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Fig. 1.2 Definition of epipolar geometry according to Horn ( 1986 ). The epipolar lines of the
image points I 1 x and I 2 x are drawn as dotted lines
)into I 2 q 1 (cf. Fig. 1.2 ). The point I 2 x in im-
age 2 is located on the line connecting I 2 c 1 and I 2 q 1 (drawn as a dotted line in
Fig. 1.2 ), which is the 'epipolar line' corresponding to the point I 1 x in image 1.
For image 1, an analogous geometrical construction yields the line connecting the
points I 1 c 2 and I 1 q 2 (where I 1 c 2 is the optical centre of camera 2 projected into
image 1) as the epipolar line corresponding to the point I 2 x in image 2. Alterna-
tively, the epipolar lines can be obtained by determining the intersection lines be-
tween the image planes and the 'epipolar plane' defined by the scene point C 1 x and
the optical centres C 1 c 1 and C 2 c 2 (cf. Fig. 1.2 ). From the fact that each epipolar
line in image 1 contains the image I 1 c 2 of the optical centre of camera 2 it fol-
lows that all epipolar lines intersect in the point I 1 c 2 , and analogously for image 2.
Hence, the points
point on the ray at infinity ( s
→∞
I 1 c 2 =
I 2 c 1 =
e 2 are termed epipoles, and the restriction
on the image positions of corresponding image points is termed the epipolar con-
straint.
Horn ( 1986 ) shows that as long as the extrinsic relative camera orientation given
by the rotation matrix R and the translation vector t are known, it is straightforward
to compute the three-dimensional position of a scene point
e 1 and
W x with image coor-
I 1 x
v 1 ) T
I 2 x
v 2 ) T , expressed as
C 1 x and
C 2 x in the two
dinates
=
(
u 1 ,
ˆ
ˆ
and
=
(
u 2 ,
ˆ
ˆ
camera coordinate systems. Inserting ( 1.8 )into( 1.7 ) yields
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