Abstract: Various embodiments of an apparatus, methods, systems and computer program products described herein are directed to a Voice Analysis Engine. According to various embodiments, the Voice Analysis Engine receives first streaming prompt data from a computing device. The Voice Analysis Engine analyzes the first streaming prompt data to provide feedback to the user of the computing device. Upon determining the first streaming prompt data satisfies one or more criteria, the Voice Analysis Engine receives second streaming prompt data from the computing device. The Voice Analysis Engine analyzes the streaming prompt data to predict a respiratory state of the user of the computing device.

Abstract: A method, apparatus, and computer-readable medium for foreground object deletion and inpainting, including storing contextual information corresponding to an image of a scene, identifying one or more foreground objects in the scene based at least in part on the contextual information, each foreground object having a corresponding object mask, identifying at least one foreground object in the one or more foreground objects for removal from the image, generating a removal mask corresponding to the at least one foreground object based at least in part on at least one object mask corresponding to the at least one foreground object, determining an estimated geometry of the scene behind the at least one foreground object based at least in part on the contextual information, and inpainting pixels corresponding to the removal mask with a replacement texture omitting the foreground object based at least in part on the estimated geometry of the scene.

Abstract: A method for layout extraction is provided. The method can include storing a plurality of scene priors corresponding to an image of a scene, detecting a plurality of borders in the scene, generating a plurality of initial plane masks and a plurality of plane connectivity values based at least in part on the plurality of borders, and generating a plurality of optimized plane masks by refining the plurality of initial plane masks based at least in part on an estimated geometry of the plurality of layout planes.