Skip to content
Projects
Groups
Snippets
Help
Loading...
Sign in
Toggle navigation
D
dlib
Project
Project
Details
Activity
Cycle Analytics
Repository
Repository
Files
Commits
Branches
Tags
Contributors
Graph
Compare
Charts
Issues
0
Issues
0
List
Board
Labels
Milestones
Merge Requests
0
Merge Requests
0
CI / CD
CI / CD
Pipelines
Jobs
Schedules
Charts
Wiki
Wiki
Snippets
Snippets
Members
Members
Collapse sidebar
Close sidebar
Activity
Graph
Charts
Create a new issue
Jobs
Commits
Issue Boards
Open sidebar
钟尚武
dlib
Commits
8a3ecdc7
Commit
8a3ecdc7
authored
Dec 12, 2012
by
Davis King
Browse files
Options
Browse Files
Download
Email Patches
Plain Diff
Added the find_affine_transform() routine.
parent
9cc8e568
Show whitespace changes
Inline
Side-by-side
Showing
3 changed files
with
92 additions
and
1 deletion
+92
-1
point_transforms.h
dlib/geometry/point_transforms.h
+36
-1
point_transforms_abstract.h
dlib/geometry/point_transforms_abstract.h
+25
-0
geometry.cpp
dlib/test/geometry.cpp
+31
-0
No files found.
dlib/geometry/point_transforms.h
View file @
8a3ecdc7
...
...
@@ -5,8 +5,9 @@
#include "point_transforms_abstract.h"
#include "../algs.h"
#include "../matrix.h"
#include "vector.h"
#include "../matrix.h"
#include "../matrix/matrix_la.h"
#include <vector>
namespace
dlib
...
...
@@ -97,6 +98,40 @@ namespace dlib
dlib
::
vector
<
double
,
2
>
b
;
};
// ----------------------------------------------------------------------------------------
template
<
typename
T
>
point_transform_affine
find_affine_transform
(
const
std
::
vector
<
dlib
::
vector
<
T
,
2
>
>&
from_points
,
const
std
::
vector
<
dlib
::
vector
<
T
,
2
>
>&
to_points
)
{
// make sure requires clause is not broken
DLIB_ASSERT
(
from_points
.
size
()
==
to_points
.
size
()
&&
from_points
.
size
()
>=
3
,
"
\t
point_transform_affine find_affine_transform(from_points, to_points)"
<<
"
\n\t
Invalid inputs were given to this function."
<<
"
\n\t
from_points.size(): "
<<
from_points
.
size
()
<<
"
\n\t
to_points.size(): "
<<
to_points
.
size
()
);
matrix
<
double
,
3
,
0
>
P
(
3
,
from_points
.
size
());
matrix
<
double
,
2
,
0
>
Q
(
2
,
from_points
.
size
());
for
(
unsigned
long
i
=
0
;
i
<
from_points
.
size
();
++
i
)
{
P
(
0
,
i
)
=
from_points
[
i
].
x
();
P
(
1
,
i
)
=
from_points
[
i
].
y
();
P
(
2
,
i
)
=
1
;
Q
(
0
,
i
)
=
to_points
[
i
].
x
();
Q
(
1
,
i
)
=
to_points
[
i
].
y
();
}
const
matrix
<
double
,
2
,
3
>
m
=
Q
*
pinv
(
P
);
return
point_transform_affine
(
subm
(
m
,
0
,
0
,
2
,
2
),
colm
(
m
,
2
));
}
// ----------------------------------------------------------------------------------------
template
<
typename
T
>
...
...
dlib/geometry/point_transforms_abstract.h
View file @
8a3ecdc7
...
...
@@ -5,6 +5,7 @@
#include "../matrix/matrix_abstract.h"
#include "vector_abstract.h"
#include <vector>
namespace
dlib
{
...
...
@@ -40,6 +41,30 @@ namespace dlib
};
// ----------------------------------------------------------------------------------------
template
<
typename
T
>
point_transform_affine
find_affine_transform
(
const
std
::
vector
<
dlib
::
vector
<
T
,
2
>
>&
from_points
,
const
std
::
vector
<
dlib
::
vector
<
T
,
2
>
>&
to_points
);
/*!
requires
- from_points.size() == to_points.size()
- from_points.size() >= 3
ensures
- returns a point_transform_affine object, T, such that for all valid i:
length(T(from_points[i]) - to_points[i])
is minimized as often as possible. That is, this function finds the affine
transform that maps points in from_points to points in to_points. If no
affine transform exists which performs this mapping exactly then the one
which minimizes the mean squared error is selected. Additionally, if many
equally good transformations exist, then the transformation with the smallest
squared parameters is selected (i.e. if you wrote the transformation as a
matrix then we say we select the transform with minimum Frobenius norm among
all possible solutions).
!*/
// ----------------------------------------------------------------------------------------
class
point_transform
...
...
dlib/test/geometry.cpp
View file @
8a3ecdc7
...
...
@@ -616,6 +616,36 @@ namespace
}
// ----------------------------------------------------------------------------------------
void
test_find_affine_transform
()
{
//typedef dlib::vector<double,2> vect;
typedef
point
vect
;
std
::
vector
<
vect
>
from
,
to
;
from
.
push_back
(
vect
(
0
,
0
));
to
.
push_back
(
vect
(
0
,
1
));
from
.
push_back
(
vect
(
0
,
1
));
to
.
push_back
(
vect
(
1
,
1
));
from
.
push_back
(
vect
(
1
,
1
));
to
.
push_back
(
vect
(
1
,
0
));
from
.
push_back
(
vect
(
1
,
0
));
to
.
push_back
(
vect
(
0
,
0
));
point_transform_affine
t
=
find_affine_transform
(
from
,
to
);
for
(
unsigned
long
i
=
0
;
i
<
from
.
size
();
++
i
)
{
dlog
<<
LINFO
<<
"affine transformation error: "
<<
length
(
t
(
from
[
i
])
-
to
[
i
]);
DLIB_TEST
(
length
(
t
(
from
[
i
])
-
to
[
i
])
<
1e-14
);
}
}
// ----------------------------------------------------------------------------------------
class
geometry_tester
:
public
tester
...
...
@@ -632,6 +662,7 @@ namespace
{
geometry_test
();
test_border_enumerator
();
test_find_affine_transform
();
}
}
a
;
...
...
Write
Preview
Markdown
is supported
0%
Try again
or
attach a new file
Attach a file
Cancel
You are about to add
0
people
to the discussion. Proceed with caution.
Finish editing this message first!
Cancel
Please
register
or
sign in
to comment