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Elphel
imagej-elphel
Commits
02ce184f
Commit
02ce184f
authored
Jan 05, 2017
by
Andrey Filippov
Browse files
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Plain Diff
changing flavor of dctiii
parent
47f42826
Changes
4
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Showing
4 changed files
with
236 additions
and
7 deletions
+236
-7
DttRad2.java
src/main/java/DttRad2.java
+127
-3
EyesisDCT.java
src/main/java/EyesisDCT.java
+16
-1
FactorConvKernel.java
src/main/java/FactorConvKernel.java
+7
-1
ImageDtt.java
src/main/java/ImageDtt.java
+86
-2
No files found.
src/main/java/DttRad2.java
View file @
02ce184f
...
@@ -30,6 +30,9 @@
...
@@ -30,6 +30,9 @@
public
class
DttRad2
{
public
class
DttRad2
{
int
N
=
0
;
int
N
=
0
;
double
[][][]
CII
=
null
;
double
[][][]
CII
=
null
;
double
[][][]
CIIe
=
null
;
// alternative matrix with all coefficients the same (non-orthogonal, but matching DFT)
double
[][][]
CIIIe
=
null
;
// alternative matrix with k0=1/2, k(n-1) = 1/2 (non-orthogonal, but matching DFT)
double
[][][]
CIV
=
null
;
double
[][][]
CIV
=
null
;
double
[][][]
SIV
=
null
;
double
[][][]
SIV
=
null
;
double
[][]
CN1
=
null
;
double
[][]
CN1
=
null
;
...
@@ -247,6 +250,31 @@ public class DttRad2 {
...
@@ -247,6 +250,31 @@ public class DttRad2 {
return
y
;
return
y
;
}
}
public
double
[]
dttt_iie
(
double
[]
x
){
return
dttt_iie
(
x
,
1
<<
(
ilog2
(
x
.
length
)/
2
));
}
public
double
[]
dttt_iie
(
double
[]
x
,
int
n
){
double
[]
y
=
new
double
[
n
*
n
];
double
[]
line
=
new
double
[
n
];
// first (horizontal) pass
for
(
int
i
=
0
;
i
<
n
;
i
++){
System
.
arraycopy
(
x
,
n
*
i
,
line
,
0
,
n
);
line
=
dctiie_direct
(
line
);
for
(
int
j
=
0
;
j
<
n
;
j
++)
y
[
j
*
n
+
i
]
=
line
[
j
];
// transpose
}
// second (vertical) pass
for
(
int
i
=
0
;
i
<
n
;
i
++){
System
.
arraycopy
(
y
,
n
*
i
,
line
,
0
,
n
);
line
=
dctiie_direct
(
line
);
System
.
arraycopy
(
line
,
0
,
y
,
n
*
i
,
n
);
}
return
y
;
}
public
double
[]
dttt_iii
(
double
[]
x
){
public
double
[]
dttt_iii
(
double
[]
x
){
return
dttt_iii
(
x
,
1
<<
(
ilog2
(
x
.
length
)/
2
));
return
dttt_iii
(
x
,
1
<<
(
ilog2
(
x
.
length
)/
2
));
}
}
...
@@ -269,8 +297,27 @@ public class DttRad2 {
...
@@ -269,8 +297,27 @@ public class DttRad2 {
return
y
;
return
y
;
}
}
public
double
[]
dttt_iiie
(
double
[]
x
){
return
dttt_iiie
(
x
,
1
<<
(
ilog2
(
x
.
length
)/
2
));
}
public
double
[]
dttt_iiie
(
double
[]
x
,
int
n
){
double
[]
y
=
new
double
[
n
*
n
];
double
[]
line
=
new
double
[
n
];
// first (horizontal) pass
for
(
int
i
=
0
;
i
<
n
;
i
++){
System
.
arraycopy
(
x
,
n
*
i
,
line
,
0
,
n
);
line
=
dctiiie_direct
(
line
);
for
(
int
j
=
0
;
j
<
n
;
j
++)
y
[
j
*
n
+
i
]
=
line
[
j
];
// transpose
}
// second (vertical) pass
for
(
int
i
=
0
;
i
<
n
;
i
++){
System
.
arraycopy
(
y
,
n
*
i
,
line
,
0
,
n
);
line
=
dctiiie_direct
(
line
);
System
.
arraycopy
(
line
,
0
,
y
,
n
*
i
,
n
);
}
return
y
;
}
public
void
set_window
(){
public
void
set_window
(){
set_window
(
0
);
set_window
(
0
);
...
@@ -343,6 +390,23 @@ public class DttRad2 {
...
@@ -343,6 +390,23 @@ public class DttRad2 {
return
y
;
return
y
;
}
}
public
double
[]
dctiie_direct
(
double
[]
x
){
int
n
=
x
.
length
;
int
t
=
ilog2
(
n
)-
1
;
if
(
CIIe
==
null
){
setup_CIIe
(
N
);
// just full size
}
double
[]
y
=
new
double
[
n
];
for
(
int
i
=
0
;
i
<
n
;
i
++)
{
y
[
i
]
=
0.0
;
for
(
int
j
=
0
;
j
<
n
;
j
++){
y
[
i
]+=
CIIe
[
t
][
i
][
j
]*
x
[
j
];
}
}
return
y
;
}
public
double
[]
dctiii_direct
(
double
[]
x
){
public
double
[]
dctiii_direct
(
double
[]
x
){
// CIII=transp(CII)
// CIII=transp(CII)
int
n
=
x
.
length
;
int
n
=
x
.
length
;
...
@@ -360,6 +424,21 @@ public class DttRad2 {
...
@@ -360,6 +424,21 @@ public class DttRad2 {
return
y
;
return
y
;
}
}
public
double
[]
dctiiie_direct
(
double
[]
x
){
int
n
=
x
.
length
;
int
t
=
ilog2
(
n
)-
1
;
if
(
CIIIe
==
null
){
setup_CIIIe
(
N
);
// just full size
}
double
[]
y
=
new
double
[
n
];
for
(
int
i
=
0
;
i
<
n
;
i
++)
{
y
[
i
]
=
0.0
;
for
(
int
j
=
0
;
j
<
n
;
j
++){
y
[
i
]+=
CIIIe
[
t
][
i
][
j
]*
x
[
j
];
}
}
return
y
;
}
public
double
[]
dctiv_direct
(
double
[]
x
){
public
double
[]
dctiv_direct
(
double
[]
x
){
int
n
=
x
.
length
;
int
n
=
x
.
length
;
...
@@ -432,6 +511,51 @@ public class DttRad2 {
...
@@ -432,6 +511,51 @@ public class DttRad2 {
}
}
}
}
private
void
setup_CIIe
(
int
maxN
){
if
(
maxN
>
N
)
setup_arrays
(
maxN
);
int
l
=
ilog2
(
N
);
if
(!(
CIIe
==
null
)
&&
(
CIIe
.
length
>=
l
))
return
;
CIIe
=
new
double
[
l
][][];
// only needed for direct? Assign only when needed?
for
(
int
t
=
0
;
t
<
CIIe
.
length
;
t
++)
{
int
n
=
2
<<
t
;
// for N==3: 2, 4, 8
CIIe
[
t
]
=
new
double
[
n
][
n
];
double
scale
=
Math
.
sqrt
(
2.0
/
n
);
// double ej;
double
pi_2n
=
Math
.
PI
/(
2
*
n
);
for
(
int
j
=
0
;
j
<
n
;
j
++){
// if (j==0) ej= Math.sqrt(0.5);
// else ej = 1.0;
for
(
int
k
=
0
;
k
<
n
;
k
++){
CIIe
[
t
][
j
][
k
]
=
scale
*
Math
.
cos
(
j
*(
2
*
k
+
1
)*
pi_2n
);
}
}
}
}
private
void
setup_CIIIe
(
int
maxN
){
if
(
maxN
>
N
)
setup_arrays
(
maxN
);
int
l
=
ilog2
(
N
);
if
(!(
CIIIe
==
null
)
&&
(
CIIIe
.
length
>=
l
))
return
;
CIIIe
=
new
double
[
l
][][];
// only needed for direct? Assign only when needed?
for
(
int
t
=
0
;
t
<
CIIIe
.
length
;
t
++)
{
int
n
=
2
<<
t
;
// for N==3: 2, 4, 8
CIIIe
[
t
]
=
new
double
[
n
][
n
];
double
scale
=
Math
.
sqrt
(
2.0
/
n
);
double
ej
;
double
pi_2n
=
Math
.
PI
/(
2
*
n
);
for
(
int
j
=
0
;
j
<
n
;
j
++){
// if ((j==0) || (j == (n-1))) ej= 0.5; // Math.sqrt(0.5);
if
(
j
==
0
)
ej
=
0.5
;
// Math.sqrt(0.5);
else
ej
=
1.0
;
for
(
int
k
=
0
;
k
<
n
;
k
++){
// CIIIe[t][j][k] = scale * ej * Math.cos(j*(2*k+1)*pi_2n);
CIIIe
[
t
][
k
][
j
]
=
scale
*
ej
*
Math
.
cos
(
j
*(
2
*
k
+
1
)*
pi_2n
);
}
}
}
}
private
void
setup_CIV
(
int
maxN
){
private
void
setup_CIV
(
int
maxN
){
if
(
maxN
>
N
)
setup_arrays
(
maxN
);
if
(
maxN
>
N
)
setup_arrays
(
maxN
);
int
l
=
ilog2
(
N
);
int
l
=
ilog2
(
N
);
...
...
src/main/java/EyesisDCT.java
View file @
02ce184f
...
@@ -698,6 +698,20 @@ public class EyesisDCT {
...
@@ -698,6 +698,20 @@ public class EyesisDCT {
kernels
[
chn
].
st_kernels
[
nc
][
tileY
][
tileX
][
i
]
*=
scale_asym
;
kernels
[
chn
].
st_kernels
[
nc
][
tileY
][
tileX
][
i
]
*=
scale_asym
;
}
}
}
}
if
(
dct_parameters
.
dbg_mode
==
0
){
// normalize sym kernel regardless of asym:
double
scale_sym
=
0.0
;
for
(
int
i
=
0
;
i
<
dct_size
;
i
++){
for
(
int
j
=
0
;
j
<
dct_size
;
j
++){
double
d
=
kernels
[
chn
].
st_kernels
[
nc
][
tileY
][
tileX
][
i
*
dct_size
+
j
];
if
(
i
>
0
)
d
*=
2
;
if
(
j
>
0
)
d
*=
2
;
scale_sym
+=
d
;
}
}
for
(
int
i
=
0
;
i
<
kernels
[
chn
].
st_kernels
[
nc
][
tileY
][
tileX
].
length
;
i
++)
{
kernels
[
chn
].
st_kernels
[
nc
][
tileY
][
tileX
][
i
]
/=
scale_sym
;
}
}
// Make a copy of direct kernels (debug feature, may be removed later)
// Make a copy of direct kernels (debug feature, may be removed later)
for
(
int
i
=
0
;
i
<
dct_size
;
i
++){
for
(
int
i
=
0
;
i
<
dct_size
;
i
++){
System
.
arraycopy
(
// copy one kernel line
System
.
arraycopy
(
// copy one kernel line
...
@@ -712,7 +726,8 @@ public class EyesisDCT {
...
@@ -712,7 +726,8 @@ public class EyesisDCT {
kernels
[
chn
].
st_kernels
[
nc
][
tileY
][
tileX
][
i
]
*=
dct_size
;
kernels
[
chn
].
st_kernels
[
nc
][
tileY
][
tileX
][
i
]
*=
dct_size
;
}
}
kernels
[
chn
].
st_kernels
[
nc
][
tileY
][
tileX
]=
dtt
.
dttt_iii
(
kernels
[
chn
].
st_kernels
[
nc
][
tileY
][
tileX
]);
// kernels[chn].st_kernels[nc][tileY][tileX]= dtt.dttt_iii(kernels[chn].st_kernels[nc][tileY][tileX]);
kernels
[
chn
].
st_kernels
[
nc
][
tileY
][
tileX
]=
dtt
.
dttt_iiie
(
kernels
[
chn
].
st_kernels
[
nc
][
tileY
][
tileX
]);
}
}
// System.out.println("tileY="+tileY);
// System.out.println("tileY="+tileY);
}
}
...
...
src/main/java/FactorConvKernel.java
View file @
02ce184f
...
@@ -106,7 +106,13 @@ public class FactorConvKernel {
...
@@ -106,7 +106,13 @@ public class FactorConvKernel {
public
double
[]
weight
=
null
;
// same length as fX - combineds weights (used while calculating JTByJ, JTByDiff, DiffByDiff
public
double
[]
weight
=
null
;
// same length as fX - combineds weights (used while calculating JTByJ, JTByDiff, DiffByDiff
// when calculating weight2 - use kernel_masks[1] (zero if false), weights[1] contains full
// when calculating weight2 - use kernel_masks[1] (zero if false), weights[1] contains full
// normalized so that sum == 1.0
// normalized so that sum == 1.0
public
double
target_dc
=
0
;
// weigted (with traget weight) average value of the target kernel
public
double
target_dc
=
0.0
;
// weighted (with target weight) average value of the target kernel
// enforcing sum_target = sum_asym*sum_sym for DCT-IV (sum_sym for full (2*sym_radius-1)*(2*sym_radius-1)
public
double
sum_target
=
0.0
;
// sum of all target kernel pixels
public
double
sum_sym
=
0.0
;
// sum of all sym_kernel pixels, extended to (2*sym_radius-1)*(2*sym_radius-1), updated when fX is calculated
public
double
sum_asym
=
0.0
;
// sum of all asym_kernel pixels (updated when fX is calculated)
public
double
[][]
weights
=
{
null
,
null
,
null
,
{
0.0
}};
// [0] - weighs for the convolution array, [1] - for asym_kernel, [2] - for sym_kernel
public
double
[][]
weights
=
{
null
,
null
,
null
,
{
0.0
}};
// [0] - weighs for the convolution array, [1] - for asym_kernel, [2] - for sym_kernel
// [3] (single element) - for DC (average}
// [3] (single element) - for DC (average}
/*?*/
public
double
weight_pure
=
0.0
;
// 0.. 1.0 - fraction of weights for the convolution part
/*?*/
public
double
weight_pure
=
0.0
;
// 0.. 1.0 - fraction of weights for the convolution part
...
...
src/main/java/ImageDtt.java
View file @
02ce184f
...
@@ -238,6 +238,7 @@ public class ImageDtt {
...
@@ -238,6 +238,7 @@ public class ImageDtt {
dctParameters
.
convolve_direct
,
dctParameters
.
convolve_direct
,
dctParameters
.
tileX
,
dctParameters
.
tileX
,
dctParameters
.
tileY
,
dctParameters
.
tileY
,
dctParameters
.
dbg_mode
,
threadsMax
,
// maximal number of threads to launch
threadsMax
,
// maximal number of threads to launch
debugLevel
);
debugLevel
);
}
}
...
@@ -258,6 +259,7 @@ public class ImageDtt {
...
@@ -258,6 +259,7 @@ public class ImageDtt {
final
boolean
convolve_direct
,
// test feature - convolve directly with the symmetrical kernel
final
boolean
convolve_direct
,
// test feature - convolve directly with the symmetrical kernel
final
int
debug_tileX
,
final
int
debug_tileX
,
final
int
debug_tileY
,
final
int
debug_tileY
,
final
int
debug_mode
,
final
int
threadsMax
,
// maximal number of threads to launch
final
int
threadsMax
,
// maximal number of threads to launch
final
int
globalDebugLevel
)
final
int
globalDebugLevel
)
{
{
...
@@ -274,6 +276,25 @@ public class ImageDtt {
...
@@ -274,6 +276,25 @@ public class ImageDtt {
for
(
int
i
=
0
;
i
<
dctdc_data
[
tileY
][
tileX
].
length
;
i
++)
dctdc_data
[
tileY
][
tileX
][
i
]=
0.0
;
// actually not needed, Java initializes arrays
for
(
int
i
=
0
;
i
<
dctdc_data
[
tileY
][
tileX
].
length
;
i
++)
dctdc_data
[
tileY
][
tileX
][
i
]=
0.0
;
// actually not needed, Java initializes arrays
}
}
}
}
double
[]
dc
=
new
double
[
dct_size
*
dct_size
];
for
(
int
i
=
0
;
i
<
dc
.
length
;
i
++)
dc
[
i
]
=
1.0
;
DttRad2
dtt0
=
new
DttRad2
(
dct_size
);
dtt0
.
set_window
(
window_type
);
final
double
[]
dciii
=
dtt0
.
dttt_iii
(
dc
,
dct_size
);
final
double
[]
dciiie
=
dtt0
.
dttt_iiie
(
dc
,
dct_size
);
if
(
color
==
2
)
{
double
[][]
dcx
=
{
dc
,
dciii
,
dciiie
,
dtt0
.
dttt_ii
(
dc
,
dct_size
),
dtt0
.
dttt_iie
(
dc
,
dct_size
)};
showDoubleFloatArrays
sdfa_instance0
=
new
showDoubleFloatArrays
();
// just for debugging?
sdfa_instance0
.
showArrays
(
dcx
,
dct_size
,
dct_size
,
true
,
"dcx"
);
}
/*
tile_out=dtt.dttt_iv (tile_folded, dct_mode, dct_size);
*/
System
.
out
.
println
(
"lapped_dctdc(): width="
+
width
+
" height="
+
height
);
System
.
out
.
println
(
"lapped_dctdc(): width="
+
width
+
" height="
+
height
);
for
(
int
ithread
=
0
;
ithread
<
threads
.
length
;
ithread
++)
{
for
(
int
ithread
=
0
;
ithread
<
threads
.
length
;
ithread
++)
{
...
@@ -291,7 +312,7 @@ public class ImageDtt {
...
@@ -291,7 +312,7 @@ public class ImageDtt {
int
tileY
,
tileX
;
int
tileY
,
tileX
;
int
n2
=
dct_size
*
2
;
int
n2
=
dct_size
*
2
;
double
dc
;
double
dc
;
double
[]
tile_out_copy
=
null
;
showDoubleFloatArrays
sdfa_instance
=
new
showDoubleFloatArrays
();
// just for debugging?
showDoubleFloatArrays
sdfa_instance
=
new
showDoubleFloatArrays
();
// just for debugging?
for
(
int
nTile
=
ai
.
getAndIncrement
();
nTile
<
nTiles
;
nTile
=
ai
.
getAndIncrement
())
{
for
(
int
nTile
=
ai
.
getAndIncrement
();
nTile
<
nTiles
;
nTile
=
ai
.
getAndIncrement
())
{
...
@@ -463,12 +484,74 @@ public class ImageDtt {
...
@@ -463,12 +484,74 @@ public class ImageDtt {
for
(
int
i
=
0
;
i
<
tile_folded
.
length
;
i
++)
tile_folded
[
i
]
-=
dc
;
for
(
int
i
=
0
;
i
<
tile_folded
.
length
;
i
++)
tile_folded
[
i
]
-=
dc
;
}
}
tile_out
=
dtt
.
dttt_iv
(
tile_folded
,
dct_mode
,
dct_size
);
tile_out
=
dtt
.
dttt_iv
(
tile_folded
,
dct_mode
,
dct_size
);
if
((
dct_kernels
!=
null
)
&&
!
skip_sym
){
// convolve in frequency domain with sym_kernel
double
s0
=
0
;
if
(
debug_mode
==
2
){
for
(
int
i
=
0
;
i
<
dct_kernels
.
st_kernels
[
color
][
kernelTileY
][
kernelTileX
].
length
;
i
++){
s0
+=
dct_kernels
.
st_kernels
[
color
][
kernelTileY
][
kernelTileX
][
i
];
}
s0
=
dct_size
*
dct_size
/
s0
;
}
else
if
(
debug_mode
==
3
){
for
(
int
i
=
0
;
i
<
dct_size
;
i
++){
double
scale0
=
(
i
>
0
)?
2.0
:
1.0
;
for
(
int
j
=
0
;
j
<
dct_size
;
j
++){
double
scale
=
scale0
*((
j
>
0
)?
2.0
:
1.0
);
int
indx
=
i
*
dct_size
+
j
;
s0
+=
scale
*
dct_kernels
.
st_kernels
[
color
][
kernelTileY
][
kernelTileX
][
indx
];
}
}
s0
=
(
2
*
dct_size
-
1
)*(
2
*
dct_size
-
1
)/
s0
;
}
else
if
(
debug_mode
==
4
){
//dciii
for
(
int
i
=
0
;
i
<
dct_kernels
.
st_kernels
[
color
][
kernelTileY
][
kernelTileX
].
length
;
i
++){
s0
+=
dciii
[
i
]*
dct_kernels
.
st_kernels
[
color
][
kernelTileY
][
kernelTileX
][
i
];
}
s0
=
dct_size
*
dct_size
/
s0
;
}
else
s0
=
1.0
;
for
(
int
i
=
0
;
i
<
tile_out
.
length
;
i
++){
tile_out
[
i
]
*=
s0
;
}
}
if
((
tileY
==
debug_tileY
)
&&
(
tileX
==
debug_tileX
)
&&
(
color
==
2
))
{
tile_out_copy
=
tile_out
.
clone
();
}
if
((
dct_kernels
!=
null
)
&&
!
skip_sym
){
// convolve in frequency domain with sym_kernel
if
((
dct_kernels
!=
null
)
&&
!
skip_sym
){
// convolve in frequency domain with sym_kernel
for
(
int
i
=
0
;
i
<
tile_out
.
length
;
i
++){
for
(
int
i
=
0
;
i
<
tile_out
.
length
;
i
++){
tile_out
[
i
]
*=
dct_kernels
.
st_kernels
[
color
][
kernelTileY
][
kernelTileX
][
i
];
tile_out
[
i
]
*=
dct_kernels
.
st_kernels
[
color
][
kernelTileY
][
kernelTileX
][
i
];
}
}
}
}
if
((
tileY
==
debug_tileY
)
&&
(
tileX
==
debug_tileX
)
&&
(
color
==
2
))
{
double
[][]
dbg_tile
=
{
dct_kernels
.
st_direct
[
color
][
kernelTileY
][
kernelTileX
],
dct_kernels
.
st_kernels
[
color
][
kernelTileY
][
kernelTileX
],
tile_out_copy
,
tile_out
};
sdfa_instance
.
showArrays
(
tile_in
,
n2
,
n2
,
"tile_in-X"
+
tileX
+
"Y"
+
tileY
+
"C"
+
color
);
sdfa_instance
.
showArrays
(
dbg_tile
,
dct_size
,
dct_size
,
true
,
"dbg-X"
+
tileX
+
"Y"
+
tileY
+
"C"
+
color
);
System
.
out
.
println
(
"tileY="
+
tileY
+
" tileX="
+
tileX
+
" kernelTileY="
+
kernelTileY
+
" kernelTileX="
+
kernelTileX
);
double
s0
=
0.0
,
s1
=
0.0
,
s2
=
0.0
,
s3
=
0.0
;
for
(
int
i
=
0
;
i
<
dct_size
;
i
++){
double
scale0
=
(
i
>
0
)?
2.0
:
1.0
;
for
(
int
j
=
0
;
j
<
dct_size
;
j
++){
double
scale
=
scale0
*((
j
>
0
)?
2.0
:
1.0
);
int
indx
=
i
*
dct_size
+
j
;
s0
+=
scale
*
dct_kernels
.
st_direct
[
color
][
kernelTileY
][
kernelTileX
][
indx
];
s1
+=
scale
*
dct_kernels
.
st_kernels
[
color
][
kernelTileY
][
kernelTileX
][
indx
];
s2
+=
dct_kernels
.
st_kernels
[
color
][
kernelTileY
][
kernelTileX
][
indx
];
s3
+=
dciii
[
indx
]*
dct_kernels
.
st_kernels
[
color
][
kernelTileY
][
kernelTileX
][
indx
];
}
}
System
.
out
.
println
(
"s0="
+
s0
+
" s1="
+
s1
+
" s2="
+
s2
+
" s3="
+
s3
);
}
System
.
arraycopy
(
tile_out
,
0
,
dctdc_data
[
tileY
][
tileX
],
0
,
tile_out
.
length
);
System
.
arraycopy
(
tile_out
,
0
,
dctdc_data
[
tileY
][
tileX
],
0
,
tile_out
.
length
);
dctdc_data
[
tileY
][
tileX
][
tile_out
.
length
]
=
dc
;
dctdc_data
[
tileY
][
tileX
][
tile_out
.
length
]
=
dc
;
}
}
...
@@ -546,7 +629,8 @@ public class ImageDtt {
...
@@ -546,7 +629,8 @@ public class ImageDtt {
}
}
}
}
DttRad2
dtt
=
new
DttRad2
(
dct_size
);
DttRad2
dtt
=
new
DttRad2
(
dct_size
);
final
double
[]
filter
=
dtt
.
dttt_iii
(
filter_direct
);
// final double [] filter= dtt.dttt_iii(filter_direct);
final
double
[]
filter
=
dtt
.
dttt_iiie
(
filter_direct
);
for
(
int
i
=
0
;
i
<
filter
.
length
;
i
++)
filter
[
i
]
*=
dct_size
;
for
(
int
i
=
0
;
i
<
filter
.
length
;
i
++)
filter
[
i
]
*=
dct_size
;
if
(
globalDebugLevel
>
2
)
{
if
(
globalDebugLevel
>
2
)
{
...
...
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