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submodule
opencv
Commits
0688bb61
Commit
0688bb61
authored
Jul 09, 2015
by
Pavel Rojtberg
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simplify 8point algorithm using Matx classes
parent
cd8143be
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1 changed file
with
28 additions
and
47 deletions
+28
-47
fundam.cpp
modules/calib3d/src/fundam.cpp
+28
-47
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modules/calib3d/src/fundam.cpp
View file @
0688bb61
...
...
@@ -547,45 +547,32 @@ static int run7Point( const Mat& _m1, const Mat& _m2, Mat& _fmatrix )
static
int
run8Point
(
const
Mat
&
_m1
,
const
Mat
&
_m2
,
Mat
&
_fmatrix
)
{
double
a
[
9
*
9
],
w
[
9
],
v
[
9
*
9
];
Mat
W
(
9
,
1
,
CV_64F
,
w
);
Mat
V
(
9
,
9
,
CV_64F
,
v
);
Mat
A
(
9
,
9
,
CV_64F
,
a
);
Mat
U
,
F0
,
TF
;
Point2d
m1c
(
0
,
0
),
m2c
(
0
,
0
);
double
t
,
scale1
=
0
,
scale2
=
0
;
const
Point2f
*
m1
=
_m1
.
ptr
<
Point2f
>
();
const
Point2f
*
m2
=
_m2
.
ptr
<
Point2f
>
();
double
*
fmatrix
=
_fmatrix
.
ptr
<
double
>
();
CV_Assert
(
(
_m1
.
cols
==
1
||
_m1
.
rows
==
1
)
&&
_m1
.
size
()
==
_m2
.
size
());
int
i
,
j
,
k
,
count
=
_m1
.
checkVector
(
2
);
int
i
,
count
=
_m1
.
checkVector
(
2
);
// compute centers and average distances for each of the two point sets
for
(
i
=
0
;
i
<
count
;
i
++
)
{
double
x
=
m1
[
i
].
x
,
y
=
m1
[
i
].
y
;
m1c
.
x
+=
x
;
m1c
.
y
+=
y
;
x
=
m2
[
i
].
x
,
y
=
m2
[
i
].
y
;
m2c
.
x
+=
x
;
m2c
.
y
+=
y
;
m1c
+=
Point2d
(
m1
[
i
]);
m2c
+=
Point2d
(
m2
[
i
]);
}
// calculate the normalizing transformations for each of the point sets:
// after the transformation each set will have the mass center at the coordinate origin
// and the average distance from the origin will be ~sqrt(2).
t
=
1.
/
count
;
m1c
.
x
*=
t
;
m1c
.
y
*=
t
;
m2c
.
x
*=
t
;
m2c
.
y
*=
t
;
m1c
*=
t
;
m2c
*=
t
;
for
(
i
=
0
;
i
<
count
;
i
++
)
{
double
x
=
m1
[
i
].
x
-
m1c
.
x
,
y
=
m1
[
i
].
y
-
m1c
.
y
;
scale1
+=
std
::
sqrt
(
x
*
x
+
y
*
y
);
x
=
m2
[
i
].
x
-
m2c
.
x
,
y
=
m2
[
i
].
y
-
m2c
.
y
;
scale2
+=
std
::
sqrt
(
x
*
x
+
y
*
y
);
scale1
+=
norm
(
Point2d
(
m1
[
i
].
x
-
m1c
.
x
,
m1
[
i
].
y
-
m1c
.
y
));
scale2
+=
norm
(
Point2d
(
m2
[
i
].
x
-
m2c
.
x
,
m2
[
i
].
y
-
m2c
.
y
));
}
scale1
*=
t
;
...
...
@@ -597,7 +584,7 @@ static int run8Point( const Mat& _m1, const Mat& _m2, Mat& _fmatrix )
scale1
=
std
::
sqrt
(
2.
)
/
scale1
;
scale2
=
std
::
sqrt
(
2.
)
/
scale2
;
A
.
setTo
(
Scalar
::
all
(
0
))
;
Matx
<
double
,
9
,
9
>
A
;
// form a linear system Ax=0: for each selected pair of points m1 & m2,
// the row of A(=a) represents the coefficients of equation: (m2, 1)'*F*(m1, 1) = 0
...
...
@@ -608,56 +595,50 @@ static int run8Point( const Mat& _m1, const Mat& _m2, Mat& _fmatrix )
double
y1
=
(
m1
[
i
].
y
-
m1c
.
y
)
*
scale1
;
double
x2
=
(
m2
[
i
].
x
-
m2c
.
x
)
*
scale2
;
double
y2
=
(
m2
[
i
].
y
-
m2c
.
y
)
*
scale2
;
double
r
[
9
]
=
{
x2
*
x1
,
x2
*
y1
,
x2
,
y2
*
x1
,
y2
*
y1
,
y2
,
x1
,
y1
,
1
};
for
(
j
=
0
;
j
<
9
;
j
++
)
for
(
k
=
0
;
k
<
9
;
k
++
)
a
[
j
*
9
+
k
]
+=
r
[
j
]
*
r
[
k
];
Vec
<
double
,
9
>
r
(
x2
*
x1
,
x2
*
y1
,
x2
,
y2
*
x1
,
y2
*
y1
,
y2
,
x1
,
y1
,
1
);
A
+=
r
*
r
.
t
();
}
Vec
<
double
,
9
>
W
;
Matx
<
double
,
9
,
9
>
V
;
eigen
(
A
,
W
,
V
);
for
(
i
=
0
;
i
<
9
;
i
++
)
{
if
(
fabs
(
w
[
i
])
<
DBL_EPSILON
)
if
(
fabs
(
W
[
i
])
<
DBL_EPSILON
)
break
;
}
if
(
i
<
8
)
return
0
;
F0
=
Mat
(
3
,
3
,
CV_64F
,
v
+
9
*
8
);
// take the last column of v as a solution of Af = 0
Matx33d
F0
(
V
.
val
+
9
*
8
);
// take the last column of v as a solution of Af = 0
// make F0 singular (of rank 2) by decomposing it with SVD,
// zeroing the last diagonal element of W and then composing the matrices back.
// use v as a temporary storage for different 3x3 matrices
W
=
U
=
V
=
TF
=
F0
;
W
=
Mat
(
3
,
1
,
CV_64F
,
v
);
U
=
Mat
(
3
,
3
,
CV_64F
,
v
+
9
);
V
=
Mat
(
3
,
3
,
CV_64F
,
v
+
18
);
TF
=
Mat
(
3
,
3
,
CV_64F
,
v
+
27
);
Vec3d
w
;
Matx33d
U
;
Matx33d
Vt
;
SVD
ecomp
(
F0
,
W
,
U
,
V
,
SVD
::
MODIFY_A
);
W
.
at
<
double
>
(
2
)
=
0.
;
SVD
::
compute
(
F0
,
w
,
U
,
Vt
);
w
[
2
]
=
0.
;
// F0 <- U*diag([W(1), W(2), 0])*V'
gemm
(
U
,
Mat
::
diag
(
W
),
1.
,
0
,
0.
,
TF
,
0
);
gemm
(
TF
,
V
,
1.
,
0
,
0.
,
F0
,
0
/*CV_GEMM_B_T*/
);
F0
=
U
*
Matx33d
::
diag
(
w
)
*
Vt
;
// apply the transformation that is inverse
// to what we used to normalize the point coordinates
double
tt1
[]
=
{
scale1
,
0
,
-
scale1
*
m1c
.
x
,
0
,
scale1
,
-
scale1
*
m1c
.
y
,
0
,
0
,
1
};
double
tt2
[]
=
{
scale2
,
0
,
-
scale2
*
m2c
.
x
,
0
,
scale2
,
-
scale2
*
m2c
.
y
,
0
,
0
,
1
};
Mat
T1
(
3
,
3
,
CV_64F
,
tt1
),
T2
(
3
,
3
,
CV_64F
,
tt2
);
Matx33d
T1
(
scale1
,
0
,
-
scale1
*
m1c
.
x
,
0
,
scale1
,
-
scale1
*
m1c
.
y
,
0
,
0
,
1
);
Matx33d
T2
(
scale2
,
0
,
-
scale2
*
m2c
.
x
,
0
,
scale2
,
-
scale2
*
m2c
.
y
,
0
,
0
,
1
);
// F0 <- T2'*F0*T1
gemm
(
T2
,
F0
,
1.
,
0
,
0.
,
TF
,
GEMM_1_T
);
F0
=
Mat
(
3
,
3
,
CV_64F
,
fmatrix
);
gemm
(
TF
,
T1
,
1.
,
0
,
0.
,
F0
,
0
);
F0
=
T2
.
t
()
*
F0
*
T1
;
// make F(3,3) = 1
if
(
fabs
(
F0
.
at
<
double
>
(
2
,
2
))
>
FLT_EPSILON
)
F0
*=
1.
/
F0
.
at
<
double
>
(
2
,
2
);
if
(
fabs
(
F0
(
2
,
2
))
>
FLT_EPSILON
)
F0
*=
1.
/
F0
(
2
,
2
);
Mat
(
F0
).
copyTo
(
_fmatrix
);
return
1
;
}
...
...
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