Abstract: A method of operation of a compute system includes: generating a skin segmentation including a non-skin region and a skin prediction based on a patient image; generating a body part segmentation based on the patient image; generating a cropped image based on the skin segmentation and the body part segmentation with the cropped image includes the non-skin region based on the skin prediction; generating a eczema segmentation based on the cropped image and the skin prediction; generating intermediate scores for erythema, papulation, lichenification, and excoriation for the cropped image; and generating a full body EASI score based on the eczema segmentation and the intermediate scores for displaying on a device to assist in diagnosis.

Abstract: A method of operation of a compute system includes: generating a skin segmentation including a non-skin region and a skin prediction based on a patient image; generating a body part segmentation based on the patient image; generating a cropped image based on the skin segmentation and the body part segmentation with the cropped image includes the non-skin region based on the skin prediction; generating a lesion segmentation based on the cropped image and the skin prediction; generating intermediate scores for erythema, induration, desquamation for the cropped image; and generating a full body severity score based on the lesion segmentation and the intermediate scores for displaying on a device to assist in diagnosis.

Abstract: A mounting system for an image capture device that includes three pivotably connected arms is disclosed. The first arm includes a first fastener that is lockable and unlockable to allow for connection and disconnection of the image capture device, and a second fastener that is lockable and unlockable to regulate the position of the image capture device relative to the first arm. The mounting system further includes a third fastener that is lockable and unlockable to regulate the relative positioning between the first arm and the second arm, and a fourth fastener that is lockable and unlockable to regulate the relative positioning between the second arm and the third arm. Whereas the first fastener is removable, each of the second, third, and fourth fasteners is captive to (nonremovable from) the mounting system.

Abstract: A system may include first and second speech-processing systems. The first speech-processing system may process received audio data and determine that a command represented therein is associated with a second speech-processing system. The first speech-processing system may send command data to the second speech-processing system and receive response data in return. The first speech-processing system may then process the response data to determine second response data that includes an indication of the second speech-processing system and cause output of audio corresponding to the second response data.

Abstract: A method of providing vehicle diagnostics may include receiving a first communication from a user, processing the first communication using a natural language processing (NLP) model to produce NLP model output including a sequence of words, extracting one or more keywords from the sequence of words, and instructing a data acquisition and transfer device (DAT) connected to an OBD port of a vehicle to perform a selected function based on the one or more keywords. The method may further include receiving diagnostic data from the DAT, the diagnostic data having been retrieved from the vehicle by the DAT in accordance with the selected function, and determining a diagnostic condition of the vehicle based on the diagnostic data.

Abstract: A camera housing includes a first surface and a second surface noncoplanar with the first surface. A first interconnect mechanism is coupled to the first surface and rotatable between a collapsed position and an extended position. In the collapsed position, protrusions of the first interconnect mechanism extend parallel to the first surface. In the extended position, the protrusions of the first interconnect mechanism extend in a perpendicular manner away from the first surface. A second interconnect mechanism is coupled to the second surface and rotatable between a collapsed position and an extended position. In the collapsed position, protrusions of the second interconnect mechanism include coplanar surfaces and extend adjacent to the second surface. In the extended position, the protrusions of the second interconnect mechanism extend in a perpendicular manner away from the second surface.

Abstract: A mount (coupler) is disclosed that is configured to connect an image capture device to an accessory. The mount includes a female component that is configured for connection to the accessory and which defines stops, and a male component that is configured for removable insertion into the female component. The male component includes: a body; arms that are supported by the body and which are configured for engagement with the stops to thereby connect the male component to the female component; and a power hub that is supported by the body and which is configured to receive a power cord along a longitudinal axis to thereby deliver power and/or data to the mount. The male component is configured for disconnection from the female component upon deflection of the arms beyond a threshold release distance that is less than a maximum transverse (e.g., horizontal) cross-sectional dimension defined by the power cord.

Abstract: A method of operation of a compute system includes: generating a skin segmentation including a non-skin region and a skin prediction based on a patient image; generating a body part segmentation based on the patient image; generating a cropped image based on the skin segmentation and the body part segmentation with the cropped image includes the non-skin region based on the skin prediction; generating a psoriasis segmentation based on the cropped image and the skin prediction; generating intermediate scores for erythema, induration, desquamation for the cropped image; and generating a full body PASI score based a psoriasis segmentation and the intermediate scores on the for displaying on a device to assist in diagnosis.

Abstract: The invention provides the method that allows UE to simultaneously use 4G and 5G technology when handover from a eNodeB station to eNodeB ENDC base station that supports data transfer on 5G technology platform effectively and optimize deployment costs for current carriers. The method can be widely applied on software and hardware available.

Abstract: Various embodiments of the present technology include an improved system for measuring the impacts of feature rollouts on machine utilization and service performance. More specifically, embodiments of the present technology include an exposure control system based on randomized machine assignments and a corresponding score card for comparing machine utilization metrics. In an embodiment, a computing apparatus identifies a new feature in a codebase, wherein the codebase has been updated with the new feature across multiple resources, enables the new feature for a target group of the multiple resources while keeping the new feature dormant for a control group of the multiple resources, collects performance information for the target group and the control group for a time period, and generates a visualization of one or more differences between the performance information for the target group and the performance information for the control group for the time period.

Abstract: A camera case that includes a buoyant material. The buoyant material forms a cavity defined by a top side, a right side, a bottom side, and a left side, and the cavity is configured to removably receive a camera. A front opening extends into the cavity. A rear opening is located opposite the front opening, and the rear opening is larger than the front opening so that the camera is extendable into the cavity through the rear opening. A button recess in the top side is aligned with a physical input interface of the camera. A mount opening extends through the bottom side of the camera case to receives a portion of a support member so that the support member and the camera are connectable through the mount opening. The camera case includes a sufficient amount of the buoyant material to float the camera in water when the camera is inserted into the cavity.