Mj. Brooks et al., DETERMINING THE EGOMOTION OF AN UNCALIBRATED CAMERA FROM INSTANTANEOUS OPTICAL-FLOW, Journal of the Optical Society of America. A, Optics, image science,and vision., 14(10), 1997, pp. 2670-2677
A procedure is described for self-calibration of a moving camera from
instantaneous optical flow. Under certain assumptions this procedure a
llows the egomotion and some intrinsic parameters of the camera to be
determined solely from the instantaneous positions and velocities of a
set of image features. The proposed method relies on the use of a dif
ferential epipolar equation that relates optical flow to the egomotion
and the internal geometry of the camera. A detailed derivation of thi
s equation is presented. This aspect of the work may be seen as a reca
sting into an analytical framework of the pivotal research of Vieville
and Faugeras [Proceedings of the Fifth International Conference on Co
mputer Vision (IEEE Computer Society Press, Los Alamitos, Calif., 1995
), pp. 750-756]. The information about the camera's egomotion and inte
rnal geometry enters the differential epipolar equation via two matric
es. It emerges that the optical flow determines the composite ratio of
some of the entries of the two matrices. It is shown that a camera wi
th unknown focal length undergoing arbitrary motion can be self-calibr
ated by means of closed-form expressions in the composite ratio. The c
orresponding formulas specify five egomotion parameters as well as the
focal length and its derivative. A procedure is presented for reconst
ructing the viewed scene, up to a scale factor, from the derived self-
calibration data and the optical flow data. Experimental results are g
iven to demonstrate the correctness of the approach. (C) 1997 Optical
Society of America.