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submodule
opencv
Commits
a7580735
Commit
a7580735
authored
Sep 12, 2014
by
vbystricky
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Plain Diff
Optimize OpenCL version function BackgroundSubstractionMOG2
parent
892999c4
Expand all
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Showing
2 changed files
with
35 additions
and
29 deletions
+35
-29
bgfg_gaussmix2.cpp
modules/video/src/bgfg_gaussmix2.cpp
+35
-29
bgfg_mog2.cl
modules/video/src/opencl/bgfg_mog2.cl
+0
-0
No files found.
modules/video/src/bgfg_gaussmix2.cpp
View file @
a7580735
...
...
@@ -188,10 +188,11 @@ public:
int
nchannels
=
CV_MAT_CN
(
frameType
);
CV_Assert
(
nchannels
<=
CV_CN_MAX
);
CV_Assert
(
nmixtures
<=
255
);
if
(
ocl
::
useOpenCL
()
&&
opencl_ON
)
{
kernel_apply
.
create
(
"mog2_kernel"
,
ocl
::
video
::
bgfg_mog2_oclsrc
,
format
(
"-D CN=%d -D NMIXTURES=%d"
,
nchannels
,
nmixtures
)
);
create_ocl_apply_kernel
(
);
kernel_getBg
.
create
(
"getBackgroundImage2_kernel"
,
ocl
::
video
::
bgfg_mog2_oclsrc
,
format
(
"-D CN=%d -D NMIXTURES=%d"
,
nchannels
,
nmixtures
));
if
(
kernel_apply
.
empty
()
||
kernel_getBg
.
empty
())
...
...
@@ -213,7 +214,7 @@ public:
u_mean
.
setTo
(
Scalar
::
all
(
0
));
//make the array for keeping track of the used modes per pixel - all zeros at start
u_bgmodelUsedModes
.
create
(
frameSize
,
CV_
32F
C1
);
u_bgmodelUsedModes
.
create
(
frameSize
,
CV_
8U
C1
);
u_bgmodelUsedModes
.
setTo
(
cv
::
Scalar
::
all
(
0
));
}
else
...
...
@@ -259,7 +260,17 @@ public:
virtual
void
setComplexityReductionThreshold
(
double
ct
)
{
fCT
=
(
float
)
ct
;
}
virtual
bool
getDetectShadows
()
const
{
return
bShadowDetection
;
}
virtual
void
setDetectShadows
(
bool
detectshadows
)
{
bShadowDetection
=
detectshadows
;
}
virtual
void
setDetectShadows
(
bool
detectshadows
)
{
if
((
bShadowDetection
&&
detectshadows
)
||
(
!
bShadowDetection
&&
!
detectshadows
))
return
;
bShadowDetection
=
detectshadows
;
if
(
!
kernel_apply
.
empty
())
{
create_ocl_apply_kernel
();
CV_Assert
(
!
kernel_apply
.
empty
()
);
}
}
virtual
int
getShadowValue
()
const
{
return
nShadowDetection
;
}
virtual
void
setShadowValue
(
int
value
)
{
nShadowDetection
=
(
uchar
)
value
;
}
...
...
@@ -372,6 +383,7 @@ protected:
bool
ocl_getBackgroundImage
(
OutputArray
backgroundImage
)
const
;
bool
ocl_apply
(
InputArray
_image
,
OutputArray
_fgmask
,
double
learningRate
=-
1
);
void
create_ocl_apply_kernel
();
};
struct
GaussBGStatModel2Params
...
...
@@ -745,16 +757,11 @@ bool BackgroundSubtractorMOG2Impl::ocl_apply(InputArray _image, OutputArray _fgm
learningRate
=
learningRate
>=
0
&&
nframes
>
1
?
learningRate
:
1.
/
std
::
min
(
2
*
nframes
,
history
);
CV_Assert
(
learningRate
>=
0
);
UMat
fgmask
(
_image
.
size
(),
CV_32SC1
);
fgmask
.
setTo
(
cv
::
Scalar
::
all
(
1
));
_fgmask
.
create
(
_image
.
size
(),
CV_8U
);
UMat
fgmask
=
_fgmask
.
getUMat
();
const
double
alpha1
=
1.0
f
-
learningRate
;
int
detectShadows_flag
=
0
;
if
(
bShadowDetection
)
detectShadows_flag
=
1
;
UMat
frame
=
_image
.
getUMat
();
float
varMax
=
MAX
(
fVarMin
,
fVarMax
);
...
...
@@ -762,16 +769,15 @@ bool BackgroundSubtractorMOG2Impl::ocl_apply(InputArray _image, OutputArray _fgm
int
idxArg
=
0
;
idxArg
=
kernel_apply
.
set
(
idxArg
,
ocl
::
KernelArg
::
ReadOnly
(
frame
));
idxArg
=
kernel_apply
.
set
(
idxArg
,
ocl
::
KernelArg
::
ReadWriteNoSiz
e
(
u_bgmodelUsedModes
));
idxArg
=
kernel_apply
.
set
(
idxArg
,
ocl
::
KernelArg
::
ReadWriteNoSiz
e
(
u_weight
));
idxArg
=
kernel_apply
.
set
(
idxArg
,
ocl
::
KernelArg
::
ReadWriteNoSiz
e
(
u_mean
));
idxArg
=
kernel_apply
.
set
(
idxArg
,
ocl
::
KernelArg
::
ReadWriteNoSiz
e
(
u_variance
));
idxArg
=
kernel_apply
.
set
(
idxArg
,
ocl
::
KernelArg
::
PtrReadWrit
e
(
u_bgmodelUsedModes
));
idxArg
=
kernel_apply
.
set
(
idxArg
,
ocl
::
KernelArg
::
PtrReadWrit
e
(
u_weight
));
idxArg
=
kernel_apply
.
set
(
idxArg
,
ocl
::
KernelArg
::
PtrReadWrit
e
(
u_mean
));
idxArg
=
kernel_apply
.
set
(
idxArg
,
ocl
::
KernelArg
::
PtrReadWrit
e
(
u_variance
));
idxArg
=
kernel_apply
.
set
(
idxArg
,
ocl
::
KernelArg
::
WriteOnlyNoSize
(
fgmask
));
idxArg
=
kernel_apply
.
set
(
idxArg
,
(
float
)
learningRate
);
//alphaT
idxArg
=
kernel_apply
.
set
(
idxArg
,
(
float
)
alpha1
);
idxArg
=
kernel_apply
.
set
(
idxArg
,
(
float
)(
-
learningRate
*
fCT
));
//prune
idxArg
=
kernel_apply
.
set
(
idxArg
,
detectShadows_flag
);
idxArg
=
kernel_apply
.
set
(
idxArg
,
(
float
)
varThreshold
);
//c_Tb
idxArg
=
kernel_apply
.
set
(
idxArg
,
backgroundRatio
);
//c_TB
...
...
@@ -780,18 +786,11 @@ bool BackgroundSubtractorMOG2Impl::ocl_apply(InputArray _image, OutputArray _fgm
idxArg
=
kernel_apply
.
set
(
idxArg
,
varMax
);
idxArg
=
kernel_apply
.
set
(
idxArg
,
fVarInit
);
idxArg
=
kernel_apply
.
set
(
idxArg
,
fTau
);
kernel_apply
.
set
(
idxArg
,
nShadowDetection
);
if
(
bShadowDetection
)
kernel_apply
.
set
(
idxArg
,
nShadowDetection
);
size_t
globalsize
[]
=
{
frame
.
cols
,
frame
.
rows
,
1
};
if
(
!
(
kernel_apply
.
run
(
2
,
globalsize
,
NULL
,
true
)))
return
false
;
_fgmask
.
create
(
_image
.
size
(),
CV_8U
);
UMat
temp
=
_fgmask
.
getUMat
();
fgmask
.
convertTo
(
temp
,
CV_8U
);
return
true
;
return
kernel_apply
.
run
(
2
,
globalsize
,
NULL
,
true
);
}
bool
BackgroundSubtractorMOG2Impl
::
ocl_getBackgroundImage
(
OutputArray
_backgroundImage
)
const
...
...
@@ -802,10 +801,10 @@ bool BackgroundSubtractorMOG2Impl::ocl_getBackgroundImage(OutputArray _backgroun
UMat
dst
=
_backgroundImage
.
getUMat
();
int
idxArg
=
0
;
idxArg
=
kernel_getBg
.
set
(
idxArg
,
ocl
::
KernelArg
::
ReadOnly
(
u_bgmodelUsedModes
));
idxArg
=
kernel_getBg
.
set
(
idxArg
,
ocl
::
KernelArg
::
ReadOnlyNoSize
(
u_weight
));
idxArg
=
kernel_getBg
.
set
(
idxArg
,
ocl
::
KernelArg
::
ReadOnlyNoSize
(
u_mean
));
idxArg
=
kernel_getBg
.
set
(
idxArg
,
ocl
::
KernelArg
::
WriteOnly
NoSize
(
dst
));
idxArg
=
kernel_getBg
.
set
(
idxArg
,
ocl
::
KernelArg
::
Ptr
ReadOnly
(
u_bgmodelUsedModes
));
idxArg
=
kernel_getBg
.
set
(
idxArg
,
ocl
::
KernelArg
::
PtrReadOnly
(
u_weight
));
idxArg
=
kernel_getBg
.
set
(
idxArg
,
ocl
::
KernelArg
::
PtrReadOnly
(
u_mean
));
idxArg
=
kernel_getBg
.
set
(
idxArg
,
ocl
::
KernelArg
::
WriteOnly
(
dst
));
kernel_getBg
.
set
(
idxArg
,
backgroundRatio
);
size_t
globalsize
[
2
]
=
{
u_bgmodelUsedModes
.
cols
,
u_bgmodelUsedModes
.
rows
};
...
...
@@ -815,6 +814,13 @@ bool BackgroundSubtractorMOG2Impl::ocl_getBackgroundImage(OutputArray _backgroun
#endif
void
BackgroundSubtractorMOG2Impl
::
create_ocl_apply_kernel
()
{
int
nchannels
=
CV_MAT_CN
(
frameType
);
String
opts
=
format
(
"-D CN=%d -D NMIXTURES=%d%s"
,
nchannels
,
nmixtures
,
bShadowDetection
?
" -D SHADOW_DETECT"
:
""
);
kernel_apply
.
create
(
"mog2_kernel"
,
ocl
::
video
::
bgfg_mog2_oclsrc
,
opts
);
}
void
BackgroundSubtractorMOG2Impl
::
apply
(
InputArray
_image
,
OutputArray
_fgmask
,
double
learningRate
)
{
bool
needToInitialize
=
nframes
==
0
||
learningRate
>=
1
||
_image
.
size
()
!=
frameSize
||
_image
.
type
()
!=
frameType
;
...
...
modules/video/src/opencl/bgfg_mog2.cl
View file @
a7580735
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