Mg. Nagle et Mv. Srinivasan, STRUCTURE-FROM-MOTION - DETERMINING THE RANGE AND ORIENTATION OF SURFACES BY IMAGE INTERPOLATION, Journal of the Optical Society of America. A, Optics, image science,and vision., 13(1), 1996, pp. 25-34
A new scheme is presented for determining the range and orientation of
arbitrarily oriented surfaces directly from the apparent image motion
captured by a moving camera. The mean range, slope, and tilt of the s
urface are computed by decomposition of the image motion into componen
ts representing translation, compression, and shear. These motion para
meters are computed directly from intensity changes in the images by t
he solution of a set of linear equations, the coefficients of which ar
e derived from the raw image data by a novel process of linear image i
nterpolation. The advantages of this scheme over those of existing sch
emes are that (1) it involves no identification or tracking of feature
s and therefore avoids the correspondence problem, (2) it does not req
uire measurement of high-order spatial or temporal derivatives of the
image and is therefore robust to noise, and (3) the three parameters c
haracterizing the surface (mean range, slope, and tilt) are recovered
in a noniterative calculation. The scheme is ideal for applications su
ch as autonomous robot navigation in which information about slope and
tilt can be used to determine the traversability of the surrounding t
errain. (C) 1996 Optical Society of America