TY - GEN
T1 - The direct computation of height from shading
AU - Leclerc, Yvan G.
AU - Bobick, Aaron F.
PY - 1991
Y1 - 1991
N2 - A method for recovering shape from shading that solves directly for the surface height is presented. By using a discrete formulation of the problem, it is possible to achieve good convergence behavior by employing numerical solution techniques more powerful than gradient descent methods derived from variational calculus. Because this method solves directly for height, it avoids the problem of finding an integrable surface maximally consistent with surface orientation. Furthermore, since additional constraints are not needed to make the problem well posed, a smoothness constraint is used only to drive the system towards a good solution; the weight of the smoothness term is eventually reduced to near zero. By solving directly for height, stereo processing may be used to provide initial and boundary conditions. The shape from shading technique, as well as its relation to stereo, is demonstrated on both synthetic and real imagery.
AB - A method for recovering shape from shading that solves directly for the surface height is presented. By using a discrete formulation of the problem, it is possible to achieve good convergence behavior by employing numerical solution techniques more powerful than gradient descent methods derived from variational calculus. Because this method solves directly for height, it avoids the problem of finding an integrable surface maximally consistent with surface orientation. Furthermore, since additional constraints are not needed to make the problem well posed, a smoothness constraint is used only to drive the system towards a good solution; the weight of the smoothness term is eventually reduced to near zero. By solving directly for height, stereo processing may be used to provide initial and boundary conditions. The shape from shading technique, as well as its relation to stereo, is demonstrated on both synthetic and real imagery.
UR - https://www.scopus.com/pages/publications/0026382534
M3 - Conference contribution
AN - SCOPUS:0026382534
SN - 0818621486
T3 - Proc 91 IEEE Comput Soc Conf Comput Vision Pattern Recognit
SP - 552
EP - 558
BT - Proc 91 IEEE Comput Soc Conf Comput Vision Pattern Recognit
PB - Publ by IEEE
T2 - Proceedings of the 1991 IEEE Computer Society Conference on Computer Vision and Pattern Recognition
Y2 - 3 June 1991 through 6 June 1991
ER -