Background frames can be completed from a collection of frames having foreground objects that are partially obscuring the pixels comprising the background. The special offset of a pixel represented across a collection of frames can be determined based on camera movement data. By determining the relative offset of a pixel represented in a first frame from the same pixel in other frames, pixel values representing a background object can be accumulated to derive a completed background frame.