Pa. Beardsley et al., SEQUENTIAL UPDATING OF PROJECTIVE AND AFFINE STRUCTURE-FROM-MOTION, International journal of computer vision, 23(3), 1997, pp. 235-259
Citations number
40
Categorie Soggetti
Computer Sciences, Special Topics","Computer Science Artificial Intelligence
A structure from motion algorithm is described which recovers structur
e and camera position, module a projective ambiguity. Camera calibrati
on is not required, and camera parameters such as focal length can be
altered freely during motion. The structure is updated sequentially ov
er an image sequence, in contrast to schemes which employ a batch proc
ess. A specialisation of the algorithm to recover structure and camera
position module an affine transformation is described, together with
a method to periodically update the affine coordinate frame to prevent
drift over time. We describe the constraint used to obtain this speci
alisation. Structure is recovered from image corners detected and matc
hed automatically and reliably in real image sequences. Results are sh
own for reference objects and indoor environments, and accuracy of rec
overed structure is fully evaluated and compared for a number of recon
struction schemes. A specific application of the work is demonstrated-
affine structure is used to compute free space maps enabling navigatio
n through unstructured environments and avoidance of obstacles. The pa
th planning involves only affine constructions.