This paper discusses the basic role of the trifocal tensor in scene re
construction from three views. This 3 x 3 x 3 tensor plays a role in t
he analysis of scenes from three views analogous to the role played by
the fundamental matrix in the two-view case. In particular, the trifo
cal tensor may be computed by a linear algorithm from a set of 13 line
correspondences in three views. It is further shown in this paper, th
at the trifocal tensor is essentially identical to a set of coefficien
ts introduced by Shashua to effect point transfer in the three view ca
se. This observation means that the 13-line algorithm may be extended
to allow for the computation of the trifocal tensor given any mixture
of sufficiently many line and point correspondences. From the trifocal
tensor the camera matrices of the images may be computed, and the sce
ne may be reconstructed. For unrelated uncalibrated cameras, this reco
nstruction will be unique up to projectivity. Thus, projective reconst
ruction of a set of lines and points may be carried out linearly from
three views.