response to the power saving start indication, allowing a part of circuitry of the source driver to be powered down during a vertical blanking interval; and in response to the power saving end indication, allowing the powered down part of circuitry of the source driver to be woken up during the vertical blanking interval.

Abstract: A recessed induction cooker with a heat insulation protection pad structure and a temperature detection device includes: a heat insulation protection pad, having at least one through hole; a recessed induction cooker, having a housing, a support, a coil and an arched panel; and a temperature detection module, having a temperature detector, a central processing unit and a circuit controller, wherein the temperature detector is for detecting a temperature of the arched panel to generate a temperature value, the central processing unit has a threshold unit and a comparison unit, the threshold unit pre-stores a temperature threshold, the comparison unit compares the temperature threshold with the temperature value, and the central processing unit drives the circuit controller to control the coil to stop heating when the temperature value is greater than or equal to the temperature threshold.

Abstract: A method and apparatus for inter prediction in video coding system are disclosed. According to the method, one or more model parameters of one or more cross-color models for the second-color block are determined. Then, cross-color predictors for the second-color block are determined, wherein one cross-color predictor value for the second-color block is generated for each second-color pixel of the second-color block by applying said one or more cross-color models to corresponding reconstructed or predicted first-color pixels. The input data associated with the second-color block is encoded using prediction data comprising the cross-color predictors for the second-color block at the encoder side, or the input data associated with the second-color block is decoded using the prediction data comprising the cross-color predictors for the second-color block at the decoder side.

Abstract: A method and apparatus for video coding are disclosed. According to the method, a set of MC (Motion Compensation) candidates with each MC candidate comprising predicted samples for coding boundary pixels of the current block are determined. The set of MC candidates comprises a first candidate, and wherein the first candidate corresponds to a weighted sum of first predicted pixels generated according to first motion information of the current block and second predicted pixels generated according to second motion information of a neighbouring boundary block of the current block. Boundary matching costs associated with the set of MC candidates are determined respectively. A final candidate is determined from the set of MC candidates based on the boundary matching costs. The current block is encoded or decoded using the final candidate.

Abstract: A speaker device of the invention includes a speaker box, a sound generating module and a damping member. The speaker box includes a main body and a mounting hole formed on the main body, wherein the speaker box includes a front panel, a rear panel and a resonating chamber formed therebetween. The sound generating module is disposed in the mounting hole and extending into the resonating chamber, wherein the sound generating module vibrates back and forth in a vibrating direction to generate sound waves. The damping member is disposed on the front panel and/or the rear panel of the main body, wherein the damping member has an axial direction perpendicular to the vibrating direction. The damping member is rod-shaped and includes a core and an enclosure enclosing the core, the core has a stiffness greater than that of the enclosure.

Abstract: A transistor structure includes a substrate, a first well region, a second well region, a gate structure, a drift region, a first doped region, a second doped region, and a first isolation structure. The first well region and the second well region are located in the substrate and adjacent to each other. The gate structure is located on the substrate. The drift region is located in the second well region on one side of the gate structure. The first doped region and the second doped region are located in the substrate on two sides of the gate structure. The first doped region is located in the first well region. The second doped region is located in the drift region. The first isolation structure is located in the substrate between the gate structure and the second doped region. The first well region has a first portion lower than a bottom surface of the drift region. The second well region has a second portion lower than the bottom surface of the drift region.

Abstract: An electrode controls transmittance of a blocking layer over a photodiode of a pixel sensor (e.g., a photodiode of a small pixel detector) by changing oxidation of a metal material included in the blocking layer. By using the electrode to adjust transmittance of the blocking layer, pixel sensors for different uses and/or products may be produced using a single manufacturing process. As a result, power and processing resources are conserved that otherwise would have been expended in switching manufacturing processes. Additionally, production time is decreased (e.g., by eliminating downtime that would otherwise have been used to reconfigure fabrication machines.

Abstract: The invention discloses a pure end-to-end deep reinforcement learning for training car racing game AI bot that uses only the velocity information extracted from screen for both training and testing phases without using any internal state from game environment, such as the car facing angle. The learned AI bot can play better than the average performance of human players. In addition, the reward function is designed to consist only the velocity value, and use Ape-X distributed training framework combined with a variant of Deep Q Network to solve the sparse training signal problem caused by the reward function of an original design. Moreover, limit learner rate method is designed that improves the training efficiency and training performance. The AI bot trained in this way can achieve performance beyond the average human level and reach a level close to professional players.

Abstract: A method and apparatus for inter prediction in video coding system are disclosed. According to the method, input data associated with a current block comprising at least one colour block are received. A blending predictor is determined according to a weighted sum of at least two candidate predictions generated based on one or more first hypotheses of prediction, one or more second hypotheses of prediction, or both. The first hypotheses of prediction are generated based on one or more intra prediction modes comprising a DC mode, a planar mode or at least one angular modes. The second hypotheses of prediction are generated based on one or more cross-component modes and a collocated block of said at least one colour block. The input data associated with the colour block is encoded or decoded using the blending predictor.

Abstract: An integrated circuit device includes a Janus transition metal dichalcogenide layer, a first gate structure, and a second gate structure. The Janus transition metal dichalcogenide layer has opposite first and second sides. The first gate structure is on the first side of the Janus transition metal dichalcogenide layer. A second gate structure is on the second side of the Janus transition metal dichalcogenide layer.

Abstract: A video coding system that uses multiple models to predict chroma samples is provided. The video coding system receives data for a block of pixels to be encoded or decoded as a current block of a current picture of a video. The system constructs two or more chroma prediction models based on luma and chroma samples neighboring the current block. The system applies the two or more chroma prediction models to incoming or reconstructed luma samples of the current block to produce two or more model predictions. The system computes predicted chroma samples by combining the two or more model predictions. The system uses the predicted chroma samples to reconstruct chroma samples of the current block or to encode the current block.

Abstract: A package structure including a packaging substrate, a semiconductor device, passive components, a lid, and a dam structure is provided. The semiconductor device is disposed on and electrically connected to the packaging substrate. The passive components are disposed on the packaging substrate, wherein the semiconductor device is surrounded by the passive components. The lid is disposed on the packaging substrate, and the lid covers the semiconductor device and the passive components. The dam structure is disposed between the packaging substrate and the lid, wherein the dam structure covers the passive components and laterally encloses the semiconductor device.

Abstract: A method for embedding a data network graph includes: performing node feature extraction on a data network graph and a negative sample network graph using a first network embedding model, to obtain a positive sample embedding vector and a negative sample embedding vector performing node feature extraction on a first enhanced graph and a second enhanced graph of the data network graph using the first network embedding model, to obtain a first global embedding vector and a second global embedding vector; determining a first matching degree and a second matching degree; adjusting a parameter of the first network embedding model based on a loss value determined based on the first matching degree and the second matching degree; and performing node feature extraction on the data network graph based on an adjusted first network embedding model, to obtain an embedding vector configured for classifying each node in the data network graph.

Abstract: An isolated bacterial strain of Lactiplantibacillus plantarum subsp. plantarum MFM 30-3 deposited under the DSMZ Accession No. DSM 34213 is provided; a probiotic composition including an Lactiplantibacillus plantarum subsp. plantarum MFM 30-3 and optionally, one or more additional probiotic organisms that enhance the probiotic activity of the Lactiplantibacillus plantarum subsp. plantarum MFM 30-3 is also provided; and a method for preventing or treating chronic kidney disease in a subject in need thereof including: administering to the subject a pharmaceutically effective amount of the probiotic composition including an isolated bacterial strain of Lactiplantibacillus plantarum subsp. plantarum MFM 30-3, and optionally, one or more additional probiotic organisms that enhance the probiotic activity of the Lactiplantibacillus plantarum subsp. plantarum MFM 30-3 is further provided.

Abstract: A video coding system that uses multiple models to predict chroma samples is provided. The video coding system receives data for a block of pixels to be encoded or decoded as a current block of a current picture of a video. The video coding system derives multiple prediction linear models based on luma and chroma samples neighboring the current block. The video coding system constructs a composite linear model based on the multiple prediction linear models. The video coding system applies the composite linear model to incoming or reconstructed luma samples of the current block to generate a chroma predictor of the current block. The video coding system uses the chroma predictor to reconstruct chroma samples of the current block or to encode the current block.

Abstract: In an aspect, a carriage for guided autonomous locomotion may include a computing device configured to produce a safety perimeter, wherein producing further comprises receiving at least an environmental input as a function of an environmental sensor, and producing the safety perimeter as a function of the environmental input, outline at least a corrective action as a function of the safety perimeter, wherein outlining further comprises determining a required force, and outlining the at least a corrective action as a function of the safety perimeter and required force using a corrective machine-learning model, and initiate the at least a corrective action.

Abstract: A positioning method and a multi-radar positioning system are provided. In the positioning method, a first object and a second object are detected by a first radar to obtain a first coordinate and a second coordinate on a first coordinate system respectively. The first object and the second object are detected by a second radar to obtain a third coordinate and a fourth coordinate on a second coordinate system respectively. A first candidate coordinate and a second candidate coordinate of the second radar on the first coordinate system are estimated according to the third coordinate and the fourth coordinate. The first candidate coordinate is selected from the first candidate coordinate and the second candidate coordinate as a first radar coordinate of the second radar according to the first coordinate and the second coordinate. The first radar coordinate is output.

Abstract: Semiconductor packages and methods of forming the same are disclosed. An semiconductor package includes two dies, an encapsulant, a first metal line and a plurality of dummy vias. The encapsulant is disposed between the two dies. The first metal line is disposed over the two dies and the encapsulant, and electrically connected to the two dies. The plurality of dummy vias is disposed over the encapsulant and aside the first metal line.

Abstract: Systems and methods for reducing speckle while maintaining frame rate are disclosed. Multiple sub-images associated with different receive angles are acquired for a single transmit/receive event at an observation angle. The sub-images are compounded to generate a final image with reduced speckle. In some examples, multiple sub-images from multiple transmit/receive events are compounded to generate the final image. The observation angle and/or the receive angles may vary between transmit/receive events in some examples.

Abstract: A method and apparatus for video coding system that uses intra prediction based on cross-colour linear model are disclosed. According to the method, model parameters for a first-colour predictor model are determined and the first-colour predictor model provides a predicted first-colour pixel value according to a combination of at least two corresponding reconstructed second-colour pixel values. According to another method, the first-colour predictor model provides a predicted first-colour pixel value based on a second degree model or higher of one or more corresponding reconstructed second-colour pixel values. First-colour predictors for the current first-colour block are determined according to the first-colour prediction model. The input data are then encoded at the encoder side or decoded at the decoder side using the first-colour predictors.