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Elphel
imagej-elphel
Commits
82ae5d53
Commit
82ae5d53
authored
Oct 05, 2020
by
Andrey Filippov
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preparing macro tiles for optical flow with CLT
parent
ca22efc3
Changes
3
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Showing
3 changed files
with
391 additions
and
189 deletions
+391
-189
ErsCorrection.java
...n/java/com/elphel/imagej/tileprocessor/ErsCorrection.java
+71
-13
OpticalFlow.java
...ain/java/com/elphel/imagej/tileprocessor/OpticalFlow.java
+314
-173
TwoQuadCLT.java
...main/java/com/elphel/imagej/tileprocessor/TwoQuadCLT.java
+6
-3
No files found.
src/main/java/com/elphel/imagej/tileprocessor/ErsCorrection.java
View file @
82ae5d53
...
...
@@ -397,6 +397,8 @@ public class ErsCorrection extends GeometryCorrection {
public
void
setupERS
()
{
double
ers_sign
=
1.0
;
// -1.0; // invert all corrections to opposite?
ers_xyz
=
new
double
[
pixelCorrectionHeight
][
3
];
ers_xyz_dt
=
new
double
[
pixelCorrectionHeight
][
3
];
ers_quaternion
=
new
Quaternion
[
pixelCorrectionHeight
];
...
...
@@ -414,12 +416,12 @@ public class ErsCorrection extends GeometryCorrection {
Quaternion
quat_center2
=
new
Quaternion
(
0.0
,
ers_watr_center_d2t
[
1
],
ers_watr_center_d2t
[
0
],
ers_watr_center_d2t
[
2
]);
// angular velocity 1/s :tilt, az, roll
// integration to the bottom of the image
double
dt
=
line_time
;
double
dt
=
ers_sign
*
line_time
;
double
[]
wxy0
=
ers_wxyz_center
.
clone
();
double
[]
wxy1
=
ers_wxyz_center_dt
.
clone
();
double
[]
wxy2
=
ers_wxyz_center_d2t
.
clone
();
// bottom half rotations
dt
=
line_time
;
dt
=
ers_sign
*
line_time
;
Quaternion
q0
=
quat_center0
.
multiply
(
1.0
);
// clone() orientation
Quaternion
q1
=
quat_center1
.
multiply
(
1.0
);
// clone() angular velocity (pure)
Quaternion
q2
=
quat_center2
.
multiply
(
1.0
);
// clone() angular accelerations (pure)
...
...
@@ -432,7 +434,7 @@ public class ErsCorrection extends GeometryCorrection {
q1
=
q1_next
;
}
// top half-frame rotations
dt
=
-
line_time
;
dt
=
-
ers_sign
*
line_time
;
q0
=
quat_center0
.
multiply
(
1.0
);
// clone() orientation
q1
=
quat_center1
.
multiply
(
1.0
);
// clone() angular velocity (pure)
q2
=
quat_center2
.
multiply
(
1.0
);
// clone() angular accelerations (pure)
...
...
@@ -470,7 +472,7 @@ public class ErsCorrection extends GeometryCorrection {
wxy1
[
i
]
=
wxy1_next
;
}
}
dt
=
-
line_time
;
dt
=
-
ers_sign
*
line_time
;
wxy0
=
ers_wxyz_center
.
clone
();
wxy1
=
ers_wxyz_center_dt
.
clone
();
for
(
int
h
=
cent_h
;
h
>=
0
;
h
--)
{
...
...
@@ -502,10 +504,9 @@ public class ErsCorrection extends GeometryCorrection {
public
double
[]
getImageCoordinatesERS
(
QuadCLT
cameraQuadCLT
,
// camera station that got image to be to be matched
double
px
,
// pixel coordinate X in this camera view
double
py
,
// pixel coordinate Y in this camera view
double
disparity
,
// this view disparity
double
px
,
// pixel coordinate X in the reference view
double
py
,
// pixel coordinate Y in the reference view
double
disparity
,
// this reference disparity
boolean
distortedView
,
// This camera view is distorted (diff.rect), false - rectilinear
double
[]
reference_xyz
,
// this view position in world coordinates (typically zero3)
double
[]
reference_atr
,
// this view orientation relative to world frame (typically zero3)
...
...
@@ -540,14 +541,14 @@ public class ErsCorrection extends GeometryCorrection {
if
(
xyzw
[
2
]
>
0
)
{
return
null
;
// can not match object behind the camera
}
ErsCorrection
ers_
other
=
this
;
ErsCorrection
ers_
camera
=
this
;
if
(
cameraQuadCLT
!=
null
)
{
ers_
other
=
cameraQuadCLT
.
getErsCorrection
();
ers_
camera
=
cameraQuadCLT
.
getErsCorrection
();
}
if
(
camera_xyz
==
null
)
camera_xyz
=
ers_
other
.
camera_xyz
;
if
(
camera_atr
==
null
)
camera_atr
=
ers_
other
.
camera_atr
;
if
(
camera_xyz
==
null
)
camera_xyz
=
ers_
camera
.
camera_xyz
;
if
(
camera_atr
==
null
)
camera_atr
=
ers_
camera
.
camera_atr
;
double
[]
pXpYD
=
ers_
other
.
getImageCoordinatesERS
(
// USED in lwir
double
[]
pXpYD
=
ers_
camera
.
getImageCoordinatesERS
(
// USED in lwir
xyzw
,
distortedCamera
,
camera_xyz
,
// camera center in world coordinates
...
...
@@ -557,6 +558,63 @@ public class ErsCorrection extends GeometryCorrection {
return
pXpYD
;
}
public
double
[]
getImageCoordinatesReferenceERS
(
QuadCLT
cameraQuadCLT
,
// camera station that got image to be to be matched
double
px
,
// pixel coordinate X in this camera view
double
py
,
// pixel coordinate Y in this camera view
double
disparity
,
// this view disparity
boolean
distortedView
,
// This camera view is distorted (diff.rect), false - rectilinear
double
[]
reference_xyz
,
// this view position in world coordinates (typically zero3)
double
[]
reference_atr
,
// this view orientation relative to world frame (typically zero3)
boolean
distortedCamera
,
// camera view is distorted (false - rectilinear)
double
[]
camera_xyz
,
// camera center in world coordinates
double
[]
camera_atr
,
// camera orientation relative to world frame
double
line_err
)
// threshold error in scan lines (1.0)
{
if
(
reference_xyz
==
null
)
reference_xyz
=
this
.
camera_xyz
;
if
(
reference_atr
==
null
)
reference_atr
=
this
.
camera_atr
;
ErsCorrection
ers_camera
=
this
;
if
(
cameraQuadCLT
!=
null
)
{
ers_camera
=
cameraQuadCLT
.
getErsCorrection
();
}
if
(
camera_xyz
==
null
)
camera_xyz
=
ers_camera
.
camera_xyz
;
if
(
camera_atr
==
null
)
camera_atr
=
ers_camera
.
camera_atr
;
// Find world coordinates of the camera pixel
double
[]
xyzw
=
ers_camera
.
getWorldCoordinatesERS
(
// {x - left,y - up, z (0 at camera, negative away), 1} for real, {x,y,z,0} - for infinity
px
,
py
,
disparity
,
distortedView
,
// correct distortion (will need corrected background too !)
camera_xyz
,
// camera center in world coordinates
camera_atr
);
// camera orientation relative to world frame
if
(
xyzw
==
null
)
{
return
null
;
}
if
(
xyzw
[
3
]
==
0.0
)
{
// infinity
/*
if (xyzw[2] > 0) {
for (int i = 0; i < 3; i++) {
xyzw[i] = -xyzw[i];
}
}
*/
}
if
(
xyzw
[
2
]
>
0
)
{
return
null
;
// can not match object behind the camera
}
double
[]
pXpYD
=
ers_camera
.
getImageCoordinatesERS
(
// USED in lwir
xyzw
,
distortedCamera
,
reference_xyz
,
// camera center in world coordinates
reference_atr
,
// camera orientation relative to world frame
line_err
);
// threshold error in scan lines (1.0)
return
pXpYD
;
}
/**
* Get real world coordinates from pixel coordinates and nominal disparity
...
...
src/main/java/com/elphel/imagej/tileprocessor/OpticalFlow.java
View file @
82ae5d53
...
...
@@ -67,13 +67,6 @@ public class OpticalFlow {
for
(
int
ithread
=
0
;
ithread
<
threads
.
length
;
ithread
++)
{
threads
[
ithread
]
=
new
Thread
()
{
public
void
run
()
{
/*
final boolean [] fixed = new boolean [fullTileLen];
final TileNeibs tn = new TileNeibs(fullTileSize, fullTileSize);
double [] slice_in = new double [fullTileLen];
double [] slice_out = new double [fullTileLen];
// double [] strength = new double [fullTileLen];
*/
for
(
int
iMTile
=
ai
.
getAndIncrement
();
iMTile
<
nan_tiles
.
length
;
iMTile
=
ai
.
getAndIncrement
())
{
if
(
iMTile
==
dbg_mtile
)
{
System
.
out
.
println
(
"iMTile = "
+
iMTile
);
...
...
@@ -85,108 +78,6 @@ public class OpticalFlow {
num_passes
,
// final int num_passes,
max_change
,
// final double max_change,
fullTileSize
);
// final int width
/*
double [] strength = nan_tiles[iMTile][QuadCLT.DSRBG_STRENGTH];
// first - process strength, then use calculated strength to fill other slices
Arrays.fill(fixed, false);
for (int i = 0; i < fixed.length; i++) {
if (!Double.isNaN(slice_in[i]) && (strength[i] > 0.0)) {
fixed[i] = true;
} else {
strength[i] = 0.0; // get rid of NaN; for non-strength will use average
}
}
System.arraycopy(strength, 0, slice_in, 0, fullTileLen);
for (int pass = 0; pass < num_passes; pass ++) {
double pass_change = 0.0;
for (int nt = 0; nt < fullTileLen; nt++) if (!fixed[nt]){
double s = 0.0;
double sw = 0.0;
double d;
for (int dir = 0; dir < 8; dir++) {
int nt1 = tn.getNeibIndex(nt, dir);
if (nt1 >=0) {
if (fixed[nt1]) {
d = strength[nt1];
}else {
d = slice_in[nt1];
}
s += d * neibw[dir];
sw += neibw[dir];
}
}
// sw should never be 0;
s /= sw;
pass_change = Math.max(pass_change, Math.abs(slice_out[nt] - s));
slice_out[nt] = s;
}
if (pass_change < max_change) {
break;
}
System.arraycopy(slice_out, 0, slice_in, 0, fullTileLen);
}
for (int i = 0; i < fixed.length; i++) if (!fixed[i]){
strength[i] = slice_out[i];
}
//non-strength
for (int iSlice = 0; iSlice < nan_tiles[iMTile].length; iSlice++) if (iSlice != QuadCLT.DSRBG_STRENGTH){
double [] slice = nan_tiles[iMTile][iSlice];
System.arraycopy(slice, 0, slice_in, 0, fullTileLen);
double fs =0.0;
double fsw = 0.0;
for (int i = 0; i < fixed.length; i++) {
if (!Double.isNaN(slice[i]) && (strength[i] > 0.0)) { // - now already non-null
fixed[i] = true;
fs += slice[i] * strength[i];
fsw += strength[i];
}
}
if (fsw <= 0.0) {
continue; // should not happen
}
fs /= fsw; // average value
for (int i = 0; i < fixed.length; i++) if (! fixed[i]){
slice_in[i] = fs;
}
for (int pass = 0; pass < num_passes; pass ++) {
double pass_change = 0.0;
for (int nt = 0; nt < fullTileLen; nt++) if (!fixed[nt]){
double s = 0.0;
double sw = 0.0;
double d;
for (int dir = 0; dir < 8; dir++) {
int nt1 = tn.getNeibIndex(nt, dir);
if (nt1 >=0) {
if (fixed[nt1]) {
d = slice[nt1];
}else {
d = slice_in[nt1];
}
double w = neibw[dir]; // * strength[nt1];
s += d * w ;
sw += w;
}
}
if (sw > 0) {
s /= sw;
}
pass_change = Math.max(pass_change, Math.abs(slice_out[nt] - s));
slice_out[nt] = s;
}
if (pass_change < max_change) {
break;
}
System.arraycopy(slice_out, 0, slice_in, 0, fullTileLen);
}
for (int i = 0; i < fixed.length; i++) if (!fixed[i]){
slice[i] = slice_out[i];
}
}
*/
}
}
}
...
...
@@ -217,7 +108,7 @@ public class OpticalFlow {
final
QuadCLT
reference_QuadClt
,
final
double
[][][]
reference_tiles
,
// prepared with prepareReferenceTiles() + fillTilesNans();
final
double
[][]
flowXY
,
// per macro tile {mismatch in image pixels in X and Y directions
final
double
[][]
flowXY_frac
,
// should be initialized as [number of macro tiles][] - returns fractional shifts [-0.5, 0.5)
final
double
[][]
flowXY_frac
,
// should be initialized as [number of macro tiles][] - returns fractional
tile
shifts [-0.5, 0.5)
final
double
tolerance_absolute
,
// absolute disparity half-range in each tile
final
double
tolerance_relative
,
// relative disparity half-range in each tile
final
double
occupancy
,
// fraction of remaining tiles (<1.0)
...
...
@@ -255,17 +146,22 @@ public class OpticalFlow {
double
wdiag
=
0.25
*
diagonal_weight
/
(
diagonal_weight
+
1.0
);
double
wortho
=
0.25
/
(
diagonal_weight
+
1.0
);
final
double
[]
neibw
=
{
wortho
,
wdiag
,
wortho
,
wdiag
,
wortho
,
wdiag
,
wortho
,
wdiag
};
final
int
dbg_mtile
=
453
;
// 500;
for
(
int
ithread
=
0
;
ithread
<
threads
.
length
;
ithread
++)
{
threads
[
ithread
]
=
new
Thread
()
{
public
void
run
()
{
double
[][]
pXpYD
=
new
double
[
fullTileLen
][];
// double [][] pXpYD = new double [fullTileLen][];
double
[][]
tXtYD
=
new
double
[
fullTileLen
][];
// measured in tiles, not pixels (disparity - still pixels)
for
(
int
iMTile
=
ai
.
getAndIncrement
();
iMTile
<
reference_tiles
.
length
;
iMTile
=
ai
.
getAndIncrement
())
if
(
reference_tiles
[
iMTile
]
!=
null
){
if
(
iMTile
==
dbg_mtile
)
{
System
.
out
.
println
(
"iMTile = "
+
iMTile
);
}
int
mtileY
=
iMTile
/
macroTilesX
;
int
mtileX
=
iMTile
%
macroTilesX
;
int
tY0
=
mtileY
*
transform_size
+
macroY0
-
transform_size
/
2
-
margin
;
int
tX0
=
mtileX
*
transform_size
+
macroX0
-
transform_size
/
2
-
margin
;
Arrays
.
fill
(
pXpYD
,
null
);
// Arrays.fill(pXpYD, null);
Arrays
.
fill
(
tXtYD
,
null
);
for
(
int
iY
=
0
;
iY
<
fullTileSize
;
iY
++)
{
int
tileY
=
tY0
+
iY
;
if
((
tileY
>=
0
)
&&
(
tileY
<
tilesY
))
{
...
...
@@ -282,7 +178,7 @@ public class OpticalFlow {
double
centerX
=
tileX
*
transform_size
+
transform_size
/
2
;
// - shiftX;
double
centerY
=
tileY
*
transform_size
+
transform_size
/
2
;
// - shiftY;
if
(!
Double
.
isNaN
(
disparity
))
{
pXpYD
[
iTile
]
=
ers_reference
.
getImageCoordinatesERS
(
double
[]
xyd
=
ers_reference
.
getImageCoordinatesERS
(
scene_QuadClt
,
// QuadCLT cameraQuadCLT, // camera station that got image to be to be matched
centerX
,
// double px, // pixel coordinate X in this camera view
centerY
,
//double py, // pixel coordinate Y in this camera view
...
...
@@ -294,27 +190,53 @@ public class OpticalFlow {
scene_xyz
,
// double [] camera_xyz, // camera center in world coordinates
scene_atr
,
// double [] camera_atr, // camera orientation relative to world frame
LINE_ERR
);
// double LINE_ERR) // threshold error in scan lines (1.0)
pXpYD
[
iTile
][
0
]
+=
flowXY
[
iMTile
][
0
];
pXpYD
[
iTile
][
1
]
+=
flowXY
[
iMTile
][
1
];
if
(
xyd
!=
null
)
{
tXtYD
[
iTile
]
=
new
double
[]
{
((
xyd
[
0
]
+
flowXY
[
iMTile
][
0
])/
transform_size
),
((
xyd
[
1
]
+
flowXY
[
iMTile
][
0
])/
transform_size
),
xyd
[
2
]};
}
else
{
tXtYD
[
iTile
]
=
null
;
}
}
else
{
pXp
YD
[
iTile
]
=
null
;
tXt
YD
[
iTile
]
=
null
;
}
}
}
}
}
if
((
debug_level
>
1
)
&&
(
iMTile
==
dbg_mtile
))
{
String
[]
dbg_titles
=
{
"tX"
,
"tY"
,
"disp"
};
String
dbg_title
=
"tXtYD-MX"
+
mtileX
+
"_MY"
+
mtileY
;
double
[][]
dbg_img
=
new
double
[
3
][
fullTileLen
];
for
(
int
nt
=
0
;
nt
<
fullTileLen
;
nt
++)
{
if
(
tXtYD
[
nt
]
!=
null
)
{
for
(
int
i
=
0
;
i
<
dbg_img
.
length
;
i
++)
dbg_img
[
i
][
nt
]
=
tXtYD
[
nt
][
i
];
}
else
{
for
(
int
i
=
0
;
i
<
dbg_img
.
length
;
i
++)
dbg_img
[
i
][
nt
]
=
Double
.
NaN
;
}
}
(
new
ShowDoubleFloatArrays
()).
showArrays
(
dbg_img
,
fullTileSize
,
fullTileSize
,
true
,
dbg_title
,
dbg_titles
);
}
// Find best fractional pixel offset
double
[]
hist_fx
=
new
double
[
hist_len
];
double
[]
hist_fy
=
new
double
[
hist_len
];
for
(
int
iY
=
0
;
iY
<
fullTileSize
;
iY
++)
{
for
(
int
iX
=
0
;
iX
<
fullTileSize
;
iX
++)
{
for
(
int
iY
=
0
;
iY
<
fullTileSize
;
iY
++)
if
(
hist_weights
[
iY
]
>
0.0
)
{
for
(
int
iX
=
0
;
iX
<
fullTileSize
;
iX
++)
if
(
hist_weights
[
iX
]
>
0.0
)
{
int
iTile
=
iX
+
iY
*
fullTileSize
;
if
(
pXp
YD
[
iTile
]
!=
null
)
{
int
hidx
=
(
int
)
Math
.
floor
((
pXpYD
[
iTile
][
0
]
-
Math
.
floor
(
pXp
YD
[
iTile
][
0
]))
*
hist_len
);
if
(
tXt
YD
[
iTile
]
!=
null
)
{
int
hidx
=
(
int
)
Math
.
floor
((
tXtYD
[
iTile
][
0
]
-
Math
.
floor
(
tXt
YD
[
iTile
][
0
]))
*
hist_len
);
if
(
hidx
<
0
)
hidx
=
0
;
else
if
(
hidx
>=
hist_len
)
hidx
=
hist_len
-
1
;
hist_fx
[
hidx
]
+=
hist_weights
[
iX
];
int
hidy
=
(
int
)
Math
.
floor
((
pXpYD
[
iTile
][
1
]
-
Math
.
floor
(
pXp
YD
[
iTile
][
1
]))
*
hist_len
);
int
hidy
=
(
int
)
Math
.
floor
((
tXtYD
[
iTile
][
1
]
-
Math
.
floor
(
tXt
YD
[
iTile
][
1
]))
*
hist_len
);
if
(
hidy
<
0
)
hidy
=
0
;
else
if
(
hidy
>=
hist_len
)
hidy
=
hist_len
-
1
;
hist_fy
[
hidy
]
+=
hist_weights
[
iY
];
...
...
@@ -333,13 +255,13 @@ public class OpticalFlow {
for
(
int
iY
=
0
;
iY
<
fullTileSize
;
iY
++)
{
for
(
int
iX
=
0
;
iX
<
fullTileSize
;
iX
++)
{
int
iTile
=
iX
+
iY
*
fullTileSize
;
if
(
pXp
YD
[
iTile
]
!=
null
)
{
if
(
tXt
YD
[
iTile
]
!=
null
)
{
double
wx
=
hist_weights
[
iX
];
double
wy
=
hist_weights
[
iX
];
double
dx
=
pXp
YD
[
iTile
][
0
]
-
offsX
;
double
dy
=
pXp
YD
[
iTile
][
1
]
-
offsY
;
double
dx
=
tXt
YD
[
iTile
][
0
]
-
offsX
;
double
dy
=
tXt
YD
[
iTile
][
1
]
-
offsY
;
dx
=
dx
-
Math
.
round
(
dx
);
dy
=
d
x
-
Math
.
round
(
dy
);
dy
=
d
y
-
Math
.
round
(
dy
);
swx
+=
wx
;
swy
+=
wy
;
sx
+=
wx
*
dx
;
...
...
@@ -350,31 +272,33 @@ public class OpticalFlow {
offsX
+=
sx
/
swx
;
offsY
+=
sy
/
swy
;
// use offsX, offsY as fractional shift and for data interpolation
if
(
offsX
>=
.
5
)
offsX
-=
1.0
;
if
(
offsY
>=
.
5
)
offsY
-=
1.0
;
flowXY_frac
[
iMTile
]
=
new
double
[]
{
offsX
,
offsY
};
double
min_
pX
=
Double
.
NaN
,
max_pX
=
Double
.
NaN
,
min_pY
=
Double
.
NaN
,
max_p
Y
=
Double
.
NaN
;
double
min_
tX
=
Double
.
NaN
,
max_tX
=
Double
.
NaN
,
min_tY
=
Double
.
NaN
,
max_t
Y
=
Double
.
NaN
;
for
(
int
iY
=
0
;
iY
<
fullTileSize
;
iY
++)
{
for
(
int
iX
=
0
;
iX
<
fullTileSize
;
iX
++)
{
int
iTile
=
iX
+
iY
*
fullTileSize
;
if
(
pXp
YD
[
iTile
]
!=
null
)
{
pXp
YD
[
iTile
][
0
]-=
offsX
;
pXp
YD
[
iTile
][
1
]-=
offsY
;
if
(
Double
.
isNaN
(
min_
p
X
))
{
min_
pX
=
pXp
YD
[
iTile
][
0
];
min_
pY
=
pXp
YD
[
iTile
][
1
];
max_
pX
=
min_p
X
;
max_
pY
=
min_p
Y
;
}
if
(
min_
pX
>
pXpYD
[
iTile
][
0
])
min_pX
=
pXp
YD
[
iTile
][
0
];
if
(
min_
pY
>
pXpYD
[
iTile
][
1
])
min_pY
=
pXp
YD
[
iTile
][
1
];
if
(
max_
pX
<
pXpYD
[
iTile
][
0
])
max_pX
=
pXp
YD
[
iTile
][
0
];
if
(
max_
pY
<
pXpYD
[
iTile
][
1
])
max_pY
=
pXp
YD
[
iTile
][
1
];
}
}
}
int
imin_tX
=
(
int
)
Math
.
floor
(
min_
pX
/
transform_size
);
int
imin_tY
=
(
int
)
Math
.
floor
(
min_
pY
/
transform_size
);
int
imax_tX
=
(
int
)
Math
.
ceil
(
max_
pX
/
transform_size
);
int
imax_tY
=
(
int
)
Math
.
ceil
(
max_
pY
/
transform_size
);
if
(
tXt
YD
[
iTile
]
!=
null
)
{
tXt
YD
[
iTile
][
0
]-=
offsX
;
tXt
YD
[
iTile
][
1
]-=
offsY
;
if
(
Double
.
isNaN
(
min_
t
X
))
{
min_
tX
=
tXt
YD
[
iTile
][
0
];
min_
tY
=
tXt
YD
[
iTile
][
1
];
max_
tX
=
min_t
X
;
max_
tY
=
min_t
Y
;
}
if
(
min_
tX
>
tXtYD
[
iTile
][
0
])
min_tX
=
tXt
YD
[
iTile
][
0
];
if
(
min_
tY
>
tXtYD
[
iTile
][
1
])
min_tY
=
tXt
YD
[
iTile
][
1
];
if
(
max_
tX
<
tXtYD
[
iTile
][
0
])
max_tX
=
tXt
YD
[
iTile
][
0
];
if
(
max_
tY
<
tXtYD
[
iTile
][
1
])
max_tY
=
tXt
YD
[
iTile
][
1
];
}
}
}
int
imin_tX
=
(
int
)
Math
.
floor
(
min_
tX
);
int
imin_tY
=
(
int
)
Math
.
floor
(
min_
tY
);
int
imax_tX
=
(
int
)
Math
.
ceil
(
max_
tX
);
int
imax_tY
=
(
int
)
Math
.
ceil
(
max_
tY
);
// See if at least some of fits into the frame
if
((
imin_tX
>=
tilesX
)
||
(
imin_tY
>=
tilesY
)
||
(
imax_tX
<
0
)
||
(
imax_tX
<
0
))
{
continue
;
// no overlap at all
...
...
@@ -389,7 +313,7 @@ public class OpticalFlow {
int
tX
=
imin_tX
+
iX
;
if
((
tX
>=
0
)
&&
(
tX
<
tilesX
))
{
int
iTile
=
iX
+
iY
*
iwidth
;
int
tile
=
(
imin_tX
+
iX
)
+
0
;
int
tile
=
tX
+
tilesX
*
tY
;
if
(
dsrbg_scene
[
QuadCLT
.
DSRBG_STRENGTH
][
tile
]
>
0.0
)
{
double
d
=
dsrbg_scene
[
QuadCLT
.
DSRBG_DISPARITY
][
tile
];
scene_slices
[
QuadCLT
.
DSRBG_DISPARITY
][
iTile
]
=
d
;
...
...
@@ -401,16 +325,29 @@ public class OpticalFlow {
}
}
}
if
((
debug_level
>
1
)
&&
(
iMTile
==
dbg_mtile
))
{
String
[]
dbg_titles
=
{
"d"
,
"s"
,
"r"
,
"b"
,
"g"
};
String
dbg_title
=
"before_disparity-MX"
+
mtileX
+
"_MY"
+
mtileY
;
(
new
ShowDoubleFloatArrays
()).
showArrays
(
scene_slices
,
iwidth
,
iheight
,
true
,
dbg_title
,
dbg_titles
);
}
// filter by disparity - 1 tile around rounded
final
TileNeibs
tn
=
new
TileNeibs
(
iwidth
,
iheight
);
for
(
int
iY
=
0
;
iY
<
fullTileSize
;
iY
++)
{
for
(
int
iX
=
0
;
iX
<
fullTileSize
;
iX
++)
{
int
iTile
=
iX
+
iY
*
fullTileSize
;
if
(
pXpYD
[
iTile
]
!=
null
)
{
double
disp_tolerance
=
tolerance_absolute
+
pXpYD
[
iTile
][
2
]
*
tolerance_relative
;
double
disp_min
=
pXpYD
[
iTile
][
2
]
-
disp_tolerance
;
double
disp_max
=
pXpYD
[
iTile
][
2
]
+
disp_tolerance
;
int
nt
=
tn
.
getIndex
((
int
)
Math
.
round
(
pXpYD
[
iTile
][
0
]),
(
int
)
Math
.
round
(
pXpYD
[
iTile
][
1
]));
if
(
tXtYD
[
iTile
]
!=
null
)
{
double
disp_tolerance
=
tolerance_absolute
+
tXtYD
[
iTile
][
2
]
*
tolerance_relative
;
double
disp_min
=
tXtYD
[
iTile
][
2
]
-
disp_tolerance
;
double
disp_max
=
tXtYD
[
iTile
][
2
]
+
disp_tolerance
;
int
nt
=
tn
.
getIndex
(
(
int
)
Math
.
round
(
tXtYD
[
iTile
][
0
])
-
imin_tX
,
(
int
)
Math
.
round
(
tXtYD
[
iTile
][
1
])
-
imin_tY
);
if
(
nt
>=
0
)
{
// should always be
for
(
int
dir
=
0
;
dir
<
9
;
dir
++)
{
int
nt1
=
tn
.
getNeibIndex
(
nt
,
dir
);
...
...
@@ -425,6 +362,18 @@ public class OpticalFlow {
}
}
}
if
((
debug_level
>
1
)
&&
(
iMTile
==
dbg_mtile
))
{
String
[]
dbg_titles
=
{
"d"
,
"s"
,
"r"
,
"b"
,
"g"
};
String
dbg_title
=
"after_disparity-MX"
+
mtileX
+
"_MY"
+
mtileY
;
(
new
ShowDoubleFloatArrays
()).
showArrays
(
scene_slices
,
iwidth
,
iheight
,
true
,
dbg_title
,
dbg_titles
);
}
// copy rest of the data (all but strength) where strength > 0
for
(
int
iY
=
0
;
iY
<
iheight
;
iY
++)
{
int
tY
=
imin_tY
+
iY
;
...
...
@@ -433,7 +382,7 @@ public class OpticalFlow {
int
tX
=
imin_tX
+
iX
;
if
((
tX
>=
0
)
&&
(
tX
<
tilesX
))
{
int
iTile
=
iX
+
iY
*
iwidth
;
int
tile
=
(
imin_tX
+
iX
)
+
0
;
int
tile
=
tX
+
tilesX
*
tY
;
if
(
scene_slices
[
QuadCLT
.
DSRBG_STRENGTH
][
iTile
]
>
0.0
)
{
for
(
int
i
=
0
;
i
<
scene_slices
.
length
;
i
++)
if
(
i
!=
QuadCLT
.
DSRBG_STRENGTH
)
{
scene_slices
[
i
][
iTile
]
=
dsrbg_scene
[
i
][
tile
];
...
...
@@ -443,9 +392,21 @@ public class OpticalFlow {
}
}
}
if
((
debug_level
>
1
)
&&
(
iMTile
==
dbg_mtile
))
{
String
[]
dbg_titles
=
{
"d"
,
"s"
,
"r"
,
"b"
,
"g"
};
String
dbg_title
=
"scene1-MX"
+
mtileX
+
"_MY"
+
mtileY
;
(
new
ShowDoubleFloatArrays
()).
showArrays
(
scene_slices
,
iwidth
,
iheight
,
true
,
dbg_title
,
dbg_titles
);
}
// set NAN everywhere where strength is 0 (including border tiles
int
num_dead
=
0
;
for
(
int
iTile
=
0
;
iTile
<
dsrbg_scene
[
0
].
length
;
iTile
++)
{
for
(
int
iTile
=
0
;
iTile
<
scene_slices
[
0
].
length
;
iTile
++)
{
if
(
scene_slices
[
QuadCLT
.
DSRBG_STRENGTH
][
iTile
]
<=
0.0
)
{
for
(
int
i
=
0
;
i
<
scene_slices
.
length
;
i
++)
{
scene_slices
[
i
][
iTile
]
=
Double
.
NaN
;
...
...
@@ -453,8 +414,22 @@ public class OpticalFlow {
num_dead
++;
}
}
if
((
debug_level
>
1
)
&&
(
iMTile
==
dbg_mtile
))
{
System
.
out
.
println
(
"scene2-MX"
+
mtileX
+
"_MY"
+
mtileY
+
" num_dead="
+
num_dead
);
String
[]
dbg_titles
=
{
"d"
,
"s"
,
"r"
,
"b"
,
"g"
};
String
dbg_title
=
"scene2-MX"
+
mtileX
+
"_MY"
+
mtileY
;
(
new
ShowDoubleFloatArrays
()).
showArrays
(
scene_slices
,
iwidth
,
iheight
,
true
,
dbg_title
,
dbg_titles
);
}
//center_occupancy -> all occupancy
double
fract_active
=
1.0
*(
dsrbg_scene
[
0
].
length
-
num_dead
)/
dsrbg_scene
[
0
].
length
;
// all tiles, not center
double
fract_active
=
1.0
*(
scene_slices
[
0
].
length
-
num_dead
)/
scene_slices
[
0
].
length
;
// all tiles, not center
if
(
fract_active
<
occupancy
)
{
flowXY_frac
[
iMTile
]
=
null
;
continue
;
...
...
@@ -466,23 +441,126 @@ public class OpticalFlow {
scene_slices
,
// final double [][] slices,
num_passes
,
// final int num_passes,
max_change
,
// final double max_change,
fullTileSize
);
// final int width
iwidth
);
// final int width
if
((
debug_level
>
1
)
&&
(
iMTile
==
dbg_mtile
))
{
String
[]
dbg_titles
=
{
"d"
,
"s"
,
"r"
,
"b"
,
"g"
};
String
dbg_title
=
"scene3NaN-MX"
+
mtileX
+
"_MY"
+
mtileY
;
(
new
ShowDoubleFloatArrays
()).
showArrays
(
scene_slices
,
iwidth
,
iheight
,
true
,
dbg_title
,
dbg_titles
);
}
// bi-linear interpolate
double
[][]
scene_mapped
=
new
double
[
dsrbg_scene
.
length
][
fullTileLen
];
boolean
need_nan_filter
=
false
;;
for
(
int
iY
=
0
;
iY
<
fullTileSize
;
iY
++)
{
for
(
int
iX
=
0
;
iX
<
fullTileSize
;
iX
++)
{
int
iTile
=
iX
+
iY
*
fullTileSize
;
if
(
tXtYD
[
iTile
]
!=
null
)
{
int
itX
=
(
int
)
Math
.
floor
(
tXtYD
[
iTile
][
0
]);
int
itY
=
(
int
)
Math
.
floor
(
tXtYD
[
iTile
][
1
]);
double
kX
=
tXtYD
[
iTile
][
0
]-
itX
;
double
kY
=
tXtYD
[
iTile
][
1
]-
itY
;
itX
-=
imin_tX
;
// relative to scene_slices = new double [dsrbg_scene.length][iwidth*iheight];
itY
-=
imin_tY
;
// relative to scene_slices = new double [dsrbg_scene.length][iwidth*iheight];
int
indx
=
itX
+
itY
*
iwidth
;
for
(
int
i
=
0
;
i
<
scene_mapped
.
length
;
i
++)
{
scene_mapped
[
i
][
iTile
]
=
(
1.0
-
kY
)
*
((
1.0
-
kX
)
*
scene_slices
[
i
][
indx
]
+
kX
*
scene_slices
[
i
][
indx
+
1
])+
(
kY
)
*
((
1.0
-
kX
)
*
scene_slices
[
i
][
indx
+
iwidth
]
+
kX
*
scene_slices
[
i
][
indx
+
iwidth
+
1
]);
}
}
else
{
for
(
int
i
=
0
;
i
<
scene_mapped
.
length
;
i
++)
{
scene_mapped
[
i
][
iTile
]
=
Double
.
NaN
;
// will need to filter?
}
need_nan_filter
=
true
;
}
}
}
if
((
debug_level
>
1
)
&&
(
iMTile
==
dbg_mtile
))
{
String
[]
dbg_titles
=
{
"d"
,
"s"
,
"r"
,
"b"
,
"g"
};
String
dbg_title
=
"mapped-MX"
+
mtileX
+
"_MY"
+
mtileY
;
(
new
ShowDoubleFloatArrays
()).
showArrays
(
scene_mapped
,
fullTileSize
,
fullTileSize
,
true
,
dbg_title
,
dbg_titles
);
}
if
(
need_nan_filter
)
{
tilesFillNaN
(
neibw
,
// final double [] neibw,
scene_mapped
,
// final double [][] slices,
num_passes
,
// final int num_passes,
max_change
,
// final double max_change,
fullTileSize
);
// final int width
if
((
debug_level
>
1
)
&&
(
iMTile
==
dbg_mtile
))
{
String
[]
dbg_titles
=
{
"d"
,
"s"
,
"r"
,
"b"
,
"g"
};
String
dbg_title
=
"mappedNaN-MX"
+
mtileX
+
"_MY"
+
mtileY
;
(
new
ShowDoubleFloatArrays
()).
showArrays
(
scene_mapped
,
fullTileSize
,
fullTileSize
,
true
,
dbg_title
,
dbg_titles
);
}
}
scene_tiles
[
iMTile
]
=
scene_mapped
;
}
}
};
}
ImageDtt
.
startAndJoin
(
threads
);
if
(
debug_level
>
0
)
{
// show debug image
String
title
=
scene_QuadClt
.
getImageName
()+
"-scene_tiles"
;
showMacroTiles
(
title
,
// String title,
scene_tiles
,
// double [][][] source_tiles,
scene_QuadClt
,
// final QuadCLT qthis,
margin
);
// final int margin); // extra margins over 16x16 tiles to accommodate distorted destination tiles
String
[]
dbg_titles
=
{
"dX"
,
"dY"
};
String
dbg_title
=
"flowXY_frac"
;
double
[][]
dbg_img
=
new
double
[
2
][
macroTilesX
*
macroTilesY
];
for
(
int
nt
=
0
;
nt
<
flowXY_frac
.
length
;
nt
++)
{
if
(
flowXY_frac
[
nt
]
!=
null
)
{
for
(
int
i
=
0
;
i
<
dbg_img
.
length
;
i
++)
dbg_img
[
i
][
nt
]
=
flowXY_frac
[
nt
][
i
];
}
else
{
for
(
int
i
=
0
;
i
<
dbg_img
.
length
;
i
++)
dbg_img
[
i
][
nt
]
=
Double
.
NaN
;
}
}
if
(
debug_level
>
1
)
{
(
new
ShowDoubleFloatArrays
()).
showArrays
(
dbg_img
,
macroTilesX
,
macroTilesY
,
true
,
dbg_title
,
dbg_titles
);
}
return
null
;
}
System
.
out
.
println
(
"fillTilesNans() DONE."
);
return
scene_tiles
;
}
// helper to be called from thread
private
void
tilesFillNaN
(
final
double
[]
neibw
,
...
...
@@ -874,8 +952,8 @@ public class OpticalFlow {
double
[]
wxyz_delta
=
new
double
[
3
];
double
[]
watr_delta
=
new
double
[
3
];
for
(
int
i
=
0
;
i
<
3
;
i
++)
{
wxyz_delta
[
i
]
=
-
corr_scale
*
dt
*
(
k_prev
*
wxyz_center_dt_prev
[
i
]
+
(
1.0
-
k_prev
)
*
ersCorrection
.
ers_wxyz_center_dt
[
i
]);
watr_delta
[
i
]
=
-
corr_scale
*
dt
*
(
k_prev
*
watr_center_dt_prev
[
i
]
+
(
1.0
-
k_prev
)
*
ersCorrection
.
ers_watr_center_dt
[
i
]);
wxyz_delta
[
i
]
=
corr_scale
*
dt
*
(
k_prev
*
wxyz_center_dt_prev
[
i
]
+
(
1.0
-
k_prev
)
*
ersCorrection
.
ers_wxyz_center_dt
[
i
]);
watr_delta
[
i
]
=
corr_scale
*
dt
*
(
k_prev
*
watr_center_dt_prev
[
i
]
+
(
1.0
-
k_prev
)
*
ersCorrection
.
ers_watr_center_dt
[
i
]);
}
camera_xyz0
=
wxyz_delta
;
camera_atr0
=
watr_delta
;
...
...
@@ -885,8 +963,8 @@ public class OpticalFlow {
int
tilesY
=
tp
.
getTilesY
();
String
[]
dsrbg_titles
=
{
"d"
,
"s"
,
"r"
,
"b"
,
"g"
};
double
[][]
dsrbg
=
transformCameraVew
(
qthis
,
double
[][]
dsrbg
=
transformCameraVew
(
// shifts previous image correctly (right)
qthis
,
// reference
qprev
,
// QuadCLT camera_QuadClt,
camera_xyz0
,
// double [] camera_xyz, // camera center in world coordinates
camera_atr0
,
//double [] camera_atr, // camera orientation relative to world frame
...
...
@@ -912,6 +990,51 @@ public class OpticalFlow {
title
,
rtitles
);
}
/* */
double
tolerance_absolute
=
0.25
;
// absolute disparity half-range in each tile
double
tolerance_relative
=
0.2
;
// relative disparity half-range in each tile
double
center_occupancy
=
0.25
;
// fraction of remaining tiles in the center 8x8 area (<1.0)
int
num_passes
=
100
;
double
max_change
=
0.005
;
double
tolerance_absolute_inter
=
0.25
;
// absolute disparity half-range in each tile
double
tolerance_relative_inter
=
0.2
;
// relative disparity half-range in each tile
double
occupancy_inter
=
0.25
;
// fraction of remaining tiles in the center 8x8 area (<1.0)
double
[][][]
reference_tiles
=
prepareReferenceTiles
(
qthis
,
// final QuadCLT qthis,
tolerance_absolute
,
// final double tolerance_absolute, // absolute disparity half-range in each tile
tolerance_relative
,
// final double tolerance_relative, // relative disparity half-range in each tile
center_occupancy
,
// final double center_occupancy, // fraction of remaining tiles in the center 8x8 area (<1.0)
2
);
// final int debug_level)
fillTilesNans
(
reference_tiles
,
// final double [][][] nan_tiles,
qthis
,
// final QuadCLT qthis,
num_passes
,
// final int num_passes,
max_change
,
// final double max_change,
2
);
// final int debug_level)
double
[][]
flowXY
=
new
double
[
reference_tiles
.
length
][
2
];
// zero pre-shifts
double
[][]
flowXY_frac
=
new
double
[
reference_tiles
.
length
][];
// Will contain fractional X/Y shift for CLT
double
[][][]
scene_tiles
=
prepareSceneTiles
(
// to match to reference
// null for {scene,reference}{xyz,atr} uses instances globals
camera_xyz0
,
// final double [] scene_xyz, // camera center in world coordinates
camera_atr0
,
// final double [] scene_atr, // camera orientation relative to world frame
qprev
,
// final QuadCLT scene_QuadClt,
qthis
,
// final QuadCLT reference_QuadClt,
reference_tiles
,
// final double [][][] reference_tiles, // prepared with prepareReferenceTiles() + fillTilesNans();
flowXY
,
// final double [][] flowXY, // per macro tile {mismatch in image pixels in X and Y directions
flowXY_frac
,
// final double [][] flowXY_frac, // should be initialized as [number of macro tiles][] - returns fractional shifts [-0.5, 0.5)
tolerance_absolute_inter
,
// final double tolerance_absolute, // absolute disparity half-range in each tile
tolerance_relative_inter
,
// final double tolerance_relative, // relative disparity half-range in each tile
occupancy_inter
,
// final double occupancy, // fraction of remaining tiles (<1.0)
num_passes
,
// final int num_passes,
max_change
,
// final double max_change,
2
);
// final int debug_level)
/* */
return
pair
;
}
...
...
@@ -940,6 +1063,7 @@ public class OpticalFlow {
double
sigma
=
0.5
*
iscale
;
double
scale
=
1.0
*
iscale
/
transform_size
;
double
[][]
dsrbg_camera
=
camera_QuadClt
.
getDSRBG
();
double
[][]
dsrbg_reference
=
reference_QuadClt
.
getDSRBG
();
double
[][]
ds
=
new
double
[
dsrbg_camera
.
length
][
stiles
];
for
(
int
i
=
0
;
i
<
ds
.
length
;
i
++)
{
for
(
int
j
=
0
;
j
<
ds
[
i
].
length
;
j
++)
{
...
...
@@ -947,8 +1071,8 @@ public class OpticalFlow {
}
}
ErsCorrection
ersCorrection
=
reference_QuadClt
.
getErsCorrection
();
ersCorrection
.
setupERS
();
// just in case - setUP using instance paRAMETERS
ErsCorrection
ers
Reference
Correction
=
reference_QuadClt
.
getErsCorrection
();
ers
Reference
Correction
.
setupERS
();
// just in case - setUP using instance paRAMETERS
double
[]
zbuffer
=
new
double
[
tiles
];
for
(
int
tileY
=
0
;
tileY
<
tilesY
;
tileY
++)
{
// int stileY = iscale * tileY + iscale/2;
...
...
@@ -958,16 +1082,33 @@ public class OpticalFlow {
double
centerX
=
tileX
*
transform_size
+
transform_size
/
2
;
// - shiftX;
double
centerY
=
tileY
*
transform_size
+
transform_size
/
2
;
// - shiftY;
double
disparity
=
dsrbg_camera
[
QuadCLT
.
DSRBG_DISPARITY
][
nTile
];
// double disparity = dsrbg_reference[QuadCLT.DSRBG_DISPARITY][nTile];
if
(
disparity
<
0
)
{
disparity
=
0.0
;
}
// found that there are tiles with strength == 0.0, while disparity is not NaN
if
(!
Double
.
isNaN
(
disparity
)
&&
(
dsrbg_camera
[
QuadCLT
.
DSRBG_STRENGTH
][
nTile
]
>
0.0
))
{
double
[]
pXpYD
=
ersCorrection
.
getImageCoordinatesERS
(
// if (!Double.isNaN(disparity) && (dsrbg_reference[QuadCLT.DSRBG_STRENGTH][nTile] > 0.0)) {
/*
double [] pXpYD = ersReferenceCorrection.getImageCoordinatesERS( // ersCorrection - reference
camera_QuadClt, // QuadCLT cameraQuadCLT, // camera station that got image to be to be matched
centerX
,
// double px, // pixel coordinate X in this camera view
centerY
,
//double py, // pixel coordinate Y in this camera view
disparity
,
// double disparity, // this view disparity
centerX, // double px, // pixel coordinate X in the reference view
centerY, // double py, // pixel coordinate Y in the reference view
disparity, // double disparity, // reference disparity
true, // boolean distortedView, // This camera view is distorted (diff.rect), false - rectilinear
ZERO3, // double [] reference_xyz, // this view position in world coordinates (typically ZERO3)
ZERO3, // double [] reference_atr, // this view orientation relative to world frame (typically ZERO3)
true, // boolean distortedCamera, // camera view is distorted (false - rectilinear)
camera_xyz, // double [] camera_xyz, // camera center in world coordinates
camera_atr, // double [] camera_atr, // camera orientation relative to world frame
LINE_ERR); // double line_err) // threshold error in scan lines (1.0)
*/
double
[]
pXpYD
=
ersReferenceCorrection
.
getImageCoordinatesReferenceERS
(
// ersCorrection - reference
camera_QuadClt
,
// QuadCLT cameraQuadCLT, // camera station that got image to be to be matched
centerX
,
// double px, // pixel coordinate X in the reference view
centerY
,
// double py, // pixel coordinate Y in the reference view
disparity
,
// double disparity, // reference disparity
true
,
// boolean distortedView, // This camera view is distorted (diff.rect), false - rectilinear
ZERO3
,
// double [] reference_xyz, // this view position in world coordinates (typically ZERO3)
ZERO3
,
// double [] reference_atr, // this view orientation relative to world frame (typically ZERO3)
...
...
src/main/java/com/elphel/imagej/tileprocessor/TwoQuadCLT.java
View file @
82ae5d53
...
...
@@ -8262,17 +8262,20 @@ if (debugLevel > -100) return true; // temporarily !
OpticalFlow
opticalFlow
=
new
OpticalFlow
(
threadsMax
,
// int threadsMax, // maximal number of threads to launch
updateStatus
);
// boolean updateStatus);
int
margin
=
4
;
// extra margins over 16x16 tiles to accommodate distorted destination tiles
// int margin = 4; // extra margins over 16x16 tiles to accommodate distorted destination tiles
/*
double tolerance_absolute = 0.25; // absolute disparity half-range in each tile
double tolerance_relative = 0.2; // relative disparity half-range in each tile
double center_occupancy = 0.25; // fraction of remaining tiles in the center 8x8 area (<1.0)
int num_passes = 100;
double max_change = 0.005 ;
*/
for
(
int
i
=
1
;
i
<
quadCLTs
.
length
;
i
++)
{
QuadCLT
qPrev
=
(
i
>
0
)
?
quadCLTs
[
i
-
1
]
:
null
;
/*
double [][][] source_tiles = opticalFlow.prepareReferenceTiles(
quadCLTs[i], // final QuadCLT qthis,
// margin, // final int margin, // extra margins over 16x16 tiles to accommodate distorted destination tiles
...
...
@@ -8289,7 +8292,7 @@ if (debugLevel > -100) return true; // temporarily !
num_passes, // final int num_passes,
max_change, // final double max_change,
2); // final int debug_level)
*/
double
[][][]
pair_sets
=
...
...
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