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Elphel
imagej-elphel
Commits
54e00356
Commit
54e00356
authored
Jan 25, 2024
by
Andrey Filippov
Browse files
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Plain Diff
Improving mount correction, implementing gyro (omegas) correction
parent
76f96ef8
Changes
4
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Showing
4 changed files
with
244 additions
and
21 deletions
+244
-21
IntersceneMatchParameters.java
...lphel/imagej/tileprocessor/IntersceneMatchParameters.java
+63
-2
OpticalFlow.java
...ain/java/com/elphel/imagej/tileprocessor/OpticalFlow.java
+3
-0
QuadCLTCPU.java
...main/java/com/elphel/imagej/tileprocessor/QuadCLTCPU.java
+141
-14
QuaternionLma.java
...n/java/com/elphel/imagej/tileprocessor/QuaternionLma.java
+37
-5
No files found.
src/main/java/com/elphel/imagej/tileprocessor/IntersceneMatchParameters.java
View file @
54e00356
...
@@ -114,6 +114,10 @@ public class IntersceneMatchParameters {
...
@@ -114,6 +114,10 @@ public class IntersceneMatchParameters {
public
int
min_num_orient
=
2
;
// make from parameters, should be >= 1
public
int
min_num_orient
=
2
;
// make from parameters, should be >= 1
public
int
min_num_interscene
=
2
;
// make from parameters, should be >= 1
public
int
min_num_interscene
=
2
;
// make from parameters, should be >= 1
public
boolean
adjust_imu_orient
=
false
;
// adjust IMU misalignment to the camera
public
boolean
adjust_imu_orient
=
false
;
// adjust IMU misalignment to the camera
public
boolean
apply_imu_orient
=
true
;
// apply IMU misalignment to the camera if adjusted
public
boolean
adjust_gyro
=
false
;
// adjust qyro omegas offsets
public
boolean
apply_gyro
=
true
;
// apply adjusted qyro omegas offsets
public
boolean
calc_quat_corr
=
true
;
// calculate camera orientation correction from predicted by IMS
public
boolean
calc_quat_corr
=
true
;
// calculate camera orientation correction from predicted by IMS
public
boolean
apply_quat_corr
=
true
;
// apply camera orientation correction from predicted by IMS
public
boolean
apply_quat_corr
=
true
;
// apply camera orientation correction from predicted by IMS
public
boolean
use_quat_corr
=
true
;
// Use orientation correction everywhere if available
public
boolean
use_quat_corr
=
true
;
// Use orientation correction everywhere if available
...
@@ -451,6 +455,11 @@ public class IntersceneMatchParameters {
...
@@ -451,6 +455,11 @@ public class IntersceneMatchParameters {
public
int
quat_num_iter
=
20
;
public
int
quat_num_iter
=
20
;
public
double
quat_reg_w
=
0.25
;
public
double
quat_reg_w
=
0.25
;
public
double
quat_max_ratio
=
5.0
;
// max derivatives difference
public
double
quat_max_change
=
0.1
;
// radians
public
double
quat_min_transl
=
5.0
;
// meters to adjust by translation
public
double
quat_min_rot
=
0.1
;
// radians to adjust by rotation
public
boolean
stereo_merge
=
true
;
public
boolean
stereo_merge
=
true
;
public
int
stereo_gap
=
32
;
// pixels between right and left frames
public
int
stereo_gap
=
32
;
// pixels between right and left frames
public
double
stereo_intereye
=
63.5
;
// mm
public
double
stereo_intereye
=
63.5
;
// mm
...
@@ -522,6 +531,12 @@ public class IntersceneMatchParameters {
...
@@ -522,6 +531,12 @@ public class IntersceneMatchParameters {
return
new
double
[][]
{
new
double
[
3
],
return
new
double
[][]
{
new
double
[
3
],
{-
pimu_gyr_offs
[
2
],
-
pimu_gyr_offs
[
1
],
pimu_gyr_offs
[
0
]}};
// {XYZ,ATR}
{-
pimu_gyr_offs
[
2
],
-
pimu_gyr_offs
[
1
],
pimu_gyr_offs
[
0
]}};
// {XYZ,ATR}
}
}
public
void
set_pimu_omegas
(
double
[]
atr
)
{
pimu_gyr_offs
[
2
]
=
-
atr
[
0
];
pimu_gyr_offs
[
1
]
=
-
atr
[
1
];
pimu_gyr_offs
[
0
]
=
atr
[
2
];
}
public
void
dialogQuestions
(
GenericJTabbedDialog
gd
)
{
public
void
dialogQuestions
(
GenericJTabbedDialog
gd
)
{
// gd.addMessage ("Scene parameters selection");
// gd.addMessage ("Scene parameters selection");
// gd.addTab ("Inter-Match", "Parameters for full-resolution (no decimation/macrotiles) scene matching");
// gd.addTab ("Inter-Match", "Parameters for full-resolution (no decimation/macrotiles) scene matching");
...
@@ -640,6 +655,12 @@ public class IntersceneMatchParameters {
...
@@ -640,6 +655,12 @@ public class IntersceneMatchParameters {
"Minimal required number of re-calculations of the interscene-accumulated DSI."
);
"Minimal required number of re-calculations of the interscene-accumulated DSI."
);
gd
.
addCheckbox
(
"Adjust IMU orientation"
,
this
.
adjust_imu_orient
,
gd
.
addCheckbox
(
"Adjust IMU orientation"
,
this
.
adjust_imu_orient
,
"Adjust IMU misalignment to the camera."
);
"Adjust IMU misalignment to the camera."
);
gd
.
addCheckbox
(
"Adjust IMU orientation"
,
this
.
apply_imu_orient
,
"Apply IMU misalignment to the camera if adjusted."
);
gd
.
addCheckbox
(
"Adjust gyro offsets"
,
this
.
adjust_gyro
,
"Adjust qyro omegas offsets."
);
gd
.
addCheckbox
(
"Apply gyro offsets"
,
this
.
apply_gyro
,
"Apply adjusted qyro omegas offsets."
);
gd
.
addCheckbox
(
"Calculate IMS orientation correction"
,
this
.
calc_quat_corr
,
gd
.
addCheckbox
(
"Calculate IMS orientation correction"
,
this
.
calc_quat_corr
,
"Calculate camera orientation correction from predicted by IMS ."
);
"Calculate camera orientation correction from predicted by IMS ."
);
gd
.
addCheckbox
(
"Apply IMS orientation correction "
,
this
.
apply_quat_corr
,
gd
.
addCheckbox
(
"Apply IMS orientation correction "
,
this
.
apply_quat_corr
,
...
@@ -1275,6 +1296,14 @@ public class IntersceneMatchParameters {
...
@@ -1275,6 +1296,14 @@ public class IntersceneMatchParameters {
gd
.
addNumericField
(
"Regularization weight"
,
this
.
quat_reg_w
,
3
,
5
,
""
,
gd
.
addNumericField
(
"Regularization weight"
,
this
.
quat_reg_w
,
3
,
5
,
""
,
"Regularization weight [0..1) weight of q0^2+q1^2+q1^2+q3^2 -1."
);
"Regularization weight [0..1) weight of q0^2+q1^2+q1^2+q3^2 -1."
);
gd
.
addNumericField
(
"Maximal derivatives by axes ratio"
,
this
.
quat_max_ratio
,
3
,
5
,
"x"
,
"If difference is larger, add regularization to reduce it."
);
gd
.
addNumericField
(
"Maximal correction angles change"
,
this
.
quat_max_change
,
3
,
5
,
"rad"
,
"Do not update corrections if any angle is above this limit. "
);
gd
.
addNumericField
(
"Minimal translation for mount calibration"
,
this
.
quat_min_transl
,
3
,
5
,
"m"
,
"Do not use translation for IMS mount adjustment if it is too small."
);
gd
.
addNumericField
(
"Minimal rotation for mount calibration"
,
this
.
quat_min_rot
,
3
,
5
,
"rad"
,
"Do not use rotations for IMS mount adjustment if it is too small."
);
gd
.
addTab
(
"Stereo/Video"
,
"Parameters for stereo video generation"
);
gd
.
addTab
(
"Stereo/Video"
,
"Parameters for stereo video generation"
);
gd
.
addMessage
(
"Stereo"
);
gd
.
addMessage
(
"Stereo"
);
...
@@ -1425,6 +1454,9 @@ public class IntersceneMatchParameters {
...
@@ -1425,6 +1454,9 @@ public class IntersceneMatchParameters {
this
.
min_num_orient
=
(
int
)
gd
.
getNextNumber
();
if
(
min_num_orient
<
1
)
min_num_orient
=
1
;
this
.
min_num_orient
=
(
int
)
gd
.
getNextNumber
();
if
(
min_num_orient
<
1
)
min_num_orient
=
1
;
this
.
min_num_interscene
=
(
int
)
gd
.
getNextNumber
();
if
(
min_num_interscene
<
1
)
min_num_interscene
=
1
;
this
.
min_num_interscene
=
(
int
)
gd
.
getNextNumber
();
if
(
min_num_interscene
<
1
)
min_num_interscene
=
1
;
this
.
adjust_imu_orient
=
gd
.
getNextBoolean
();
this
.
adjust_imu_orient
=
gd
.
getNextBoolean
();
this
.
apply_imu_orient
=
gd
.
getNextBoolean
();
this
.
adjust_gyro
=
gd
.
getNextBoolean
();
this
.
apply_gyro
=
gd
.
getNextBoolean
();
this
.
calc_quat_corr
=
gd
.
getNextBoolean
();
this
.
calc_quat_corr
=
gd
.
getNextBoolean
();
this
.
apply_quat_corr
=
gd
.
getNextBoolean
();
this
.
apply_quat_corr
=
gd
.
getNextBoolean
();
this
.
use_quat_corr
=
gd
.
getNextBoolean
();
this
.
use_quat_corr
=
gd
.
getNextBoolean
();
...
@@ -1716,6 +1748,11 @@ public class IntersceneMatchParameters {
...
@@ -1716,6 +1748,11 @@ public class IntersceneMatchParameters {
this
.
quat_num_iter
=
(
int
)
gd
.
getNextNumber
();
this
.
quat_num_iter
=
(
int
)
gd
.
getNextNumber
();
this
.
quat_reg_w
=
gd
.
getNextNumber
();
this
.
quat_reg_w
=
gd
.
getNextNumber
();
this
.
quat_max_ratio
=
gd
.
getNextNumber
();
this
.
quat_max_change
=
gd
.
getNextNumber
();
this
.
quat_min_transl
=
gd
.
getNextNumber
();
this
.
quat_min_rot
=
gd
.
getNextNumber
();
if
(
stereo_views
.
length
>
0
)
{
if
(
stereo_views
.
length
>
0
)
{
int
i
=
gd
.
getNextChoiceIndex
();
int
i
=
gd
.
getNextChoiceIndex
();
if
(
i
>
0
)
{
if
(
i
>
0
)
{
...
@@ -1856,6 +1893,9 @@ public class IntersceneMatchParameters {
...
@@ -1856,6 +1893,9 @@ public class IntersceneMatchParameters {
properties
.
setProperty
(
prefix
+
"min_num_orient"
,
this
.
min_num_orient
+
""
);
// int
properties
.
setProperty
(
prefix
+
"min_num_orient"
,
this
.
min_num_orient
+
""
);
// int
properties
.
setProperty
(
prefix
+
"min_num_interscene"
,
this
.
min_num_interscene
+
""
);
// int
properties
.
setProperty
(
prefix
+
"min_num_interscene"
,
this
.
min_num_interscene
+
""
);
// int
properties
.
setProperty
(
prefix
+
"adjust_imu_orient"
,
this
.
adjust_imu_orient
+
""
);
// boolean
properties
.
setProperty
(
prefix
+
"adjust_imu_orient"
,
this
.
adjust_imu_orient
+
""
);
// boolean
properties
.
setProperty
(
prefix
+
"apply_imu_orient"
,
this
.
apply_imu_orient
+
""
);
// boolean
properties
.
setProperty
(
prefix
+
"adjust_gyro"
,
this
.
adjust_gyro
+
""
);
// boolean
properties
.
setProperty
(
prefix
+
"apply_gyro"
,
this
.
apply_gyro
+
""
);
// boolean
properties
.
setProperty
(
prefix
+
"calc_quat_corr"
,
this
.
calc_quat_corr
+
""
);
// boolean
properties
.
setProperty
(
prefix
+
"calc_quat_corr"
,
this
.
calc_quat_corr
+
""
);
// boolean
properties
.
setProperty
(
prefix
+
"apply_quat_corr"
,
this
.
apply_quat_corr
+
""
);
// boolean
properties
.
setProperty
(
prefix
+
"apply_quat_corr"
,
this
.
apply_quat_corr
+
""
);
// boolean
properties
.
setProperty
(
prefix
+
"use_quat_corr"
,
this
.
use_quat_corr
+
""
);
// boolean
properties
.
setProperty
(
prefix
+
"use_quat_corr"
,
this
.
use_quat_corr
+
""
);
// boolean
...
@@ -2157,6 +2197,11 @@ public class IntersceneMatchParameters {
...
@@ -2157,6 +2197,11 @@ public class IntersceneMatchParameters {
properties
.
setProperty
(
prefix
+
"quat_num_iter"
,
this
.
quat_num_iter
+
""
);
// int
properties
.
setProperty
(
prefix
+
"quat_num_iter"
,
this
.
quat_num_iter
+
""
);
// int
properties
.
setProperty
(
prefix
+
"quat_reg_w"
,
this
.
quat_reg_w
+
""
);
// double
properties
.
setProperty
(
prefix
+
"quat_reg_w"
,
this
.
quat_reg_w
+
""
);
// double
properties
.
setProperty
(
prefix
+
"quat_max_ratio"
,
this
.
quat_max_ratio
+
""
);
// double
properties
.
setProperty
(
prefix
+
"quat_max_change"
,
this
.
quat_max_change
+
""
);
// double
properties
.
setProperty
(
prefix
+
"quat_min_transl"
,
this
.
quat_min_transl
+
""
);
// double
properties
.
setProperty
(
prefix
+
"quat_min_rot"
,
this
.
quat_min_rot
+
""
);
// double
properties
.
setProperty
(
prefix
+
"stereo_merge"
,
this
.
stereo_merge
+
""
);
// boolean
properties
.
setProperty
(
prefix
+
"stereo_merge"
,
this
.
stereo_merge
+
""
);
// boolean
properties
.
setProperty
(
prefix
+
"stereo_gap"
,
this
.
stereo_gap
+
""
);
// int
properties
.
setProperty
(
prefix
+
"stereo_gap"
,
this
.
stereo_gap
+
""
);
// int
properties
.
setProperty
(
prefix
+
"stereo_intereye"
,
this
.
stereo_intereye
+
""
);
// double
properties
.
setProperty
(
prefix
+
"stereo_intereye"
,
this
.
stereo_intereye
+
""
);
// double
...
@@ -2252,6 +2297,9 @@ public class IntersceneMatchParameters {
...
@@ -2252,6 +2297,9 @@ public class IntersceneMatchParameters {
if
(
properties
.
getProperty
(
prefix
+
"min_num_orient"
)!=
null
)
this
.
min_num_orient
=
Integer
.
parseInt
(
properties
.
getProperty
(
prefix
+
"min_num_orient"
));
if
(
properties
.
getProperty
(
prefix
+
"min_num_orient"
)!=
null
)
this
.
min_num_orient
=
Integer
.
parseInt
(
properties
.
getProperty
(
prefix
+
"min_num_orient"
));
if
(
properties
.
getProperty
(
prefix
+
"min_num_interscene"
)!=
null
)
this
.
min_num_interscene
=
Integer
.
parseInt
(
properties
.
getProperty
(
prefix
+
"min_num_interscene"
));
if
(
properties
.
getProperty
(
prefix
+
"min_num_interscene"
)!=
null
)
this
.
min_num_interscene
=
Integer
.
parseInt
(
properties
.
getProperty
(
prefix
+
"min_num_interscene"
));
if
(
properties
.
getProperty
(
prefix
+
"adjust_imu_orient"
)!=
null
)
this
.
adjust_imu_orient
=
Boolean
.
parseBoolean
(
properties
.
getProperty
(
prefix
+
"adjust_imu_orient"
));
if
(
properties
.
getProperty
(
prefix
+
"adjust_imu_orient"
)!=
null
)
this
.
adjust_imu_orient
=
Boolean
.
parseBoolean
(
properties
.
getProperty
(
prefix
+
"adjust_imu_orient"
));
if
(
properties
.
getProperty
(
prefix
+
"apply_imu_orient"
)!=
null
)
this
.
apply_imu_orient
=
Boolean
.
parseBoolean
(
properties
.
getProperty
(
prefix
+
"apply_imu_orient"
));
if
(
properties
.
getProperty
(
prefix
+
"adjust_gyro"
)!=
null
)
this
.
adjust_gyro
=
Boolean
.
parseBoolean
(
properties
.
getProperty
(
prefix
+
"adjust_gyro"
));
if
(
properties
.
getProperty
(
prefix
+
"apply_gyro"
)!=
null
)
this
.
apply_gyro
=
Boolean
.
parseBoolean
(
properties
.
getProperty
(
prefix
+
"apply_gyro"
));
if
(
properties
.
getProperty
(
prefix
+
"calc_quat_corr"
)!=
null
)
this
.
calc_quat_corr
=
Boolean
.
parseBoolean
(
properties
.
getProperty
(
prefix
+
"calc_quat_corr"
));
if
(
properties
.
getProperty
(
prefix
+
"calc_quat_corr"
)!=
null
)
this
.
calc_quat_corr
=
Boolean
.
parseBoolean
(
properties
.
getProperty
(
prefix
+
"calc_quat_corr"
));
if
(
properties
.
getProperty
(
prefix
+
"apply_quat_corr"
)!=
null
)
this
.
apply_quat_corr
=
Boolean
.
parseBoolean
(
properties
.
getProperty
(
prefix
+
"apply_quat_corr"
));
if
(
properties
.
getProperty
(
prefix
+
"apply_quat_corr"
)!=
null
)
this
.
apply_quat_corr
=
Boolean
.
parseBoolean
(
properties
.
getProperty
(
prefix
+
"apply_quat_corr"
));
if
(
properties
.
getProperty
(
prefix
+
"use_quat_corr"
)!=
null
)
this
.
use_quat_corr
=
Boolean
.
parseBoolean
(
properties
.
getProperty
(
prefix
+
"use_quat_corr"
));
if
(
properties
.
getProperty
(
prefix
+
"use_quat_corr"
)!=
null
)
this
.
use_quat_corr
=
Boolean
.
parseBoolean
(
properties
.
getProperty
(
prefix
+
"use_quat_corr"
));
...
@@ -2560,6 +2608,11 @@ public class IntersceneMatchParameters {
...
@@ -2560,6 +2608,11 @@ public class IntersceneMatchParameters {
if
(
properties
.
getProperty
(
prefix
+
"quat_num_iter"
)!=
null
)
this
.
quat_num_iter
=
Integer
.
parseInt
(
properties
.
getProperty
(
prefix
+
"quat_num_iter"
));
if
(
properties
.
getProperty
(
prefix
+
"quat_num_iter"
)!=
null
)
this
.
quat_num_iter
=
Integer
.
parseInt
(
properties
.
getProperty
(
prefix
+
"quat_num_iter"
));
if
(
properties
.
getProperty
(
prefix
+
"quat_reg_w"
)!=
null
)
this
.
quat_reg_w
=
Double
.
parseDouble
(
properties
.
getProperty
(
prefix
+
"quat_reg_w"
));
if
(
properties
.
getProperty
(
prefix
+
"quat_reg_w"
)!=
null
)
this
.
quat_reg_w
=
Double
.
parseDouble
(
properties
.
getProperty
(
prefix
+
"quat_reg_w"
));
if
(
properties
.
getProperty
(
prefix
+
"quat_max_ratio"
)!=
null
)
this
.
quat_max_ratio
=
Double
.
parseDouble
(
properties
.
getProperty
(
prefix
+
"quat_max_ratio"
));
if
(
properties
.
getProperty
(
prefix
+
"quat_max_change"
)!=
null
)
this
.
quat_max_change
=
Double
.
parseDouble
(
properties
.
getProperty
(
prefix
+
"quat_max_change"
));
if
(
properties
.
getProperty
(
prefix
+
"quat_min_transl"
)!=
null
)
this
.
quat_min_transl
=
Double
.
parseDouble
(
properties
.
getProperty
(
prefix
+
"quat_min_transl"
));
if
(
properties
.
getProperty
(
prefix
+
"quat_min_rot"
)!=
null
)
this
.
quat_min_rot
=
Double
.
parseDouble
(
properties
.
getProperty
(
prefix
+
"quat_min_rot"
));
if
(
properties
.
getProperty
(
prefix
+
"stereo_merge"
)!=
null
)
this
.
stereo_merge
=
Boolean
.
parseBoolean
(
properties
.
getProperty
(
prefix
+
"stereo_merge"
));
if
(
properties
.
getProperty
(
prefix
+
"stereo_merge"
)!=
null
)
this
.
stereo_merge
=
Boolean
.
parseBoolean
(
properties
.
getProperty
(
prefix
+
"stereo_merge"
));
if
(
properties
.
getProperty
(
prefix
+
"stereo_gap"
)!=
null
)
this
.
stereo_gap
=
Integer
.
parseInt
(
properties
.
getProperty
(
prefix
+
"stereo_gap"
));
if
(
properties
.
getProperty
(
prefix
+
"stereo_gap"
)!=
null
)
this
.
stereo_gap
=
Integer
.
parseInt
(
properties
.
getProperty
(
prefix
+
"stereo_gap"
));
if
(
properties
.
getProperty
(
prefix
+
"stereo_intereye"
)!=
null
)
this
.
stereo_intereye
=
Double
.
parseDouble
(
properties
.
getProperty
(
prefix
+
"stereo_intereye"
));
if
(
properties
.
getProperty
(
prefix
+
"stereo_intereye"
)!=
null
)
this
.
stereo_intereye
=
Double
.
parseDouble
(
properties
.
getProperty
(
prefix
+
"stereo_intereye"
));
...
@@ -2675,6 +2728,9 @@ public class IntersceneMatchParameters {
...
@@ -2675,6 +2728,9 @@ public class IntersceneMatchParameters {
imp
.
min_num_orient
=
this
.
min_num_orient
;
imp
.
min_num_orient
=
this
.
min_num_orient
;
imp
.
min_num_interscene
=
this
.
min_num_interscene
;
imp
.
min_num_interscene
=
this
.
min_num_interscene
;
imp
.
adjust_imu_orient
=
this
.
adjust_imu_orient
;
imp
.
adjust_imu_orient
=
this
.
adjust_imu_orient
;
imp
.
apply_imu_orient
=
this
.
apply_imu_orient
;
imp
.
adjust_gyro
=
this
.
adjust_gyro
;
imp
.
apply_gyro
=
this
.
apply_gyro
;
imp
.
calc_quat_corr
=
this
.
calc_quat_corr
;
imp
.
calc_quat_corr
=
this
.
calc_quat_corr
;
imp
.
apply_quat_corr
=
this
.
apply_quat_corr
;
imp
.
apply_quat_corr
=
this
.
apply_quat_corr
;
imp
.
use_quat_corr
=
this
.
use_quat_corr
;
imp
.
use_quat_corr
=
this
.
use_quat_corr
;
...
@@ -2972,6 +3028,11 @@ public class IntersceneMatchParameters {
...
@@ -2972,6 +3028,11 @@ public class IntersceneMatchParameters {
imp
.
quat_num_iter
=
this
.
quat_num_iter
;
imp
.
quat_num_iter
=
this
.
quat_num_iter
;
imp
.
quat_reg_w
=
this
.
quat_reg_w
;
imp
.
quat_reg_w
=
this
.
quat_reg_w
;
imp
.
quat_max_ratio
=
this
.
quat_max_ratio
;
imp
.
quat_max_change
=
this
.
quat_max_change
;
imp
.
quat_min_transl
=
this
.
quat_min_transl
;
imp
.
quat_min_rot
=
this
.
quat_min_rot
;
imp
.
stereo_merge
=
this
.
stereo_merge
;
imp
.
stereo_merge
=
this
.
stereo_merge
;
imp
.
stereo_gap
=
this
.
stereo_gap
;
imp
.
stereo_gap
=
this
.
stereo_gap
;
imp
.
stereo_intereye
=
this
.
stereo_intereye
;
imp
.
stereo_intereye
=
this
.
stereo_intereye
;
...
...
src/main/java/com/elphel/imagej/tileprocessor/OpticalFlow.java
View file @
54e00356
...
@@ -4659,7 +4659,10 @@ public class OpticalFlow {
...
@@ -4659,7 +4659,10 @@ public class OpticalFlow {
// skip completely if no color or mono, tiff or video
// skip completely if no color or mono, tiff or video
boolean
adjust_imu_orient
=
clt_parameters
.
imp
.
adjust_imu_orient
;
// calculate camera orientation correction from predicted by IMS
boolean
adjust_imu_orient
=
clt_parameters
.
imp
.
adjust_imu_orient
;
// calculate camera orientation correction from predicted by IMS
boolean
calc_quat_corr
=
clt_parameters
.
imp
.
calc_quat_corr
;
// calculate camera orientation correction from predicted by IMS
boolean
calc_quat_corr
=
clt_parameters
.
imp
.
calc_quat_corr
;
// calculate camera orientation correction from predicted by IMS
// apply_quat_corr used inside getGroundIns() - used when generating output
// apply_quat_corr used inside getGroundIns() - used when generating output
// boolean apply_quat_corr = clt_parameters.imp.apply_quat_corr; // apply camera orientation correction from predicted by IMS
// boolean apply_quat_corr = clt_parameters.imp.apply_quat_corr; // apply camera orientation correction from predicted by IMS
boolean
use_ims_rotation
=
clt_parameters
.
imp
.
use_quat_corr
;
// use internally (probably deprecated
boolean
use_ims_rotation
=
clt_parameters
.
imp
.
use_quat_corr
;
// use internally (probably deprecated
...
...
src/main/java/com/elphel/imagej/tileprocessor/QuadCLTCPU.java
View file @
54e00356
...
@@ -266,6 +266,8 @@ public class QuadCLTCPU {
...
@@ -266,6 +266,8 @@ public class QuadCLTCPU {
int
num_iter
=
clt_parameters
.
imp
.
quat_num_iter
;
// 20;
int
num_iter
=
clt_parameters
.
imp
.
quat_num_iter
;
// 20;
boolean
last_run
=
false
;
boolean
last_run
=
false
;
double
reg_w
=
clt_parameters
.
imp
.
quat_reg_w
;
// 0.25;
double
reg_w
=
clt_parameters
.
imp
.
quat_reg_w
;
// 0.25;
double
quat_max_ratio
=
clt_parameters
.
imp
.
quat_max_ratio
;
// 0.25;
double
[]
quat0
=
use3
?
new
double
[
3
]
:
new
double
[]
{
1.0
,
0.0
,
0.0
,
0.0
};
// identity
double
[]
quat0
=
use3
?
new
double
[
3
]
:
new
double
[]
{
1.0
,
0.0
,
0.0
,
0.0
};
// identity
QuaternionLma
quaternionLma
=
new
QuaternionLma
();
QuaternionLma
quaternionLma
=
new
QuaternionLma
();
double
[][][]
vect_y
=
new
double
[
quadCLTs
.
length
][][];
// camera XYZATR
double
[][][]
vect_y
=
new
double
[
quadCLTs
.
length
][][];
// camera XYZATR
...
@@ -291,6 +293,22 @@ public class QuadCLTCPU {
...
@@ -291,6 +293,22 @@ public class QuadCLTCPU {
}
else
if
((
quat_lma_mode
==
QuaternionLma
.
MODE_XYZQ
)
||
}
else
if
((
quat_lma_mode
==
QuaternionLma
.
MODE_XYZQ
)
||
(
quat_lma_mode
==
QuaternionLma
.
MODE_XYZQ_LOCAL
)
||
(
quat_lma_mode
==
QuaternionLma
.
MODE_XYZQ_LOCAL
)
||
(
quat_lma_mode
==
QuaternionLma
.
MODE_XYZ4Q3
))
{
(
quat_lma_mode
==
QuaternionLma
.
MODE_XYZ4Q3
))
{
quaternionLma
.
prepareLMA
(
quat_lma_mode
,
// int mode,
vect_x
,
// double [][][] vect_x,
vect_y_scaled
,
// vect_y, // double [][][] vect_y,
null
,
// double [] vect_w, all same weight
translation_weight
,
// double translation_weight, // 0.0 ... 1.0;
0.0
,
// reg_w, // double reg_w, // regularization weight [0..1) weight of q0^2+q1^2+q3^2 -1
quat0
,
// double [] quat0,
debugLevel
);
// int debug_level)
double
[]
mn_mx_diag
=
quaternionLma
.
getMinMaxDiag
(
debugLevel
);
if
(
mn_mx_diag
[
0
]*
quat_max_ratio
*
quat_max_ratio
<
mn_mx_diag
[
1
])
{
double
a
=
mn_mx_diag
[
1
];
// Math.sqrt(mn_mx_diag[1]);
reg_w
=
a
/(
a
+
quat_max_ratio
*
quat_max_ratio
/
quat0
.
length
);
if
(
debugLevel
>
-
1
)
{
System
.
out
.
println
(
"==== Calculated reg_w = "
+
reg_w
);
}
quaternionLma
.
prepareLMA
(
quaternionLma
.
prepareLMA
(
quat_lma_mode
,
// int mode,
quat_lma_mode
,
// int mode,
vect_x
,
// double [][][] vect_x,
vect_x
,
// double [][][] vect_x,
...
@@ -300,6 +318,7 @@ public class QuadCLTCPU {
...
@@ -300,6 +318,7 @@ public class QuadCLTCPU {
reg_w
,
// double reg_w, // regularization weight [0..1) weight of q0^2+q1^2+q3^2 -1
reg_w
,
// double reg_w, // regularization weight [0..1) weight of q0^2+q1^2+q3^2 -1
quat0
,
// double [] quat0,
quat0
,
// double [] quat0,
debugLevel
);
// int debug_level)
debugLevel
);
// int debug_level)
}
}
else
{
}
else
{
/*
/*
double [][] vect_y = new double [quadCLTs.length][]; // camera XYZ
double [][] vect_y = new double [quadCLTs.length][]; // camera XYZ
...
@@ -394,9 +413,6 @@ public class QuadCLTCPU {
...
@@ -394,9 +413,6 @@ public class QuadCLTCPU {
xyzatr
[
nscene
][
1
][
0
],
xyzatr
[
nscene
][
1
][
1
],
xyzatr
[
nscene
][
1
][
2
]);
xyzatr
[
nscene
][
1
][
0
],
xyzatr
[
nscene
][
1
][
1
],
xyzatr
[
nscene
][
1
][
2
]);
Rotation
ims_atr
=
new
Rotation
(
RotationOrder
.
YXZ
,
ErsCorrection
.
ROT_CONV
,
Rotation
ims_atr
=
new
Rotation
(
RotationOrder
.
YXZ
,
ErsCorrection
.
ROT_CONV
,
ims_xyzatr
[
nscene
][
1
][
0
],
ims_xyzatr
[
nscene
][
1
][
1
],
ims_xyzatr
[
nscene
][
1
][
2
]);
ims_xyzatr
[
nscene
][
1
][
0
],
ims_xyzatr
[
nscene
][
1
][
1
],
ims_xyzatr
[
nscene
][
1
][
2
]);
// Rotation rotation_atr = rot.applyTo(scene_atr);
// Rotation rotation_atr = rot.applyTo(ims_atr);
// Rotation rotation_atr2 = rotation_atr.applyTo(rot_invert); // applyInverseTo?
Rotation
rotation_atr
,
rotation_atr2
;
Rotation
rotation_atr
,
rotation_atr2
;
if
(
use_inv
)
{
if
(
use_inv
)
{
rotation_atr
=
rot_invert
.
applyTo
(
ims_atr
);
rotation_atr
=
rot_invert
.
applyTo
(
ims_atr
);
...
@@ -407,7 +423,6 @@ public class QuadCLTCPU {
...
@@ -407,7 +423,6 @@ public class QuadCLTCPU {
}
}
rotated_xyzatr
[
nscene
]
=
new
double
[][]
{
rotated_xyz
.
clone
(),
rotated_xyzatr
[
nscene
]
=
new
double
[][]
{
rotated_xyz
.
clone
(),
rotation_atr2
.
getAngles
(
RotationOrder
.
YXZ
,
ErsCorrection
.
ROT_CONV
)};
rotation_atr2
.
getAngles
(
RotationOrder
.
YXZ
,
ErsCorrection
.
ROT_CONV
)};
/// rotation_atr.getAngles(RotationOrder.YXZ, ErsCorrection.ROT_CONV)};
}
}
if
(
debugLevel
>
-
1
)
{
if
(
debugLevel
>
-
1
)
{
double
[]
angles
=
rot
.
getAngles
(
RotationOrder
.
YXZ
,
ErsCorrection
.
ROT_CONV
);
double
[]
angles
=
rot
.
getAngles
(
RotationOrder
.
YXZ
,
ErsCorrection
.
ROT_CONV
);
...
@@ -449,6 +464,9 @@ public class QuadCLTCPU {
...
@@ -449,6 +464,9 @@ public class QuadCLTCPU {
int
last_index
,
int
last_index
,
int
debugLevel
int
debugLevel
)
{
)
{
boolean
apply_imu_orient
=
clt_parameters
.
imp
.
apply_imu_orient
;
// apply IMU misalignment to the camera if adjusted
boolean
adjust_gyro
=
clt_parameters
.
imp
.
adjust_gyro
;
// adjust qyro omegas offsets
boolean
apply_gyro
=
clt_parameters
.
imp
.
apply_gyro
;
// apply adjusted qyro omegas offsets
double
[][][]
pimu_xyzatr
=
QuadCLT
.
integratePIMU
(
double
[][][]
pimu_xyzatr
=
QuadCLT
.
integratePIMU
(
clt_parameters
,
// final CLTParameters clt_parameters,
clt_parameters
,
// final CLTParameters clt_parameters,
quadCLTs
,
// final QuadCLT[] quadCLTs,
quadCLTs
,
// final QuadCLT[] quadCLTs,
...
@@ -500,20 +518,129 @@ public class QuadCLTCPU {
...
@@ -500,20 +518,129 @@ public class QuadCLTCPU {
double
[]
new_ims_mount_atr
=
Imx5
.
adjustMountAtrByQuat
(
double
[]
new_ims_mount_atr
=
Imx5
.
adjustMountAtrByQuat
(
ims_mount_atr
,
// double [] ims_atr,
ims_mount_atr
,
// double [] ims_atr,
quat
);
// double [] corr_q)
quat
);
// double [] corr_q)
if
(
apply_imu_orient
)
{
clt_parameters
.
imp
.
setImsMountATR
(
new_ims_mount_atr
);
clt_parameters
.
imp
.
setImsMountATR
(
new_ims_mount_atr
);
if
(
debugLevel
>
-
3
)
{
if
(
debugLevel
>
-
3
)
{
System
.
out
.
println
(
"*** IMU mount angles updated, need to save the main configuration file for persistent storage ***"
);
}
}
else
{
System
.
out
.
println
(
"*** IMU mount angles calculated, but not applied ***"
);
}
double
[]
new_atr
=
clt_parameters
.
imp
.
getImsMountATR
();
// converts to radians
double
[]
new_atr
=
clt_parameters
.
imp
.
getImsMountATR
();
// converts to radians
double
[]
degrees
=
new
double
[
3
];
double
[]
degrees
=
new
double
[
3
];
for
(
int
i
=
0
;
i
<
3
;
i
++)
degrees
[
i
]=
new_atr
[
i
]*
180
/
Math
.
PI
;
for
(
int
i
=
0
;
i
<
3
;
i
++)
degrees
[
i
]=
new_atr
[
i
]*
180
/
Math
.
PI
;
System
.
out
.
println
(
"New ATR(rad)=["
+
new_atr
[
0
]+
", "
+
new_atr
[
1
]+
", "
+
new_atr
[
2
]+
"]"
);
System
.
out
.
println
(
String
.
format
(
System
.
out
.
println
(
"New ATR(deg)=["
+
degrees
[
0
]+
", "
+
degrees
[
1
]+
", "
+
degrees
[
2
]+
"]"
);
"Using ATR(rad)=[%9f, %9f, %9f]"
,
new_atr
[
0
],
new_atr
[
1
],
new_atr
[
2
]));
System
.
out
.
println
(
String
.
format
(
"Using ATR(deg)=[%9f, %9f, %9f]"
,
degrees
[
0
],
degrees
[
1
],
degrees
[
2
]));
double
[]
omega_corr
=
null
;
if
(
adjust_gyro
)
{
omega_corr
=
getOmegaCorrections
(
clt_parameters
,
// CLTParameters clt_parameters, // CLTParameters clt_parameters,
rotated_xyzatr
,
// double [][][] rotated_xyzatr,
quadCLTs
,
// QuadCLT[] quadCLTs,
ref_index
,
// int ref_index,
earliest_scene
,
// int earliest_scene,
last_index
,
// int last_index,
debugLevel
);
// int debugLevel
if
(
omega_corr
!=
null
)
{
double
[]
used_omegas
=
clt_parameters
.
imp
.
get_pimu_offs
()[
1
];
// returns in atr order
double
[]
new_omegas
=
new
double
[
3
];
for
(
int
i
=
0
;
i
<
3
;
i
++)
{
new_omegas
[
i
]
=
used_omegas
[
i
]
-
omega_corr
[
i
];
}
if
(
debugLevel
>
-
1
)
{
System
.
out
.
println
(
String
.
format
(
"Used omegas (ATR, rad/s) = [%9f, %9f, %9f]"
,
used_omegas
[
0
],
used_omegas
[
1
],
used_omegas
[
2
]));
System
.
out
.
println
(
String
.
format
(
"Diff.omegas (ATR, rad/s) = [%9f, %9f, %9f]"
,
omega_corr
[
0
],
omega_corr
[
1
],
omega_corr
[
2
]));
System
.
out
.
println
(
String
.
format
(
"New omegas (ATR, rad/s) = [%9f, %9f, %9f]"
,
new_omegas
[
0
],
new_omegas
[
1
],
new_omegas
[
2
]));
}
if
(
apply_gyro
)
{
clt_parameters
.
imp
.
set_pimu_omegas
(
new_omegas
);
if
(
debugLevel
>
-
3
)
{
System
.
out
.
println
(
String
.
format
(
"Applied new gyro omegas (ATR, rad/s) = [%9f, %9f, %9f]"
,
new_omegas
[
0
],
new_omegas
[
1
],
new_omegas
[
2
]));
System
.
out
.
println
(
"*** Need to save the main configuration file ***"
);
System
.
out
.
println
(
"*** Need to save the main configuration file ***"
);
}
}
}
else
{
if
(
debugLevel
>
-
3
)
{
System
.
out
.
println
(
String
.
format
(
"New gyro omegas (ATR, rad/s) are not applied = [%9f, %9f, %9f]"
,
new_omegas
[
0
],
new_omegas
[
1
],
new_omegas
[
2
]));
}
}
}
else
{
System
.
out
.
println
(
"*** Adjustment of the gyro omegas failed ***"
);
}
}
}
else
{
}
else
{
System
.
out
.
println
(
"*** Failed to calculate IMS mount correction! ***"
);
System
.
out
.
println
(
"*** Failed to calculate IMS mount correction! ***"
);
}
}
}
}
public
static
double
[]
getOmegaCorrections
(
CLTParameters
clt_parameters
,
// CLTParameters clt_parameters,
double
[][][]
rotated_xyzatr
,
QuadCLT
[]
quadCLTs
,
int
ref_index
,
int
early_index
,
int
last_index
,
int
debugLevel
)
{
double
[][][]
xyzatr
=
new
double
[
quadCLTs
.
length
][][];
ErsCorrection
ers_ref
=
quadCLTs
[
ref_index
].
getErsCorrection
();
double
[]
timestamps
=
new
double
[
quadCLTs
.
length
];
double
[][][]
data
=
new
double
[
3
][
last_index
-
early_index
+
1
][
2
];
double
ts_ref
=
quadCLTs
[
ref_index
].
getTimeStamp
();
for
(
int
nscene
=
early_index
;
nscene
<=
last_index
;
nscene
++)
{
timestamps
[
nscene
]
=
quadCLTs
[
nscene
].
getTimeStamp
();
xyzatr
[
nscene
]
=
ers_ref
.
getSceneXYZATR
(
quadCLTs
[
nscene
].
getImageName
());
Rotation
scene_atr
=
new
Rotation
(
RotationOrder
.
YXZ
,
ErsCorrection
.
ROT_CONV
,
xyzatr
[
nscene
][
1
][
0
],
xyzatr
[
nscene
][
1
][
1
],
xyzatr
[
nscene
][
1
][
2
]);
Rotation
imu_atr
=
new
Rotation
(
RotationOrder
.
YXZ
,
ErsCorrection
.
ROT_CONV
,
rotated_xyzatr
[
nscene
][
1
][
0
],
rotated_xyzatr
[
nscene
][
1
][
1
],
rotated_xyzatr
[
nscene
][
1
][
2
]);
Rotation
diff_rot
=
imu_atr
.
applyInverseTo
(
scene_atr
);
// left rotate IMU to match scene
double
rel_ts
=
timestamps
[
nscene
]
-
ts_ref
;
double
[]
diff_atr
=
diff_rot
.
getAngles
(
RotationOrder
.
YXZ
,
ErsCorrection
.
ROT_CONV
);
for
(
int
i
=
0
;
i
<
3
;
i
++)
{
data
[
i
][
nscene
-
early_index
][
0
]
=
rel_ts
;
// for all xyz the same
data
[
i
][
nscene
-
early_index
][
1
]
=
diff_atr
[
i
];
}
}
PolynomialApproximation
pa
=
new
PolynomialApproximation
(-
1
);
// debugLevel);
double
[][]
coeffs
=
new
double
[
3
][
2
];
for
(
int
i
=
0
;
i
<
3
;
i
++)
{
coeffs
[
i
]
=
pa
.
polynomialApproximation1d
(
data
[
i
],
1
);
// linear
}
if
(
debugLevel
>
-
1
)
{
System
.
out
.
println
(
"Azimuth omega correction: "
+
coeffs
[
0
][
1
]+
" ("
+
coeffs
[
0
][
0
]+
")"
);
System
.
out
.
println
(
" Tilt omega correction: "
+
coeffs
[
1
][
1
]+
" ("
+
coeffs
[
1
][
0
]+
")"
);
System
.
out
.
println
(
" Roll omega correction: "
+
coeffs
[
2
][
1
]+
" ("
+
coeffs
[
2
][
0
]+
")"
);
if
(
debugLevel
>
0
)
{
System
.
out
.
println
(
String
.
format
(
"%3s"
+
"\t%9s\t%9s\t%9s\t%9s\t%9s\t%9s\t%9s"
,
"N"
,
"rt"
,
"dA"
,
"dT"
,
"dR"
,
"lA"
,
"lT"
,
"lR"
));
for
(
int
nscene
=
early_index
;
nscene
<=
last_index
;
nscene
++)
{
System
.
out
.
println
(
String
.
format
(
"%3d"
+
"\t%9.5f\t%9.5f\t%9.5f\t%9.5f\t%9.5f\t%9.5f\t%9.5f"
,
nscene
,
data
[
0
][
nscene
-
early_index
][
0
],
// timestamps[nscene]-timestamps[ref_index],
data
[
0
][
nscene
-
early_index
][
1
],
data
[
1
][
nscene
-
early_index
][
1
],
data
[
2
][
nscene
-
early_index
][
1
],
coeffs
[
0
][
0
]+
coeffs
[
0
][
1
]
*
data
[
0
][
nscene
-
early_index
][
0
],
coeffs
[
1
][
0
]+
coeffs
[
1
][
1
]
*
data
[
1
][
nscene
-
early_index
][
0
],
coeffs
[
2
][
0
]+
coeffs
[
2
][
1
]
*
data
[
2
][
nscene
-
early_index
][
0
]));
}
}
}
return
new
double
[]
{
coeffs
[
0
][
1
],
coeffs
[
1
][
1
],
coeffs
[
2
][
1
]};
}
/**
/**
* Refine scene poses (now only linear) from currently adjusted poses
* Refine scene poses (now only linear) from currently adjusted poses
* (adjusted using IMS orientations) and IMS velocities (currently
* (adjusted using IMS orientations) and IMS velocities (currently
...
...
src/main/java/com/elphel/imagej/tileprocessor/QuaternionLma.java
View file @
54e00356
...
@@ -221,12 +221,13 @@ public class QuaternionLma {
...
@@ -221,12 +221,13 @@ public class QuaternionLma {
debug_level
);
// final int debug_level);
debug_level
);
// final int debug_level);
return
;
return
;
}
}
//MODE_XYZQ
N
=
vect_x
.
length
;
N
=
vect_x
.
length
;
this
.
mode
=
mode
;
this
.
mode
=
mode
;
samples
=
3
+
quat0
.
length
;
samples
=
3
+
quat0
.
length
;
samples_x
=
7
;
samples_x
=
7
;
pure_weight
=
1.0
-
reg_w
;
pure_weight
=
1.0
-
reg_w
;
int
extra_samples
=
0
;
// (quat0.length < 4)? 0:REGLEN;
int
extra_samples
=
(
reg_w
>
0
)
?
quat0
.
length
:
0
;
// (quat0.length < 4)? 0:REGLEN;
x_vector
=
new
double
[
samples_x
*
N
];
x_vector
=
new
double
[
samples_x
*
N
];
y_vector
=
new
double
[
samples
*
N
+
extra_samples
];
y_vector
=
new
double
[
samples
*
N
+
extra_samples
];
weights
=
new
double
[
samples
*
N
+
extra_samples
];
weights
=
new
double
[
samples
*
N
+
extra_samples
];
...
@@ -285,9 +286,12 @@ public class QuaternionLma {
...
@@ -285,9 +286,12 @@ public class QuaternionLma {
}
}
double
k
=
(
pure_weight
)/
sw
;
double
k
=
(
pure_weight
)/
sw
;
for
(
int
i
=
0
;
i
<
weights
.
length
;
i
++)
weights
[
i
]
*=
k
;
for
(
int
i
=
0
;
i
<
weights
.
length
;
i
++)
weights
[
i
]
*=
k
;
if
(
extra_samples
>
0
)
{
if
(
extra_samples
>
0
)
{
weights
[
samples
*
N
]
=
1.0
-
pure_weight
;
double
w
=
(
1.0
-
pure_weight
)/
parameters_vector
.
length
;
y_vector
[
samples
*
N
]
=
1.0
;
for
(
int
i
=
0
;
i
<
parameters_vector
.
length
;
i
++)
{
weights
[
samples
*
N
+
i
]
=
w
;
y_vector
[
samples
*
N
]
=
0.0
;
// or target value
}
}
}
last_jt
=
new
double
[
parameters_vector
.
length
][];
last_jt
=
new
double
[
parameters_vector
.
length
][];
if
(
debug_level
>
0
)
{
if
(
debug_level
>
0
)
{
...
@@ -387,7 +391,7 @@ public class QuaternionLma {
...
@@ -387,7 +391,7 @@ public class QuaternionLma {
samples
=
7
;
samples
=
7
;
samples_x
=
7
;
samples_x
=
7
;
pure_weight
=
1.0
-
reg_w
;
pure_weight
=
1.0
-
reg_w
;
int
extra_samples
=
0
;
// (quat0.length < 4)? 0:REGLEN;
int
extra_samples
=
0
;
// (
reg_w > 0)? quat0.length:0; // (
quat0.length < 4)? 0:REGLEN;
x_vector
=
new
double
[
samples
*
N
];
x_vector
=
new
double
[
samples
*
N
];
y_vector
=
new
double
[
samples
*
N
+
extra_samples
];
y_vector
=
new
double
[
samples
*
N
+
extra_samples
];
y_inv_vector
=
new
double
[
samples_x
*
N
+
extra_samples
];
y_inv_vector
=
new
double
[
samples_x
*
N
+
extra_samples
];
...
@@ -1130,6 +1134,14 @@ public class QuaternionLma {
...
@@ -1130,6 +1134,14 @@ public class QuaternionLma {
}
}
}
}
}
}
if
(
weights
.
length
>
N
*
samples
)
{
for
(
int
i
=
0
;
i
<
vector3
.
length
;
i
++)
{
fx
[
samples
*
N
+
i
]
=
vector3
[
i
];
if
(
jt
!=
null
)
{
jt
[
i
][
samples
*
N
+
i
]
=
1.0
;
}
}
}
return
fx
;
return
fx
;
}
}
...
@@ -1563,6 +1575,26 @@ public class QuaternionLma {
...
@@ -1563,6 +1575,26 @@ public class QuaternionLma {
return
rslt
[
0
]?
iter
:
-
1
;
return
rslt
[
0
]?
iter
:
-
1
;
}
}
public
double
[]
getMinMaxDiag
(
int
debug_level
){
double
[][]
jt
=
new
double
[
parameters_vector
.
length
][];
double
[]
fx
=
getFxDerivs
(
parameters_vector
,
// double [] vector,
jt
,
// final double [][] jt, // should be null or initialized with [vector.length][]
debug_level
);
// final int debug_level)
Matrix
wjtjlambda
=
new
Matrix
(
getWJtJlambda
(
0
,
// *10, // temporary
jt
));
// double [][] jt)
double
[]
mn_mx
=
{
Double
.
NaN
,
Double
.
NaN
};
for
(
int
i
=
0
;
i
<
parameters_vector
.
length
;
i
++)
{
double
d
=
wjtjlambda
.
get
(
i
,
i
);
if
(!(
d
>
mn_mx
[
0
]))
mn_mx
[
0
]
=
d
;
if
(!(
d
<
mn_mx
[
1
]))
mn_mx
[
1
]
=
d
;
}
return
mn_mx
;
}
private
boolean
[]
lmaStep
(
private
boolean
[]
lmaStep
(
double
lambda
,
double
lambda
,
double
rms_diff
,
double
rms_diff
,
...
...
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