apparent movement of pixels over time

  • can be caused by lighting changes w/o actual motion
  • GOAL: recover image motion at each pixel from optical flow
    • function of spatio-temporal image brightness variations

Formally

  • given two frames, estimate apparent motion field between them - u (horizontal motion) and v (vertical motion)

assumptions when estimating optical flow

  • small motions - points do not move far
  • spatial coherence - points move like their neighbors bc they belong to same rigid object
  • brightness constancy - brightness of a pixel is constant btw consecutive frames