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submodule
opencv
Commits
d0e89337
Commit
d0e89337
authored
May 08, 2013
by
Vladislav Vinogradov
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refactored StereoBeliefPropagation
parent
dd6d58f8
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Showing
5 changed files
with
58 additions
and
59 deletions
+58
-59
gpustereo.hpp
modules/gpustereo/include/opencv2/gpustereo.hpp
+34
-40
perf_stereo.cpp
modules/gpustereo/perf/perf_stereo.cpp
+2
-2
stereobp.cpp
modules/gpustereo/src/stereobp.cpp
+0
-0
test_stereo.cpp
modules/gpustereo/test/test_stereo.cpp
+7
-2
stereo_match.cpp
samples/gpu/stereo_match.cpp
+15
-15
No files found.
modules/gpustereo/include/opencv2/gpustereo.hpp
View file @
d0e89337
...
...
@@ -65,61 +65,55 @@ public:
CV_EXPORTS
Ptr
<
gpu
::
StereoBM
>
createStereoBM
(
int
numDisparities
=
64
,
int
blockSize
=
19
);
/////////////////////////////////////////
// StereoBeliefPropagation
// "Efficient Belief Propagation for Early Vision"
// P.Felzenszwalb
class
CV_EXPORTS
StereoBeliefPropagation
//! "Efficient Belief Propagation for Early Vision" P.Felzenszwalb
class
CV_EXPORTS
StereoBeliefPropagation
:
public
cv
::
StereoMatcher
{
public
:
enum
{
DEFAULT_NDISP
=
64
};
enum
{
DEFAULT_ITERS
=
5
};
enum
{
DEFAULT_LEVELS
=
5
};
using
cv
::
StereoMatcher
::
compute
;
static
void
estimateRecommendedParams
(
int
width
,
int
height
,
int
&
ndisp
,
int
&
iters
,
int
&
levels
)
;
virtual
void
compute
(
InputArray
left
,
InputArray
right
,
OutputArray
disparity
,
Stream
&
stream
)
=
0
;
//! the default constructor
explicit
StereoBeliefPropagation
(
int
ndisp
=
DEFAULT_NDISP
,
int
iters
=
DEFAULT_ITERS
,
int
levels
=
DEFAULT_LEVELS
,
int
msg_type
=
CV_32F
);
//! version for user specified data term
virtual
void
compute
(
InputArray
data
,
OutputArray
disparity
,
Stream
&
stream
=
Stream
::
Null
())
=
0
;
//! the full constructor taking the number of disparities, number of BP iterations on each level,
//! number of levels, truncation of data cost, data weight,
//! truncation of discontinuity cost and discontinuity single jump
//! DataTerm = data_weight * min(fabs(I2-I1), max_data_term)
//! DiscTerm = min(disc_single_jump * fabs(f1-f2), max_disc_term)
//! please see paper for more details
StereoBeliefPropagation
(
int
ndisp
,
int
iters
,
int
levels
,
float
max_data_term
,
float
data_weight
,
float
max_disc_term
,
float
disc_single_jump
,
int
msg_type
=
CV_32F
);
//! number of BP iterations on each level
virtual
int
getNumIters
()
const
=
0
;
virtual
void
setNumIters
(
int
iters
)
=
0
;
//!
the stereo correspondence operator. Finds the disparity for the specified rectified stereo pair,
//! if disparity is empty output type will be CV_16S else output type will be disparity.type().
v
oid
operator
()(
const
GpuMat
&
left
,
const
GpuMat
&
right
,
GpuMat
&
disparity
,
Stream
&
stream
=
Stream
::
Null
())
;
//!
number of levels
virtual
int
getNumLevels
()
const
=
0
;
v
irtual
void
setNumLevels
(
int
levels
)
=
0
;
//! truncation of data cost
virtual
double
getMaxDataTerm
()
const
=
0
;
virtual
void
setMaxDataTerm
(
double
max_data_term
)
=
0
;
//! version for user specified data term
void
operator
()(
const
GpuMat
&
data
,
GpuMat
&
disparity
,
Stream
&
stream
=
Stream
::
Null
());
//! data weight
virtual
double
getDataWeight
()
const
=
0
;
virtual
void
setDataWeight
(
double
data_weight
)
=
0
;
int
ndisp
;
//! truncation of discontinuity cost
virtual
double
getMaxDiscTerm
()
const
=
0
;
virtual
void
setMaxDiscTerm
(
double
max_disc_term
)
=
0
;
int
iters
;
int
levels
;
//! discontinuity single jump
virtual
double
getDiscSingleJump
()
const
=
0
;
virtual
void
setDiscSingleJump
(
double
disc_single_jump
)
=
0
;
float
max_data_term
;
float
data_weight
;
float
max_disc_term
;
float
disc_single_jump
;
virtual
int
getMsgType
()
const
=
0
;
virtual
void
setMsgType
(
int
msg_type
)
=
0
;
int
msg_type
;
private
:
GpuMat
u
,
d
,
l
,
r
,
u2
,
d2
,
l2
,
r2
;
std
::
vector
<
GpuMat
>
datas
;
GpuMat
out
;
static
void
estimateRecommendedParams
(
int
width
,
int
height
,
int
&
ndisp
,
int
&
iters
,
int
&
levels
);
};
CV_EXPORTS
Ptr
<
gpu
::
StereoBeliefPropagation
>
createStereoBeliefPropagation
(
int
ndisp
=
64
,
int
iters
=
5
,
int
levels
=
5
,
int
msg_type
=
CV_32F
);
// "A Constant-Space Belief Propagation Algorithm for Stereo Matching"
// Qingxiong Yang, Liang Wang, Narendra Ahuja
// http://vision.ai.uiuc.edu/~qyang6/
...
...
modules/gpustereo/perf/perf_stereo.cpp
View file @
d0e89337
...
...
@@ -107,13 +107,13 @@ PERF_TEST_P(ImagePair, StereoBeliefPropagation,
if
(
PERF_RUN_GPU
())
{
cv
::
gpu
::
StereoBeliefPropagation
d_bp
(
ndisp
);
cv
::
Ptr
<
cv
::
gpu
::
StereoBeliefPropagation
>
d_bp
=
cv
::
gpu
::
createStereoBeliefPropagation
(
ndisp
);
const
cv
::
gpu
::
GpuMat
d_imgLeft
(
imgLeft
);
const
cv
::
gpu
::
GpuMat
d_imgRight
(
imgRight
);
cv
::
gpu
::
GpuMat
dst
;
TEST_CYCLE
()
d_bp
(
d_imgLeft
,
d_imgRight
,
dst
);
TEST_CYCLE
()
d_bp
->
compute
(
d_imgLeft
,
d_imgRight
,
dst
);
GPU_SANITY_CHECK
(
dst
);
}
...
...
modules/gpustereo/src/stereobp.cpp
View file @
d0e89337
This diff is collapsed.
Click to expand it.
modules/gpustereo/test/test_stereo.cpp
View file @
d0e89337
...
...
@@ -106,10 +106,15 @@ GPU_TEST_P(StereoBeliefPropagation, Regression)
ASSERT_FALSE
(
right_image
.
empty
());
ASSERT_FALSE
(
disp_gold
.
empty
());
cv
::
gpu
::
StereoBeliefPropagation
bp
(
64
,
8
,
2
,
25
,
0.1
f
,
15
,
1
,
CV_16S
);
cv
::
Ptr
<
cv
::
gpu
::
StereoBeliefPropagation
>
bp
=
cv
::
gpu
::
createStereoBeliefPropagation
(
64
,
8
,
2
,
CV_16S
);
bp
->
setMaxDataTerm
(
25.0
);
bp
->
setDataWeight
(
0.1
);
bp
->
setMaxDiscTerm
(
15.0
);
bp
->
setDiscSingleJump
(
1.0
);
cv
::
gpu
::
GpuMat
disp
;
bp
(
loadMat
(
left_image
),
loadMat
(
right_image
),
disp
);
bp
->
compute
(
loadMat
(
left_image
),
loadMat
(
right_image
),
disp
);
cv
::
Mat
h_disp
(
disp
);
h_disp
.
convertTo
(
h_disp
,
disp_gold
.
depth
());
...
...
samples/gpu/stereo_match.cpp
View file @
d0e89337
...
...
@@ -66,7 +66,7 @@ private:
gpu
::
GpuMat
d_left
,
d_right
;
Ptr
<
gpu
::
StereoBM
>
bm
;
gpu
::
StereoBeliefPropagation
bp
;
Ptr
<
gpu
::
StereoBeliefPropagation
>
bp
;
gpu
::
StereoConstantSpaceBP
csbp
;
int64
work_begin
;
...
...
@@ -173,7 +173,7 @@ void App::run()
// Set common parameters
bm
=
gpu
::
createStereoBM
(
p
.
ndisp
);
bp
.
ndisp
=
p
.
ndisp
;
bp
=
gpu
::
createStereoBeliefPropagation
(
p
.
ndisp
)
;
csbp
.
ndisp
=
p
.
ndisp
;
// Prepare disparity map of specified type
...
...
@@ -203,7 +203,7 @@ void App::run()
}
bm
->
compute
(
d_left
,
d_right
,
d_disp
);
break
;
case
Params
:
:
BP
:
bp
(
d_left
,
d_right
,
d_disp
);
break
;
case
Params
:
:
BP
:
bp
->
compute
(
d_left
,
d_right
,
d_disp
);
break
;
case
Params
:
:
CSBP
:
csbp
(
d_left
,
d_right
,
d_disp
);
break
;
}
workEnd
();
...
...
@@ -232,8 +232,8 @@ void App::printParams() const
cout
<<
"prefilter_sobel: "
<<
bm
->
getPreFilterType
()
<<
endl
;
break
;
case
Params
:
:
BP
:
cout
<<
"iter_count: "
<<
bp
.
iters
<<
endl
;
cout
<<
"level_count: "
<<
bp
.
levels
<<
endl
;
cout
<<
"iter_count: "
<<
bp
->
getNumIters
()
<<
endl
;
cout
<<
"level_count: "
<<
bp
->
getNumLevels
()
<<
endl
;
break
;
case
Params
:
:
CSBP
:
cout
<<
"iter_count: "
<<
csbp
.
iters
<<
endl
;
...
...
@@ -305,14 +305,14 @@ void App::handleKey(char key)
p
.
ndisp
=
p
.
ndisp
==
1
?
8
:
p
.
ndisp
+
8
;
cout
<<
"ndisp: "
<<
p
.
ndisp
<<
endl
;
bm
->
setNumDisparities
(
p
.
ndisp
);
bp
.
ndisp
=
p
.
ndisp
;
bp
->
setNumDisparities
(
p
.
ndisp
)
;
csbp
.
ndisp
=
p
.
ndisp
;
break
;
case
'q'
:
case
'Q'
:
p
.
ndisp
=
max
(
p
.
ndisp
-
8
,
1
);
cout
<<
"ndisp: "
<<
p
.
ndisp
<<
endl
;
bm
->
setNumDisparities
(
p
.
ndisp
);
bp
.
ndisp
=
p
.
ndisp
;
bp
->
setNumDisparities
(
p
.
ndisp
)
;
csbp
.
ndisp
=
p
.
ndisp
;
break
;
case
'2'
:
...
...
@@ -332,8 +332,8 @@ void App::handleKey(char key)
case
'3'
:
if
(
p
.
method
==
Params
::
BP
)
{
bp
.
iters
+=
1
;
cout
<<
"iter_count: "
<<
bp
.
iters
<<
endl
;
bp
->
setNumIters
(
bp
->
getNumIters
()
+
1
)
;
cout
<<
"iter_count: "
<<
bp
->
getNumIters
()
<<
endl
;
}
else
if
(
p
.
method
==
Params
::
CSBP
)
{
...
...
@@ -344,8 +344,8 @@ void App::handleKey(char key)
case
'e'
:
case
'E'
:
if
(
p
.
method
==
Params
::
BP
)
{
bp
.
iters
=
max
(
bp
.
iters
-
1
,
1
);
cout
<<
"iter_count: "
<<
bp
.
iters
<<
endl
;
bp
->
setNumIters
(
max
(
bp
->
getNumIters
()
-
1
,
1
)
);
cout
<<
"iter_count: "
<<
bp
->
getNumIters
()
<<
endl
;
}
else
if
(
p
.
method
==
Params
::
CSBP
)
{
...
...
@@ -356,8 +356,8 @@ void App::handleKey(char key)
case
'4'
:
if
(
p
.
method
==
Params
::
BP
)
{
bp
.
levels
+=
1
;
cout
<<
"level_count: "
<<
bp
.
levels
<<
endl
;
bp
->
setNumLevels
(
bp
->
getNumLevels
()
+
1
)
;
cout
<<
"level_count: "
<<
bp
->
getNumLevels
()
<<
endl
;
}
else
if
(
p
.
method
==
Params
::
CSBP
)
{
...
...
@@ -368,8 +368,8 @@ void App::handleKey(char key)
case
'r'
:
case
'R'
:
if
(
p
.
method
==
Params
::
BP
)
{
bp
.
levels
=
max
(
bp
.
levels
-
1
,
1
);
cout
<<
"level_count: "
<<
bp
.
levels
<<
endl
;
bp
->
setNumLevels
(
max
(
bp
->
getNumLevels
()
-
1
,
1
)
);
cout
<<
"level_count: "
<<
bp
->
getNumLevels
()
<<
endl
;
}
else
if
(
p
.
method
==
Params
::
CSBP
)
{
...
...
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