Abstract: To determine impairment due to drugs or alcohol, an image capture component captures video of at least a head of a test subject. Cropped head images of the head of the test subject are extracted from sequential images of the video. For each cropped head image, a gaze angle of the test subject is determined from the cropped head image. The determined gaze angles are analyzed to determine horizontal nystagmus and/or angle of onset of nystagmus. A level of impairment of the test subject is determined from the horizontal nystagmus and/or angle of onset of nystagmus. A visual representation of the level of impairment of the test subject is generated on an associated display.

Abstract: In an approach to neural interface systems, a system includes feature extraction circuitry to identify one or more features of one or more input signals; and neural processing circuitry. The neural processing circuitry is configured to: identify a first context of a plurality of contexts based on a first trigger event; decode the one or more features of the one or more input signals to determine a first task of a plurality of tasks in the first context; and responsive to detecting a second trigger event, change the first context to a second context of the plurality of contexts.