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Nicolas Pope
ftl
Commits
2155be75
Commit
2155be75
authored
6 years ago
by
Nicolas Pope
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Initial middlebury dataset support
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ccfc241d
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cv-node/include/ftl/middlebury.hpp
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cv-node/include/ftl/middlebury.hpp
cv-node/src/middlebury.cpp
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cv-node/src/middlebury.cpp
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cv-node/include/ftl/middlebury.hpp
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#include
<ftl/middlebury.hpp>
using
cv
::
Mat
;
using
cv
::
Size
;
static
void
skip_comment
(
FILE
*
fp
)
{
// skip comment lines in the headers of pnm files
char
c
;
while
((
c
=
getc
(
fp
))
==
'#'
)
while
(
getc
(
fp
)
!=
'\n'
)
;
ungetc
(
c
,
fp
);
}
static
void
skip_space
(
FILE
*
fp
)
{
// skip white space in the headers or pnm files
char
c
;
do
{
c
=
getc
(
fp
);
}
while
(
c
==
'\n'
||
c
==
' '
||
c
==
'\t'
||
c
==
'\r'
);
ungetc
(
c
,
fp
);
}
static
void
read_header
(
FILE
*
fp
,
const
char
*
imtype
,
char
c1
,
char
c2
,
int
*
width
,
int
*
height
,
int
*
nbands
,
int
thirdArg
)
{
// read the header of a pnmfile and initialize width and height
char
c
;
if
(
getc
(
fp
)
!=
c1
||
getc
(
fp
)
!=
c2
)
throw
CError
(
"ReadFilePGM: wrong magic code for %s file"
,
imtype
);
skip_space
(
fp
);
skip_comment
(
fp
);
skip_space
(
fp
);
fscanf
(
fp
,
"%d"
,
width
);
skip_space
(
fp
);
fscanf
(
fp
,
"%d"
,
height
);
if
(
thirdArg
)
{
skip_space
(
fp
);
fscanf
(
fp
,
"%d"
,
nbands
);
}
// skip SINGLE newline character after reading image height (or third arg)
c
=
getc
(
fp
);
if
(
c
==
'\r'
)
// <cr> in some files before newline
c
=
getc
(
fp
);
if
(
c
!=
'\n'
)
{
if
(
c
==
' '
||
c
==
'\t'
||
c
==
'\r'
)
throw
CError
(
"newline expected in file after image height"
);
else
throw
CError
(
"whitespace expected in file after image height"
);
}
}
// check whether machine is little endian
static
int
littleendian
()
{
int
intval
=
1
;
uchar
*
uval
=
(
uchar
*
)
&
intval
;
return
uval
[
0
]
==
1
;
}
// 1-band PFM image, see http://netpbm.sourceforge.net/doc/pfm.html
// 3-band not yet supported
void
ftl
::
middlebury
::
readFilePFM
(
Mat
&
img
,
const
char
*
filename
)
{
// Open the file and read the header
FILE
*
fp
=
fopen
(
filename
,
"rb"
);
if
(
fp
==
0
)
throw
CError
(
"ReadFilePFM: could not open %s"
,
filename
);
int
width
,
height
,
nBands
;
read_header
(
fp
,
"PFM"
,
'P'
,
'f'
,
&
width
,
&
height
,
&
nBands
,
0
);
skip_space
(
fp
);
float
scalef
;
fscanf
(
fp
,
"%f"
,
&
scalef
);
// scale factor (if negative, little endian)
// skip SINGLE newline character after reading third arg
char
c
=
getc
(
fp
);
if
(
c
==
'\r'
)
// <cr> in some files before newline
c
=
getc
(
fp
);
if
(
c
!=
'\n'
)
{
if
(
c
==
' '
||
c
==
'\t'
||
c
==
'\r'
)
throw
CError
(
"newline expected in file after scale factor"
);
else
throw
CError
(
"whitespace expected in file after scale factor"
);
}
// Set the image shape
Size
sh
(
width
,
height
,
1
);
// Allocate the image if necessary
img
.
ReAllocate
(
sh
);
int
littleEndianFile
=
(
scalef
<
0
);
int
littleEndianMachine
=
littleendian
();
int
needSwap
=
(
littleEndianFile
!=
littleEndianMachine
);
//printf("endian file = %d, endian machine = %d, need swap = %d\n",
// littleEndianFile, littleEndianMachine, needSwap);
for
(
int
y
=
height
-
1
;
y
>=
0
;
y
--
)
{
// PFM stores rows top-to-bottom!!!!
int
n
=
width
;
float
*
ptr
=
(
float
*
)
img
.
PixelAddress
(
0
,
y
,
0
);
if
((
int
)
fread
(
ptr
,
sizeof
(
float
),
n
,
fp
)
!=
n
)
throw
CError
(
"ReadFilePFM(%s): file is too short"
,
filename
);
if
(
needSwap
)
{
// if endianness doesn't agree, swap bytes
uchar
*
ptr
=
(
uchar
*
)
img
.
PixelAddress
(
0
,
y
,
0
);
int
x
=
0
;
uchar
tmp
=
0
;
while
(
x
<
n
)
{
tmp
=
ptr
[
0
];
ptr
[
0
]
=
ptr
[
3
];
ptr
[
3
]
=
tmp
;
tmp
=
ptr
[
1
];
ptr
[
1
]
=
ptr
[
2
];
ptr
[
2
]
=
tmp
;
ptr
+=
4
;
x
++
;
}
}
}
if
(
fclose
(
fp
))
throw
CError
(
"ReadFilePGM(%s): error closing file"
,
filename
);
}
// 1-band PFM image, see http://netpbm.sourceforge.net/doc/pfm.html
// 3-band not yet supported
void
ftl
::
middlebury
::
writeFilePFM
(
const
Mat
&
img
,
const
char
*
filename
,
float
scalefactor
=
1
/
255.0
)
{
// Write a PFM file
CShape
sh
=
img
.
Shape
();
int
nBands
=
sh
.
nBands
;
if
(
nBands
!=
1
)
throw
CError
(
"WriteFilePFM(%s): can only write 1-band image as pfm for now"
,
filename
);
// Open the file
FILE
*
stream
=
fopen
(
filename
,
"wb"
);
if
(
stream
==
0
)
throw
CError
(
"WriteFilePFM: could not open %s"
,
filename
);
// sign of scalefact indicates endianness, see pfms specs
if
(
littleendian
())
scalefactor
=
-
scalefactor
;
// write the header: 3 lines: Pf, dimensions, scale factor (negative val == little endian)
fprintf
(
stream
,
"Pf
\n
%d %d
\n
%f
\n
"
,
sh
.
width
,
sh
.
height
,
scalefactor
);
int
n
=
sh
.
width
;
// write rows -- pfm stores rows in inverse order!
for
(
int
y
=
sh
.
height
-
1
;
y
>=
0
;
y
--
)
{
float
*
ptr
=
(
float
*
)
img
.
PixelAddress
(
0
,
y
,
0
);
if
((
int
)
fwrite
(
ptr
,
sizeof
(
float
),
n
,
stream
)
!=
n
)
throw
CError
(
"WriteFilePFM(%s): file is too short"
,
filename
);
}
// close file
if
(
fclose
(
stream
))
throw
CError
(
"WriteFilePFM(%s): error closing file"
,
filename
);
}
void
ftl
::
middlebury
::
evaldisp
(
const
Mat
&
disp
,
const
Mat
&
gtdisp
,
const
Mat
&
mask
,
float
badthresh
,
int
maxdisp
,
int
rounddisp
)
{
Size
sh
=
gtdisp
.
size
();
Size
sh2
=
disp
.
size
();
Size
msh
=
mask
.
size
();
int
width
=
sh
.
width
,
height
=
sh
.
height
;
int
width2
=
sh2
.
width
,
height2
=
sh2
.
height
;
int
scale
=
width
/
width2
;
if
((
!
(
scale
==
1
||
scale
==
2
||
scale
==
4
))
||
(
scale
*
width2
!=
width
)
||
(
scale
*
height2
!=
height
))
{
printf
(
" disp size = %4d x %4d
\n
"
,
width2
,
height2
);
printf
(
"GT disp size = %4d x %4d
\n
"
,
width
,
height
);
LOG
(
ERROR
)
<<
"GT disp size must be exactly 1, 2, or 4 * disp size"
;
}
int
usemask
=
(
msh
.
width
>
0
&&
msh
.
height
>
0
);
if
(
usemask
&&
(
msh
!=
sh
))
LOG
(
ERROR
)
<<
"mask image must have same size as GT"
;
int
n
=
0
;
int
bad
=
0
;
int
invalid
=
0
;
float
serr
=
0
;
for
(
int
y
=
0
;
y
<
height
;
y
++
)
{
for
(
int
x
=
0
;
x
<
width
;
x
++
)
{
float
gt
=
gtdisp
.
at
(
x
,
y
,
0
);
if
(
gt
==
INFINITY
)
// unknown
continue
;
float
d
=
scale
*
disp
.
at
(
x
/
scale
,
y
/
scale
,
0
);
int
valid
=
(
d
!=
INFINITY
);
if
(
valid
)
{
float
maxd
=
scale
*
maxdisp
;
// max disp range
d
=
__max
(
0
,
__min
(
maxd
,
d
));
// clip disps to max disp range
}
if
(
valid
&&
rounddisp
)
d
=
round
(
d
);
float
err
=
fabs
(
d
-
gt
);
if
(
usemask
&&
mask
.
at
(
x
,
y
,
0
)
!=
255
)
{
// don't evaluate pixel
}
else
{
n
++
;
if
(
valid
)
{
serr
+=
err
;
if
(
err
>
badthresh
)
{
bad
++
;
}
}
else
{
// invalid (i.e. hole in sparse disp map)
invalid
++
;
}
}
}
}
float
badpercent
=
100.0
*
bad
/
n
;
float
invalidpercent
=
100.0
*
invalid
/
n
;
float
totalbadpercent
=
100.0
*
(
bad
+
invalid
)
/
n
;
float
avgErr
=
serr
/
(
n
-
invalid
);
// CHANGED 10/14/2014 -- was: serr / n
//printf("mask bad%.1f invalid totbad avgErr\n", badthresh);
printf
(
"%4.1f %6.2f %6.2f %6.2f %6.2f
\n
"
,
100.0
*
n
/
(
width
*
height
),
badpercent
,
invalidpercent
,
totalbadpercent
,
avgErr
);
}
void
ftl
::
middlebury
::
test
(
nlohmann
::
json
&
config
)
{
// Load dataset images
Mat
l
=
imread
((
string
)
config
[
"middlebury"
][
"dataset"
]
+
"/im0.png"
);
Mat
r
=
imread
((
string
)
config
[
"middlebury"
][
"dataset"
]
+
"/im1.png"
);
// Load ground truth
Mat
gt
;
readFilePFM
(
gt
,
(
string
)
config
[
"middlebury"
][
"dataset"
]
+
"disp0.pfm"
);
// Run algorithm
auto
disparity
=
Disparity
::
create
(
config
[
"disparity"
]);
cvtColor
(
l
,
l
,
COLOR_BGR2GRAY
);
cvtColor
(
r
,
r
,
COLOR_BGR2GRAY
);
Mat
disp
;
disparity
->
compute
(
l
,
r
,
disp
);
disp
.
convertTo
(
disp
,
CV_32F
);
// Display results
evaldisp
(
disp
,
gt
,
Mat
(),
(
float
)
config
[
"middlebury"
][
"threshold"
],
(
int
)
config
[
"disparity"
][
"maximum"
],
0
);
imshow
(
"Ground Truth"
,
gt
);
imshow
(
"Disparity"
,
disp
);
/*cv::putText(yourImageMat,
"Here is some text",
cv::Point(5,5), // Coordinates
cv::FONT_HERSHEY_COMPLEX_SMALL, // Font
1.0, // Scale. 2.0 = 2x bigger
cv::Scalar(255,255,255), // BGR Color
1, // Line Thickness (Optional)
cv::CV_AA); // Anti-alias (Optional)*/
}
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