Abstract: The present disclosure relates to systems, methods, and non-transitory computer readable media for performing interactive digital image editing operations utilizing machine learning models and a feature backpropagation refinement layer. For example, the disclosed systems perform interactive digital image editing operations by incorporating a feature backpropagation refinement layer within a non-interactive machine learning model that utilizes a consistency loss to adjust the feature backpropagation refinement layer according to one or more user interactions. In some embodiments, the disclosed systems utilize a feature backpropagation refinement layer that includes a bias sublayer for localizing changes to a digital image and a convolutional sublayer for channel-wise scale and feature combinations across channels. In some cases, the disclosed systems utilize a consistency loss that facilitates localized modifications to a digital image based on distances of various pixels or features from a user interaction.

Abstract: A method for graphics processing including rendering graphics for an application using a plurality of graphics processing units (GPUs). The method including dividing responsibility for rendering geometry of the graphics between the GPUs based on screen regions, each GPU having a corresponding division of the responsibility which is known to the GPUs. The method including determining a Z-value for a piece of geometry during a pre-pass phase of rendering at a first GPU for an image, wherein the piece of geometry overlaps a first screen region for which the first GPU has a division of responsibility. The method including comparing the Z-value against a Z-buffer value for the piece of geometry. The method including generating information including a result of the comparing the Z-value against the Z-buffer value for use by the GPU when rendering the piece of geometry during a full render phase of rendering.

Abstract: A method for outputting a blend shape value includes: performing feature extraction on obtained target audio data to obtain a target audio feature vector; inputting the target audio feature vector and a target identifier into an audio-driven animation model; inputting the target audio feature vector into an audio encoding layer, determining an input feature vector of a next layer at a (2t?n)/2 time point based on an input feature vector of a previous layer between a t time point and a t?n time point, determining a feature vector having a causal relationship with the input feature vector of the previous layer as a valid feature vector, outputting sequentially target-audio encoding features, and inputting the target identifier into a one-hot encoding layer for binary vector encoding to obtain a target-identifier encoding feature; and outputting a blend shape value corresponding to the target audio data.

Abstract: A light weight composite deck panel comprising at least two pre-defined shaped and sized foams that are encapsulated with multiple layers of the bi-directionally and/or uni-directionally oriented synthetic glass fabric and the resin system and the encapsulated foams are arranged in a pre-defined configuration of the deck with at least one joint; said composite deck panel is cured. A process and assembly for manufacturing the light weight composite deck panels of the invention is disclosed.

Abstract: A framing assembly is disclosed including an acoustic framing arrangement and a plurality of tracks. The acoustic framing arrangement interconnects a top track with a bottom track. The acoustic framing arrangement includes a pair of studs positioned in back-to-back configuration and mechanically joined using a connector. The connector includes a vertical portion that extends between the pair of studs and a base portion that connects to the tracks. When assembled, the acoustic framing arrangement creates space between the pair of studs and positions the studs in an offset configuration to improve wall stud acoustic performance.

Abstract: A system server includes a database of two-dimensional images and a processor coupled to a hardware memory with instructions that in response to execution by the processor direct performance of operations. The operations include generating a digital model from the images in the database and communicating a first portion of the digital model as an enhanced view to a user device. The first portion corresponds to a first line of sight orientation of the user device as measured by an orientation sensor. The operations include receiving a signal based on sensor data measured by the orientation sensor. The signal indicates movement of the user device from the first line of sight orientation to a second line of sight orientation. In response, the method includes communicating a second portion of the digital model to the user device that corresponds to the second line of sight orientation of the user device.

Abstract: A mineral-based panel including a core, wherein the panel includes a mechanical locking system at respective opposite first and second edges, for assembling a first panel in an assembled position with an adjacent second panel by means of a folding displacement and/or a vertical displacement of the adjacent panels; the first edge including a locking strip projecting beyond a vertical plane and a locking element projecting from the locking strip; the second edge including a downwardly open locking groove configured to receive the locking element by for horizontal locking of the adjacent panels, wherein a first pair of horizontal locking surfaces includes a first locking surface provided by the locking element and a second locking surface provided by the locking groove. The locking system has play between the first locking surface and the second locking surface during assembling of the first and second panel by means of said displacement.

Abstract: A technique for displaying a “sense of length” in each case where users having different heights and/or body shapes wear clothing of various designs and/or sizes is presented. An image creation apparatus includes a setting unit configured to set a clothing image data having size information of clothing that is superimposed on a human body image data having height information and body shape information of a human body; a modifying unit configured to modify the human body image data or the clothing image data based on a result of comparing height information or body shape information of a user with the height information or body shape information of the human body image data; and a creating unit configured to superimpose the clothing image data on the human body image data, on an object-by-object basis, based on a reference position dependent on type information of the clothing image data, and create a virtual fitting image data.

Abstract: A solar powered smart window includes a light diffuser configured to convert an incident direct solar radiation to a diffusive light toward interior direction, a light diffuser positioner, a driving mechanism, a solar panel, and a control unit. The control unit moved the light diffuser from a predetermined opened position to a closed position and to hold the light diffuser at the closed position with latch mechanism, when the output power of the solar panel exceeds a threshold for over a duration time. The controller releases the latch mechanism and to cause the light diffuser to return to the predetermined opened position when the output power lowers below threshold for over the duration time. A method includes storing a predetermined condition, monitoring the output power, comparing the output power with the predetermined conditions, making decision whether a positional transition is necessary, and causing the transitional transition or maintaining current position.

Abstract: Systems and methods for accurate representation of camera field of view in two-dimensional mapping applications. One example system includes a transceiver, a display for displaying a graphical user interface, and an electronic processor. The electronic processor is configured to provide, on the graphical user interface, a two-dimensional map representing the real-world area and determine a plurality of characteristics for the camera. The electronic processor is configured to generate a three-dimensional model for the field of view based on the plurality of characteristics. The electronic processor is configured to determine an intersection plane for the three-dimensional model and generate, based on the intersection plane, a two-dimensional slice of the three-dimensional model, the two-dimensional slice being representative of the field of view within the area.

Abstract: Disclosed is a method of updating a graphical rendering, in a system display by a system controller, of technology assets operationally connected to the system controller.

Abstract: A virtual, augmented, or mixed reality display system includes a display configured to display virtual, augmented, or mixed reality image data, the display including one or more optical components which introduce optical distortions or aberrations to the image data. The system also includes a display controller configured to provide the image data to the display. The display controller includes memory for storing optical distortion correction information, and one or more processing elements to at least partially correct the image data for the optical distortions or aberrations using the optical distortion correction information.

Abstract: A system includes a processing device and memory device storing instructions that result in accessing a first dataset including aerial imagery data and infrared data, accessing a second dataset including property boundary data, and identifying property boundaries associated with a geographic area. A plurality of models is applied to the datasets to identify and compute information of interest. Based on the first dataset and constrained by the property boundaries, a building detection model can be applied to identify a building, and a vegetation detection model can be applied to identify one or more areas of vegetation. An estimated distance can be determined between each of the areas of vegetation and the building as separation data, which can be compared to a defensible space guideline to determine a defensible space adherence score. A wildfire risk map can be generated, including the defensible space adherence score associated with the geographic area.

Abstract: A patio door assembly includes a panel with a glass unit, and a polymer frame including a bottom member with a sill platform. A support beam is coupleable to the bottom member over the sill platform. The support beam defines a first channel between a top surface of the support beam and a platform, defines a second channel between the platform and the sill platform, a slot defined in the platform of the support beam. A structural insert is insertable in an end of the support beam and can be positioned in the support beam such that the structural insert supports a setting block for the glass unit of the panel to facilitate transferring a weight of the panel to the sill platform. The structural insert inhibits deformation of the frame when the patio door assembly is exposed to a high temperature environment (e.g., a desert environment).

Abstract: A process for covering, protecting and providing access to mate lines during building construction comprising the steps of preparing a vertical and horizontal mate line closure flap, carrying out a vertical and horizontal mate line access process, carrying out a vertical and horizontal mate line closing process, repeating the vertical and horizontal mate line access and closing processes as required, and carrying out a vertical and horizontal mate line sealing process to complete the building weatherization.

Abstract: A method of roofing a bare roof deck includes applying asphalt shingles and metal flashings to a wood deck of a roof. The flashings applied are edge drip for edges and gable ends, metal valleys, and step flashing for wall to roof junctions. Asphalt capping of ridges or hips are applied. Metal panels overtop of existing asphalt roof are applied thereby creating a metal overlay configured such that substantially all of the asphalt shingles are covered with a metal panel for preventing further degradation of asphalt components by shielding from sunlight, UV rays, excessive moisture, snow, wind, ice, and fire. No further flashings are installed thereby the metal panel overlay is configured to create a semi-watertight seal such that the metal panel overlay together with the asphalt roof is adapted to create a watertight seal.

Abstract: Three dimension (3D) model generation systems and methods are operable to generate 3D model data corresponding to images of a physical object of interest that are viewed in a presenting media content event. An exemplary embodiment receives a user request that is associated with an interest by the user to obtain a 3D model of a physical object of interest that is being shown in a scene of a currently presenting media content event. A plurality of video image frames are selected from the scene. Then, 3D model data of the physical object of interest is generated based on at least the selected video image frames of the scene.

Abstract: Provided is a curtain wall assembly including a first panel, and a second panel that is adjacent to the first panel. The curtain wall assembly includes a first attachment member attached to the first panel, and a second attachment member attached to the second panel. Each of the first attachment member and the second attachment member include at least one fin, and the first attachment member is secured to the second attachment member at the fin.

Abstract: An angle gauge for immediately determining if an inclination of a ladder against a vertical surface is satisfactory is provided. The angle gauge has a circular base portion and an indicator dial rotatably connected to the center of a face of the base portion. A straight edge flange is connected to the base portion to provide a straight edge extending tangentially from the circumference thereof. The face has top and bottom halves dividing by an angle line, wherein the angle line is adjustable so as to select a target angle between the angle line relative to the straight edge. The indicator dial obscures half of the face at all times. The straight edge is connected to a rung of a ladder so that if the ladder is not oriented at the target angle relative to vertical supporting surface, the bottom half is partially visible above the indicator dial.

Abstract: The disclosure relates to a method for playing an animation. The method includes: obtaining a target animation based on a setting operation for switching between a camera application and an image storage program. The target animation is an animation of a target image displayed when switching between the camera application and the image storage program. The target animation is played in a transparent window. The transparent window covers an application interface of the camera application as an upper layer of the application interface.