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Elphel
imagej-elphel
Commits
971025da
Commit
971025da
authored
Dec 13, 2023
by
Andrey Filippov
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Plain Diff
Tested other reference (FPN mitigation) with initial orientation
parent
e17a0659
Changes
2
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2 changed files
with
220 additions
and
48 deletions
+220
-48
Interscene.java
...main/java/com/elphel/imagej/tileprocessor/Interscene.java
+209
-42
QuadCLTCPU.java
...main/java/com/elphel/imagej/tileprocessor/QuadCLTCPU.java
+11
-6
No files found.
src/main/java/com/elphel/imagej/tileprocessor/Interscene.java
View file @
971025da
...
...
@@ -23,6 +23,7 @@
*/
package
com
.
elphel
.
imagej
.
tileprocessor
;
import
java.util.ArrayList
;
import
java.util.Arrays
;
import
java.util.concurrent.atomic.AtomicInteger
;
...
...
@@ -427,7 +428,7 @@ public class Interscene {
}
}
boolean
scale_ims_velocities
=
true
;
boolean
scale_ims_velocities
=
false
;
//
true;
double
[][][]
scenes_dxyzatr
=
QuadCLTCPU
.
getDxyzatrIms
(
clt_parameters
,
// CLTParameters clt_parameters,
quadCLTs
,
// QuadCLT[] quadCLTs,
...
...
@@ -748,9 +749,9 @@ public class Interscene {
double
maximal_series_rms
=
0.0
;
double
min_ref_str
=
clt_parameters
.
imp
.
min_ref_str
;
boolean
ref_need_lma
=
clt_parameters
.
imp
.
ref_need_lma
;
double
min_ref_frac
=
clt_parameters
.
imp
.
min_ref_frac
;
int
max_num_scenes
=
clt_parameters
.
imp
.
max_num_scenes
;
// cut longer series
boolean
ims_use
=
clt_parameters
.
imp
.
ims_use
;
double
min_ref_frac
=
clt_parameters
.
imp
.
min_ref_frac
;
int
max_num_scenes
=
clt_parameters
.
imp
.
max_num_scenes
;
// cut longer series
boolean
ims_use
=
clt_parameters
.
imp
.
ims_use
;
double
boost_max_short
=
2.0
;
//
double
boost_zoom_short
=
1.5
;
//
...
...
@@ -768,7 +769,7 @@ public class Interscene {
int
tilesX
=
quadCLTs
[
ref_index
].
getTileProcessor
().
getTilesX
();
int
tilesY
=
quadCLTs
[
ref_index
].
getTileProcessor
().
getTilesY
();
int
tile_size
=
quadCLTs
[
ref_index
].
getTileProcessor
().
getTileSize
();
double
min_offset
=
0.0
;
// clt_parameters.imp.min_offset;
double
min_offset
=
clt_parameters
.
imp
.
min_offset
;
// 0.0; //
double
max_offset
=
clt_parameters
.
imp
.
max_rel_offset
*
tilesX
*
tile_size
;
double
max_roll
=
clt_parameters
.
imp
.
max_roll_deg
*
Math
.
PI
/
180.0
;
double
max_zoom_diff
=
clt_parameters
.
imp
.
max_zoom_diff
;
...
...
@@ -819,15 +820,15 @@ public class Interscene {
}
double
max_z_change
=
Double
.
NaN
;
// only applicable for drone images
double
avg_z
=
quadCLTs
[
ref_index
].
getAverageZ
(
true
);
// use lma
if
(
max_zoom_diff
>
0
)
{
// ignore if set to
double
avg_z
=
quadCLTs
[
ref_index
].
getAverageZ
(
true
);
// use lma
max_z_change
=
avg_z
*
max_zoom_diff
;
if
(
debugLevel
>
-
3
)
{
System
.
out
.
println
(
"Setting maximal Z-direction movement to "
+
max_z_change
+
" m."
);
}
}
boolean
scale_ims_velocities
=
true
;
boolean
scale_ims_velocities
=
false
;
//
true;
double
[][][]
scenes_dxyzatr
=
QuadCLTCPU
.
getDxyzatrIms
(
clt_parameters
,
// CLTParameters clt_parameters,
quadCLTs
,
// QuadCLT[] quadCLTs,
...
...
@@ -863,7 +864,13 @@ public class Interscene {
double
mb_max_gain
=
clt_parameters
.
imp
.
mb_max_gain_inter
;
// 5.0; // motion blur maximal gain (if more - move second point more than a pixel
TpTask
[][]
tp_tasks_ref
=
new
TpTask
[
2
][];
double
[][]
pXpYD_ref
=
new
double
[
tilesX
*
tilesY
][];
boolean
rectilinear
=
false
;
double
max_quad
=
10
;
// use quad if center offset is less than this
ArrayList
<
Integer
>
fpn_list
=
new
ArrayList
<
Integer
>();
// boolean [] need_fpn_mitigate = new boolean [quadCLTs.length];
// int num_fpn_mitigate = 0;
double
[]
reg_weights
=
clt_parameters
.
ilp
.
ilma_regularization_weights
;
min_max
[
1
]
=
max_offset
;
for
(
int
scene_index
=
ref_index
-
1
;
scene_index
>=
earliest_scene
;
scene_index
--)
{
if
((
ref_index
-
scene_index
)
>=
max_num_scenes
){
earliest_scene
=
scene_index
+
1
;
...
...
@@ -892,8 +899,6 @@ public class Interscene {
initial_pose
[
1
].
clone
()
};
// Refine with LMA
double
[]
reg_weights
=
clt_parameters
.
ilp
.
ilma_regularization_weights
;
min_max
[
1
]
=
max_offset
;
//boost_zoom_short
double
max_z_change_scaled
=
max_z_change
;
if
((
ref_index
-
scene_index
)
<
min_num_scenes
)
{
...
...
@@ -922,36 +927,61 @@ public class Interscene {
clt_parameters
,
scenes_dxyzatr
[
scene_index
]));
// cam_dxyzatr));
// Trying new version with motion blur and single-setting of the reference frame
scenes_xyzatr
[
scene_index
]
=
adjustDiffPairsLMAInterscene
(
// compare two scenes, first may be reference, use motion blur
clt_parameters
,
// CLTParameters clt_parameters,
use_lma_dsi
,
// clt_parameters.imp.use_lma_dsi,
false
,
// boolean fpn_disable, // disable fpn filter if images are known to be too close
true
,
// boolean disable_ers,
min_max
,
// double [] min_max, // null or pair of minimal and maximal offsets
fail_reason
,
// int [] fail_reason, // null or int[1]: 0 - OK, 1 - LMA, 2 - min, 3 - max
quadCLTs
,
// QuadCLT [] quadCLTs,
ref_index
,
// int ref_index,
tp_tasks_ref
,
// TpTask[][] tp_tasks_ref, // Should be TpTask[2][*]. If tp_tasks_ref[0] == null will calculate
// at set first scene to the GPU
pXpYD_ref
,
// double [][] pXpYD_ref, // should be se or at least double [num_tiles][] if tp_tasks_ref[0] == null
ref_index
,
// int nscene0, // may be == ref_index
scene_index
,
// int nscene1, // compares to nscene0
null
,
// double [] ref_disparity, // null or alternative reference disparity
reliable_ref
,
//boolean [] reliable_ref, // null or bitmask of reliable reference tiles
scenes_xyzatr
[
ref_index
],
// double [][] scene0_xyzatr,,
initial_pose
,
// double [][] scene1_xyzatr,
initial_pose
,
// double [] scene1_xyzatr_pull, // if both are not null, specify target values to pull to
clt_parameters
.
ilp
.
ilma_lma_select
,
// boolean[] param_select,
reg_weights
,
// double [] param_regweights,
lma_rms
,
// double [] rms_out, // null or double [2]
clt_parameters
.
imp
.
max_rms
,
// double max_rms,
mb_en
,
// boolean mb_en,
mb_tau
,
// double mb_tau, // 0.008; // time constant, sec
mb_max_gain
,
// double mb_max_gain, // 5.0; // motion blur maximal gain (if more - move second point more than a pixel
clt_parameters
.
imp
.
debug_level
);
// int debugLevel);
boolean
adjust_OK
=
scenes_xyzatr
[
scene_index
]
!=
null
;
if
(
adjust_OK
)
{
// check only for initial orientation, do not check on readjustments
double
est_shift
=
quadCLTs
[
ref_index
].
estimateAverageShift
(
scenes_xyzatr
[
ref_index
],
// double [][] xyzatr0,
scenes_xyzatr
[
scene_index
],
// double [][] xyzatr1,
avg_z
,
// double average_z,
false
,
// boolean use_rot,
rectilinear
);
// boolean rectilinear)
if
(
est_shift
<
max_quad
)
{
est_shift
=
quadCLTs
[
ref_index
].
estimateAverageShift
(
scenes_xyzatr
[
ref_index
],
// double [][] xyzatr0,
scenes_xyzatr
[
scene_index
],
// double [][] xyzatr1,
avg_z
,
// double average_z,
true
,
// boolean use_rot,
rectilinear
);
// boolean rectilinear)
}
if
(
debugLevel
>
-
4
)
{
System
.
out
.
println
(
"nscene="
+
scene_index
+
": est offset "
+
est_shift
+
"pix"
);
}
boolean
adjust_OK
=
false
;
if
(
est_shift
<
min_max
[
0
])
{
fail_reason
[
0
]=
FAIL_REASON_MIN
;
}
else
{
/*
fail_reason[0]==FAIL_REASON_MIN)
*/
scenes_xyzatr
[
scene_index
]
=
adjustDiffPairsLMAInterscene
(
// compare two scenes, first may be reference, use motion blur
clt_parameters
,
// CLTParameters clt_parameters,
use_lma_dsi
,
// clt_parameters.imp.use_lma_dsi,
false
,
// boolean fpn_disable, // disable fpn filter if images are known to be too close
true
,
// boolean disable_ers,
min_max
,
// double [] min_max, // null or pair of minimal and maximal offsets
fail_reason
,
// int [] fail_reason, // null or int[1]: 0 - OK, 1 - LMA, 2 - min, 3 - max
quadCLTs
,
// QuadCLT [] quadCLTs,
ref_index
,
// int ref_index,
tp_tasks_ref
,
// TpTask[][] tp_tasks_ref, // Should be TpTask[2][*]. If tp_tasks_ref[0] == null will calculate
// at set first scene to the GPU
pXpYD_ref
,
// double [][] pXpYD_ref, // should be set or at least double [num_tiles][] if tp_tasks_ref[0] == null
ref_index
,
// int nscene0, // may be == ref_index
scene_index
,
// int nscene1, // compares to nscene0
null
,
// double [] ref_disparity, // null or alternative reference disparity
reliable_ref
,
//boolean [] reliable_ref, // null or bitmask of reliable reference tiles
scenes_xyzatr
[
ref_index
],
// double [][] scene0_xyzatr,,
initial_pose
,
// double [][] scene1_xyzatr,
initial_pose
,
// double [] scene1_xyzatr_pull, // if both are not null, specify target values to pull to
clt_parameters
.
ilp
.
ilma_lma_select
,
// boolean[] param_select,
reg_weights
,
// double [] param_regweights,
lma_rms
,
// double [] rms_out, // null or double [2]
clt_parameters
.
imp
.
max_rms
,
// double max_rms,
mb_en
,
// boolean mb_en,
mb_tau
,
// double mb_tau, // 0.008; // time constant, sec
mb_max_gain
,
// double mb_max_gain, // 5.0; // motion blur maximal gain (if more - move second point more than a pixel
clt_parameters
.
imp
.
debug_level
);
// int debugLevel);
adjust_OK
=
scenes_xyzatr
[
scene_index
]
!=
null
;
}
if
(
adjust_OK
)
{
// check only for initial orientation, do not check on readjustments
if
(
Math
.
abs
(
scenes_xyzatr
[
scene_index
][
1
][
2
])
>
max_roll
)
{
fail_reason
[
0
]
=
FAIL_REASON_ROLL
;
adjust_OK
=
false
;
...
...
@@ -975,8 +1005,9 @@ public class Interscene {
System
.
out
.
println
(
"LMA failed at nscene = "
+
scene_index
+
". Reason = "
+
fail_reason
[
0
]+
" ("
+
getFailReason
(
fail_reason
[
0
])+
")"
);
if
((
fail_reason
[
0
]==
FAIL_REASON_MIN
)
||
((
fail_reason
[
0
]==
FAIL_REASON_LMA
)
&&
!
got_spiral
))
{
fpn_list
.
add
(
scene_index
);
if
(
fpn_skip
)
{
System
.
out
.
println
(
"fpn_skip is set, just using initial pose
"
);
System
.
out
.
println
(
"fpn_skip is set, just using initial pose
, num_fpn_mitigate="
+
fpn_list
.
size
()
);
scenes_xyzatr
[
scene_index
]
=
initial_pose
;
break
handle_failure
;
// to next scene
}
else
{
...
...
@@ -1056,6 +1087,89 @@ public class Interscene {
}
return
-
1
;
}
// fpn_list.add(ref_index); // just for testing
if
(
debugLevel
>
-
4
)
{
System
.
out
.
println
(
"num_fpn_mitigate= "
+
fpn_list
.
size
());
}
boolean
fpn_mitigate_en
=
true
;
// false; // true;
double
fpn_mitigate_dist
=
10.0
;
// 40.0; // 5.0 ; // try to find at least that far from the the one needed for mitigation
if
(
fpn_mitigate_en
&&
!
fpn_list
.
isEmpty
())
{
int
[][]
fpn_pairs
=
getFPNPairs
(
fpn_list
,
// ArrayList<Integer> fpn_list,
fpn_mitigate_dist
,
// double fpn_mitigate_dist,
rectilinear
,
// boolean rectilinear,
quadCLTs
,
// QuadCLT [] quadCLTs,
scenes_xyzatr
,
// double [][][] scenes_xyzatr,
avg_z
,
// double avg_z,
ref_index
,
// int ref_index, // >= earliest_scene
earliest_scene
);
// int earliest_scene)
for
(
int
ipair
=
0
;
ipair
<
fpn_pairs
.
length
;
ipair
++)
if
(
fpn_pairs
[
ipair
][
1
]
>=
0
)
{
if
(
debugLevel
>
-
4
)
{
System
.
out
.
println
(
"Mitigating FPN for scene "
+
fpn_pairs
[
ipair
][
0
]+
" being too close to reference "
+
ref_index
+
", using scene "
+
fpn_pairs
[
ipair
][
1
]+
" as a reference"
);
}
TpTask
[][]
tp_tasks_rel_ref
=
new
TpTask
[
2
][];
double
[][]
rel_xyzatr
=
adjustDiffPairsLMAInterscene
(
// compare two scenes, first may be reference, use motion blur
clt_parameters
,
// CLTParameters clt_parameters,
use_lma_dsi
,
// clt_parameters.imp.use_lma_dsi,
false
,
// boolean fpn_disable, // disable fpn filter if images are known to be too close
true
,
// boolean disable_ers,
min_max
,
// double [] min_max, // null or pair of minimal and maximal offsets
fail_reason
,
// int [] fail_reason, // null or int[1]: 0 - OK, 1 - LMA, 2 - min, 3 - max
quadCLTs
,
// QuadCLT [] quadCLTs,
ref_index
,
// int ref_index,
tp_tasks_rel_ref
,
// TpTask[][] tp_tasks_ref, // Should be TpTask[2][*]. If tp_tasks_ref[0] == null will calculate
// at set first scene to the GPU
pXpYD_ref
,
// double [][] pXpYD_ref, // should be set or at least double [num_tiles][] if tp_tasks_ref[0] == null
fpn_pairs
[
ipair
][
1
],
// ref_index, // int nscene0, // may be == ref_index
fpn_pairs
[
ipair
][
0
],
// int nscene1, // compares to nscene0
null
,
// double [] ref_disparity, // null or alternative reference disparity
reliable_ref
,
//boolean [] reliable_ref, // null or bitmask of reliable reference tiles
scenes_xyzatr
[
fpn_pairs
[
ipair
][
1
]],
// double [][] scene0_xyzatr,,
scenes_xyzatr
[
fpn_pairs
[
ipair
][
0
]],
// initial_pose, // double [][] scene1_xyzatr,
scenes_xyzatr
[
fpn_pairs
[
ipair
][
0
]],
// initial_pose, // double [] scene1_xyzatr_pull, // if both are not null, specify target values to pull to
clt_parameters
.
ilp
.
ilma_lma_select
,
// boolean[] param_select,
reg_weights
,
// double [] param_regweights,
lma_rms
,
// double [] rms_out, // null or double [2]
clt_parameters
.
imp
.
max_rms
,
// double max_rms,
mb_en
,
// boolean mb_en,
mb_tau
,
// double mb_tau, // 0.008; // time constant, sec
mb_max_gain
,
// double mb_max_gain, // 5.0; // motion blur maximal gain (if more - move second point more than a pixel
clt_parameters
.
imp
.
debug_level
);
// int debugLevel);
boolean
adjust_OK
=
rel_xyzatr
!=
null
;
if
(!
adjust_OK
)
{
System
.
out
.
println
(
"LMA failed at scene pair = "
+
fpn_pairs
[
ipair
][
1
]+
" referenced from scene "
+
fpn_pairs
[
ipair
][
0
]+
". Reason = "
+
fail_reason
[
0
]+
" ("
+
getFailReason
(
fail_reason
[
0
])+
")"
);
}
else
{
scenes_xyzatr
[
fpn_pairs
[
ipair
][
0
]]
=
rel_xyzatr
;
/// scenes_xyzatr[fpn_pairs[ipair][0]] = ErsCorrection.combineXYZATR(
/// rel_xyzatr, // new
/// scenes_xyzatr[fpn_pairs[ipair][1]]); // reference for this
double
[][]
adjusted_xyzatr_dt
=
QuadCLTCPU
.
scaleDtFromErs
(
clt_parameters
,
quadCLTs
[
fpn_pairs
[
ipair
][
0
]].
getErsCorrection
().
getErsXYZATR_dt
(
));
ers_reference
.
addScene
(
quadCLTs
[
fpn_pairs
[
ipair
][
0
]].
getImageName
(),
scenes_xyzatr
[
fpn_pairs
[
ipair
][
0
]][
0
],
scenes_xyzatr
[
fpn_pairs
[
ipair
][
0
]][
1
],
adjusted_xyzatr_dt
[
0
],
// ZERO3, // ers_scene.getErsXYZ_dt(),
adjusted_xyzatr_dt
[
1
]
// ZERO3 // ers_scene.getErsATR_dt()
);
if
(
lma_rms
[
0
]
>
maximal_series_rms
)
{
maximal_series_rms
=
lma_rms
[
0
];
}
if
(
debugLevel
>
-
3
)
{
System
.
out
.
println
(
"Pass multi scene "
+
fpn_pairs
[
ipair
][
0
]+
" (of "
+
quadCLTs
.
length
+
") "
+
quadCLTs
[
fpn_pairs
[
ipair
][
1
]].
getImageName
()
+
"/"
+
quadCLTs
[
fpn_pairs
[
ipair
][
0
]].
getImageName
()+
" Done. RMS="
+
lma_rms
[
0
]+
", maximal so far was "
+
maximal_series_rms
);
}
}
}
}
if
(
earliest_scene
>
0
)
{
System
.
out
.
println
(
"setInitialOrientationsIms(): Not all scenes matched, earliest useful scene = "
+
earliest_scene
+
" (total number of scenes = "
+(
ref_index
-
earliest_scene
+
1
)+
...
...
@@ -1072,6 +1186,7 @@ public class Interscene {
ref_index
,
// int end1_scene,
scenes_xyzatr
,
// double [][][] scenes_xyzatr,
half_run_range
);
// double half_run_range
/*
quadCLTs[ref_index].getErsCorrection().setErsDt( // set for ref also (should be set before non-ref!)
dxyzatr_dt[ref_index][0], // (ers_use_xyz? dxyzatr_dt[nscene][0]: ZERO3), //, // dxyzatr_dt[nscene][0], // double [] ers_xyz_dt,
dxyzatr_dt[ref_index][1]); // dxyzatr_dt[nscene][1]); // double [] ers_atr_dt)(ers_scene_original_xyz_dt);
...
...
@@ -1083,7 +1198,7 @@ public class Interscene {
dxyzatr_dt[scene_index][1] // ers_scene.getErsATR_dt()
);
}
*/
quadCLTs
[
ref_index
].
set_orient
(
1
);
// first orientation
quadCLTs
[
ref_index
].
set_accum
(
0
);
// reset accumulations ("build_interscene") number
quadCLTs
[
ref_index
].
saveInterProperties
(
// save properties for interscene processing (extrinsics, ers, ...) // null pointer
...
...
@@ -1093,6 +1208,58 @@ public class Interscene {
}
public
static
int
[][]
getFPNPairs
(
ArrayList
<
Integer
>
fpn_list
,
double
fpn_mitigate_dist
,
boolean
rectilinear
,
QuadCLT
[]
quadCLTs
,
double
[][][]
scenes_xyzatr
,
double
avg_z
,
int
ref_index
,
// >= earliest_scene
int
earliest_scene
){
int
[][]
fpn_pairs
=
new
int
[
fpn_list
.
size
()][
2
];
// int [] fpn_ref_scenes = new int [quadCLTs.length];
boolean
[]
need_fpn_mitigate
=
new
boolean
[
quadCLTs
.
length
];
for
(
int
i:
fpn_list
)
{
need_fpn_mitigate
[
i
]
=
true
;
}
// Arrays.fill(fpn_ref_scenes, -1);
int
fpn_index
=
ref_index
;
// - 1;
for
(
int
ipair
=
0
;
ipair
<
fpn_pairs
.
length
;
ipair
++)
{
// find first needed
for
(;(
fpn_index
>=
0
)
&&
!
need_fpn_mitigate
[
fpn_index
];
fpn_index
--);
// find closest but farther than fpn_mitigate_dist;
fpn_pairs
[
ipair
][
0
]
=
fpn_index
;
fpn_pairs
[
ipair
][
1
]
=
-
1
;
double
best_dist
=
Double
.
NaN
;
for
(
int
i
=
ref_index
;
i
>=
earliest_scene
;
i
--)
{
double
fpn_dist
=
quadCLTs
[
ref_index
].
estimateAverageShift
(
scenes_xyzatr
[
i
],
// double [][] xyzatr0,
scenes_xyzatr
[
fpn_index
],
// double [][] xyzatr1,
avg_z
,
// double average_z,
false
,
// boolean use_rot,
rectilinear
);
// boolean rectilinear)
if
(
fpn_dist
<
fpn_mitigate_dist
)
{
fpn_dist
=
quadCLTs
[
i
].
estimateAverageShift
(
scenes_xyzatr
[
i
],
// double [][] xyzatr0,
scenes_xyzatr
[
fpn_index
],
// double [][] xyzatr1,
avg_z
,
// double average_z,
true
,
// boolean use_rot,
rectilinear
);
// boolean rectilinear)
}
if
(
fpn_dist
>=
fpn_mitigate_dist
)
{
if
(!(
fpn_dist
>=
best_dist
))
{
// Double.NaN OK
best_dist
=
fpn_dist
;
fpn_pairs
[
ipair
][
1
]
=
i
;
need_fpn_mitigate
[
fpn_pairs
[
ipair
][
0
]]
=
false
;
}
}
}
}
return
fpn_pairs
;
}
public
static
int
setInitialOrientations
(
final
CLTParameters
clt_parameters
,
...
...
src/main/java/com/elphel/imagej/tileprocessor/QuadCLTCPU.java
View file @
971025da
...
...
@@ -654,8 +654,8 @@ public class QuadCLTCPU {
{
0.25
*
wh
[
0
],
0.75
*
wh
[
1
]},
{
0.75
*
wh
[
0
],
0.75
*
wh
[
1
]}};
}
double
s2
=
0.0
;
for
(
double
[]
xy:
xy_pairs
)
{
double
s2
=
0.0
,
s0
=
0.0
;
for
(
double
[]
xy:
xy_pairs
)
if
(
xy
!=
null
)
{
double
[]
pXpYD
=
ers
.
getImageCoordinatesERS
(
null
,
// QuadCLT cameraQuadCLT, // camera station that got image to be to be matched
xy
[
0
],
// double px, // pixel coordinate X in the reference view
...
...
@@ -668,11 +668,16 @@ public class QuadCLTCPU {
xyzatr1
[
0
],
// double [] camera_xyz, // camera center in world coordinates
xyzatr1
[
1
],
// double [] camera_atr, // camera orientation relative to world frame
OpticalFlow
.
LINE_ERR
);
// double line_err); // threshold error in scan lines (1.0)
double
dx
=
pXpYD
[
0
]-
xy
[
0
];
double
dy
=
pXpYD
[
1
]-
xy
[
1
];
s2
+=
dx
*
dx
+
dy
*
dy
;
if
(
pXpYD
!=
null
)
{
double
dx
=
pXpYD
[
0
]-
xy
[
0
];
// null pointer
double
dy
=
pXpYD
[
1
]-
xy
[
1
];
s2
+=
dx
*
dx
+
dy
*
dy
;
s0
+=
1.0
;
}
else
{
continue
;
}
}
double
offs_avg
=
Math
.
sqrt
(
s2
/
xy_pairs
.
length
);
double
offs_avg
=
Math
.
sqrt
(
s2
/
s0
);
return
offs_avg
;
}
...
...
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