Basic idea: assume motion field
is smooth
Horn & Schunk: add
smoothness term
Lukas & Kanade: assume
locally constant motion
•pretend the pixel’s neighbors have the same (u,v)
–If we use a 5x5 window, that gives us 25 equations per
pixel!
–
–
•works better in practice than Horn & Schunk
Many other methods exist.
Here’s an overview:
•Barron, J.L., Fleet, D.J., and Beauchemin, S, Performance of optical flow
techniques, International
Journal of Computer Vision,
12(1):43-77, 1994.
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