Structure from motion-a critical analysis of methods
Jerian, C.P.; Jain, R.
Systems, Man and Cybernetics, IEEE Transactions on
Volume 21, Issue 3, May/Jun 1991 Page(s):572 - 588
Digital Object Identifier 10.1109/21.97478
Summary:Existing methods for structure from motion are classified and
analyzed and mathematical relationships among them are shown. Their
behavior on the same synthetic data is evaluated, examining the effect
of noise, initial estimates, and the amount of motion. The missing
necessary polynomial constraint on the singular values of R.Y. Tsai and
T.S. Huang's (1981) essential parameter matrix is shown, and related
linear methods for less general SFM problems and their necessary
polynomial constraints are derived. The experiments show that for data
which the constraints are satisfied, linear methods work correctly and
quickly, and where they are not applicable, polynomial methods may work
but are slower
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