Abstract: The present disclosure relates to systems, non-transitory computer-readable media, and methods for training and utilizing scale-diverse segmentation neural networks to analyze digital images at different scales and identify different target objects portrayed in the digital images. For example, in one or more embodiments, the disclosed systems analyze a digital image and corresponding user indicators (e.g., foreground indicators, background indicators, edge indicators, boundary region indicators, and/or voice indicators) at different scales utilizing a scale-diverse segmentation neural network. In particular, the disclosed systems can utilize the scale-diverse segmentation neural network to generate a plurality of semantically meaningful object segmentation outputs. Furthermore, the disclosed systems can provide the plurality of object segmentation outputs for display and selection to improve the efficiency and accuracy of identifying target objects and modifying the digital image.

Abstract: A chassis device is provided and includes a case and an operating assembly. The case is for installing a detachable module and includes a first pivoting component pivotally connected to the detachable module, a second pivoting component pivotally connected to the first pivoting component, and a first engaging component movably disposed on the first pivoting component and for removably engaging with a second engaging component of the detachable module. The first pivoting component is restrained from pivoting when the first engaging component engages with the second engaging component of the detachable module, and when the second pivoting component pivots, the second pivoting component pushes the first engaging component, so that the first engaging component disengages from the second engaging component of the detachable module for allowing the first pivoting component to pivot. Furthermore, a related electronic apparatus and a related operating assembly are also provided.

Abstract: The invention discloses an automatic production equipment, which includes a folding part, a pair of opening parts, a transverse sealing part and a vertical sealing part. An opening is defined between a first edge of a film layer and a second edge of the film layer, and the pair of opening parts open the opening between the first edge of the film layer and the second edge of the film layer for an object to be inserted through the opening. The transverse sealing portion forms a first transverse heat-sealing edge and a second transverse heat-sealing edge on the folded film layer, and the vertical sealing part forms a vertical heat-sealing edge on the folded film layer.

Abstract: A secondary-side controller applied to a flyback power converter prevents a secondary side of the flyback power converter from conducting incorrectly. The secondary-side controller includes a first comparison circuit, a second comparison circuit, and a gate control signal generation circuit. The first comparison circuit generates a first comparison signal according to a drain voltage of a synchronous switch of the secondary side of the flyback power converter and a first parameter. The second comparison circuit generates a ready signal according to the first comparison signal and a resistance of an external resistor. The gate control signal generation circuit generates a gate control signal to the synchronous switch according the ready signal and the drain voltage, and the synchronous switch is turned on according to the gate control signal.

Abstract: Disclosed is the source active region.

Abstract: An electronic package is provided and includes a protection layer formed on the electronic structure having a plurality of conductors to cover the plurality of conductors, a dielectric layer having a plurality of grooves to enable the electronic structure to be bonded onto one side of the dielectric layer with the protection layer thereon such that each of the plurality of conductors is correspondingly accommodated in each of the plurality of grooves, and a plurality of conductive components disposed on another side of the dielectric layer. Accordingly, the design of the grooves is used to correspond to the high and low surfaces of the electronic structure such that the problem of poor manufacturing process can be avoided.

Abstract: Methods of customizing generation of objects using diffusion models are provided. One or more parameters (e.g., a conditioning signal, network weights, or an initial or starting noise) of the diffusion model can be optimized by a backpropagation process, which can be performed by solving an augmented adjoint ordinary differential equation (ODE) based on an adjoint sensitivity method. The customized diffusion model can generate stylized objects, generate objects with specific visual effect(s), and provide adversary examples to audit security of an object generation system.

Abstract: A pushing mechanism, configured to be disposed on a case body, includes a fixed component, a slidable component and a pushing component. The slidable component is disposed on the fixed component and includes a connection plate and a guiding plate. The guiding plate protrudes from the connection plate and has a first supporting portion, a second supporting portion and an inclined guiding portion connected to the first supporting portion and the second supporting portion. The first supporting portion is closer to the connection plate than the second supporting portion. The pushing component is disposed on the fixed component. A slidable direction of the pushing component differs from a slidable direction of the slidable component. When the slidable component is moved relative to the fixed component, the pushing component is guided by the guiding plate to slide between the first supporting portion and the second supporting portion.

Abstract: A tray assembly includes a tray body, a tray handle, and a first slide plate, where the tray body includes a first side plate and a second side plate located opposite to each other, the first side plate includes a first plate portion and a second plate portion, a distance between the second plate portion and the second side plate is shorter than a distance between the first plate portion and the second side plate, the tray handle is pivotally connected to the first side plate and the second side plate, and the first slide plate is slidably disposed on the first side plate and movable with the tray handle.

Abstract: Methods and systems disclosed herein use acoustic energy to determine a gap between a wafer and an integrated circuit (IC) processing system and/or determine a thickness of a material layer of the wafer during IC processing implemented by the IC processing system. An exemplary method includes emitting acoustic energy through a substrate and a material layer disposed thereover. The substrate is positioned within an IC processing system. The method further includes receiving reflected acoustic energy from a surface of the substrate and a surface of the material layer disposed thereover and converting the reflected acoustic energy into electrical signals. The electrical signals indicate a thickness of the material layer.

Abstract: An electronic package is provided and includes a protection layer formed on the electronic structure having a plurality of conductors to cover the plurality of conductors, a dielectric layer having a plurality of grooves to enable the electronic structure to be bonded onto one side of the dielectric layer with the protection layer thereon such that each of the plurality of conductors is correspondingly accommodated in each of the plurality of grooves, and a plurality of conductive components disposed on another side of the dielectric layer. Accordingly, the design of the grooves is used to correspond to the high and low surfaces of the electronic structure such that the problem of poor manufacturing process can be avoided.

Abstract: An operation power source for an operation power source supplying power to a synchronous rectifier controller is charged according to the invention. The synchronous rectifier controller controls a synchronous rectifier in response to a channel signal of the synchronous rectifier, generating SR ON times and SR OFF times. It is determined whether the channel signal resonates in a first SR OFF time, to provide an oscillation record accordingly. In a second SR OFF time after the first SR OFF time, in response to the oscillation record, a portion of resonance energy that causes the channel signal resonating is directed to charge the operation power source.

Abstract: The invention presents a universal eyedrop adapter designed for efficient and hygienic eye drop administration. The adapter features a one-way valve at the top to prevent backflow, a reduced internal lumen to minimize drop wastage, and a controlled flow design for precise dispensing. The base incorporates spiral grooves for a secure fit and to prevent outflow. Constructed with an antimicrobial material, the adapter is bug-resistant, ensuring a clean application process. The ergonomic design includes a bent angle and a rounded tip to mitigate the risk of eye injury. The administration process involves attaching the adapter to most eyedrop containers, cleaning it and the receiving periorbital region with a sterile wipe, squeezing to dispense a drop at the rounded tip, and then touching the lateral canthus. The user blinks to utilize surface tension and a lateral-to-medial movement, bringing the drop onto the ocular surface.

Abstract: Computer-implemented methods for performing automated pre-processing of data for a machine-learning based prediction system are provided. Aspects include receiving a plurality of raw data sets, receiving a plurality of processed data sets, wherein each of the plurality of processed data sets corresponds to one of the plurality of raw data sets, and generating a plurality of pre-processing templates based on the plurality of raw data sets and the processed data set. Aspects also include receiving an input data set, generating, for each of the plurality of pre-processing templates, a matching score for the input data set, and selecting one of the plurality of pre-processing templates based on the matching score. Aspects further include pre-processing the input data set using the selected pre-processing template and providing the pre-processed input data set to the machine learning based prediction system.

Abstract: A method of switching operational modes of a power converter includes starting up a primary controller applied to the power converter to make the power converter operate in a normal mode; a secondary controller applied to the power converter detecting an output voltage of a secondary side of the power converter and the primary controller detecting an operational frequency of the power converter; if the operational frequency of the power converter is lower than a predetermined frequency and satisfies a first frequency condition, the primary controller controlling the power converter to enter a sleep mode; and when the power converter enters the sleep mode and the output voltage is lower than a trigger voltage, the secondary controller making the primary controller to control the power converter turned on.

Abstract: An electronic package is provided, in which a conductive structure and a reinforced insulation portion are bonded to a dielectric layer, and the reinforced insulation portion is in contact with and abuts against the conductive structure, such that the reinforced insulation portion can support the conductive structure to prevent the conductive structure from cracking when an electronic structure is disposed on the dielectric layer and electrically connected to the conductive structure.

Abstract: A chassis includes a receiving case. The receiving case includes a first base, a second base, and a cover. The first base includes two first side walls. One of the two first side walls includes a first sliding portion. One of the two first side walls includes a multi-segment positioning portion. The second base includes two second side walls. One of the two second side walls includes a second sliding portion. One of the two second side walls includes a multi-segment alignment portion. The cover is pivoted on the first base. The first sliding portion is connected to the second sliding portion, and the multi-segment positioning portion of the first base is adapted to be engaged with the multi-segment alignment portion of the second base, so that the second base is slidably disposed on the first base. The receiving case is adapted to accommodate electronic elements.

Abstract: Processing within a container-based computing environment is facilitated by standardizing container identification processing. The process includes, for a container being provided from a container image, extracting multiple layer files from the container image and using natural language processing to determine frequency of occurrence of software components in the multiple layer files of the container image. Further, the process includes generating a container name for the container using the determined frequency of occurrence of software components in the multiple layer files of the container image. The method further includes providing the container for the container-based computing environment using the container image and the generated container name. The generated container name facilitates processing within the container-based computing environment by being based, at least in part, on the frequency of occurrence of software components in the multiple layer files of the container image.

Abstract: Generating a multi-dimensional video using a multi-dimensional video generative model for, including, but not limited to, at least one of static portrait animation, video reconstruction, or motion editing. The method including providing data into the multi-dimensionally aware generator of the multi-dimensional video generative model, and generating the multi-dimensional video from the data by the multi-dimensionally aware generator.

Abstract: Embodiments of the present disclosure relate to validation of unsupervised adaptive models. According to example embodiments of the present disclosure, unlike methods validating with the seen target data, the present disclosure synthesizes new samples by mixing the target samples and pseudo labels. The accuracy between model predictions of mixed samples and the mixed labels are measured for model selection, and the accuracy score may be called PseudoMix. PseudoMix enjoys the combined inductive bias of previous methods. Experiments demonstrate that PseudoMix can keep state-of-the-art performance across different validation settings.