Abstract: Systems and methods are provided for transportation-related mobile device context inferences. In one implementation a first visual capture can be received from a first visual capture component of a device; a second visual capture can be received from a second visual capture component of the device; and the first visual capture and the second visual capture can be processed by a processing device to determine an in-vehicle role of a user of the device. Various other technologies are also disclosed.

Abstract: A method and apparatus are provided for correcting image data of an image sensor. In on embodiment, a method includes receiving sensor data including image data having at least one artifact and smear sensitive data, detecting motion of one or more light sources associated with the artifact and characterizing the motion of the one or more light sources to provide a motion characteristic. The method may further include correcting at least a portion of the image data based on the smear sensitive data and the motion characteristic of the one or more light sources, wherein the correcting is responsive to vertical motion and non-vertical motion of the one or more light sources.