Abstract: An invention relates to a system (100) for classifying presence of fracture and body parts on musculoskeletal X-ray. The system (100) is based on an artificial intelligence for targeting fracture classification and body part. Further, the system comprises a data collection module (205) and a fracture classification module (206). Furthermore, the fracture classification module (206) may comprise a classification model (207) and a segmentation model (208). The classification model (207) may be configured to generate a classification score and the segmentation model (208) may be configured to generate segmentation score. The fracture classification module (206) may be configured to generate 10 a fracture score (403) and a body part score (404). The fracture classification module (206) may be configured to compare said scores (403, 404) against threshold values to classify fracture presence and classify body parts. The system (100) may enhance the efficiency and accuracy of fracture diagnosis in X-ray images.

Abstract: The present subject matter relates to a system (100) and a method (300) for classifying a type of fracture on musculoskeletal X-ray image (101). The system (100) employs a data collection module, a fracture-type classification module including a classification model (207) and a segmentation model (208) based on an artificial intelligence. The data collection module (205) may collect data corresponding to input X-ray images (101), which are then analyzed by a fracture-type classification module (206) using the classification model (207) and the segmentation model (208). Further, the classification model (207) may calculate the classification score and the segmentation module (208) may calculate the segmentation score. The fracture-type classification module may generate the fracture-type score based on the classification score and segmentation score.

Abstract: A time-division multiplexed projection display is pixel shifted to produce an increased perceived display resolution. A polarizing beam splitter (PBS) divides input unpolarized display light into two orthogonal linear polarizations and directs them to two PBS arms. The PBS arms act to shift the light in synchronization with the time-multiplexed display such that a single pixel of the light engine providing the display light is converted into two or four virtual pixels, effectively increasing the perceived display resolution relative to the native resolution of the light engine. The PBS combines the light from both PBS arms into a single, unpolarized output that may then be projected into a lens or a waveguide incoupler to enable the light to propagate through a waveguide for display at a user's eye.

Abstract: In some implementations, an optical device includes a one-way mirror formed by a polarization selective mirror and an absorptive polarizer. The absorptive polarizer has a transmission axis aligned with the transmission axis of the reflective polarizer. The one-way mirror may be provided on the world side of a head-mounted display system. Advantageously, the one-way mirror may reflect light from the world, which provides privacy and may improve the cosmetics of the display. In some implementations, the one-way mirror may include one or more of a depolarizer and a pair of opposing waveplates to improve alignment tolerances and reduce reflections to a viewer. In some implementations, the one-way mirror may form a compact integrated structure with a dimmer for reducing light transmitted to the viewer from the world.

Abstract: The present disclosure relates to a system (100) and method for providing bounding box to fractured body parts in musculoskeletal X-ray images. The system (100) comprises a memory unit (203) and processor (201) with a data collection module (205) gathering input X-ray data (101). Additionally, it includes a fracture detection module (206) consisting of a segmentation model (207) and an object detection model (208). The segmentation model (207) determines segmentation scores to each pixel in the X-ray image and generates a segmentation mask (404) by comparing the segmentation score of each pixel (403) with a segmentation threshold of a fracture. Simultaneously, the object detection model (208) determines the rectangular coordinates of one or more body parts within the X-ray image (101). The fracture detection module (206) then overlaps the segmentation mask (404) with the body part coordinates, resulting in bounding boxes for each fractured body part.

Abstract: A time-division multiplexed projection display is pixel shifted to produce an increased perceived display resolution or to mitigate image defects, such as defects in a display, a waveguide, or a prism, in an augmented, mixed, or virtual reality device. A polarizing beam splitter (PBS) divides input unpolarized display light into two orthogonal linear polarizations and directs them to two PBS arms. The PBS arms act to shift the light in synchronization with the time-multiplexed display such that a single pixel of the light engine providing the display light is converted into two or four virtual pixels, effectively increasing the perceived display resolution relative to the native resolution of the light engine. The PBS combines the light from both PBS arms into a single, unpolarized output that may then be projected into a lens or a waveguide incoupler to enable the light to propagate through a waveguide for display.

Abstract: Provided herein are compositions comprising ruboxistaurin free base and its salts thereof and methods of use for treating conditions of the skin.

Abstract: In some aspects of the disclosure, an apparatus includes a processing system that includes one or more processors and one or more memories coupled to the one or more processors. The processing system is configured to receive sensor data associated with a scene and to generate a cylindrical representation associated with the scene. The processing system is further configured to modify the cylindrical representation based on detecting a feature of the cylindrical representation being included in a first region of the cylindrical representation. Modifying the cylindrical representation includes relocating the feature from the first region to a second region that is different than the first region. The processing system is further configured to perform, based on the modified cylindrical representation, one or more three-dimensional (3D) perception operations associated with the scene.

Abstract: In an example method for forming a variable optical viewing optics assembly (VOA) for a head mounted display, a prepolymer is deposited onto a substrate having a first optical element for the VOA. Further, a mold is applied to the prepolymer to conform the prepolymer to a curved surface of the mold on a first side of the prepolymer and to conform the prepolymer to a surface of the substrate on a second side of the prepolymer opposite the first side. Further, the prepolymer is exposed to actinic radiation sufficient to form a solid polymer from the prepolymer, such that the solid polymer forms an ophthalmic lens having a curved surface corresponding to the curved surface of the mold, and the substrate and the ophthalmic lens form an integrated optical component. The mold is released from the solid polymer, and the VOA is assembled using the integrated optical component.

Abstract: A communication device includes a battery, a communication module, a first charging circuit between the battery and the communication module, a fast charge signal, a second charging circuit between the battery and the communication module, and a control module configured to route power from the battery to the communication module via the second charging circuit in response to the fast charge signal being enabled and to route the power via the first charging circuit in response to the fast charge signal being disabled.

Abstract: Aspects presented herein may improve the accuracy and reliability of object detections performed by multiple object detection models. In one aspect, a UE detects (1) a set of polylines from at least one of a set of bird's eye view (BEV) features or a set of perspective view (PV) features associated with a set of images and (2) a set of three-dimensional (3D) objects in the set of BEV features. The UE associates the set of polylines with the set of 3D objects. The UE updates the set of polylines based on a set of nearby 3D objects or updates the set of 3D objects based on a set of nearby polylines. The UE outputs an indication of the updated set of polylines or the updated set of 3D objects.

Abstract: A compound having the following structure of Formula (I): or a stereoisomer of the compound, pharmaceutically acceptable salt, or tautomer thereof, wherein E, L, R3a, R3b, R3c, R3d, R5b, R8, Y1, Y2, Y3, Y4, Y5, Y6, X1, X2, Z1, and Z2 are as defined herein. Pharmaceutical composition comprising the compounds, and their use in methods of treating diseases are also described.

Abstract: A compound having the following structure of Formula (I): or a stereoisomer of the compound, tautomer of the compound, pharmaceutically acceptable salt thereof, wherein R1, R2, R3, R4, R5, R8, A, X, Z, and Y are as defined herein. Pharmaceutical composition comprising the compounds, and their use in methods of treating diseases are also described.

Abstract: A substrate processing apparatus includes a processing chamber and a rotating mechanism. The rotating mechanism is configured to rotate about a center axis of a shaft, where the shaft includes a flow path configured to flow gases through the shaft.

Abstract: A method of fabricating an optical element includes providing a substrate, forming a castable material coupled to the substrate, and casting the castable material using a mold. The method also includes curing the castable material and removing the mold. The optical element comprises a planar region and a clear aperture adjacent the planar region and characterized by an optical power.

Abstract: Example methods and systems for connection establishment in a global server load balancer (GSLB) environment are described. In one example, a computer system may establish a first connection with a first entity and a second connection with the second entity. The first connection may be established based on first parameter information that includes a shared certificate and a first identifier (ID). The second connection may be established based on second parameter information that includes the shared certificate and a second ID. The shared certificate may be shared by multiple entities that include the first entity and a second entity. In response to receiving a first request, a first response may be generated and sent towards the first entity via the first connection. In response to receiving a second request, a second response may be generated and sent towards the second entity via the second connection.

Abstract: Example methods and systems for dynamic site selection in a global server load balancer (GSLB) environment are described. In one example, a computer system may obtain first health information from a first entity and second health information from a second entity. The first health information may be generated based on multiple first traffic flows between (a) multiple first client devices and (b) a first pool of backend servers. The second health information may be generated based on multiple second traffic flows between (a) multiple second client devices and (b) a second pool of backend servers. In response to receiving a request to access the service, the computer may select a selected site based on the first health information and/or second health information. A response may be generated and sent to cause a third client device to access the service by directing a third traffic flow towards the selected site.

Abstract: In some embodiments, apparatuses and methods are provided herein useful to inventory management. In some embodiments, an inventory management system comprises a mobile device comprising an image capture device configured to capture an image and a communications transceiver configured to transmit the image, and a control circuit configured to receive, from the mobile device, the image, detect, within the image, the first sign and the second sign, identify, based on the first sign, a product associated with the first sign, identify, based on the second sign, a location of the product storage unit, associate, in a database, an indication of the product associated with the first sign and the location of the product storage unit.