diff --git a/Expes/Analyses/PerfSynth/essaiRandom1/.randout_old.txt.swp b/Expes/Analyses/PerfSynth/essaiRandom1/.randout_old.txt.swp
new file mode 100644
index 0000000000000000000000000000000000000000..127c4097970f33c7f7b178693336b5de73a7b55e
Binary files /dev/null and b/Expes/Analyses/PerfSynth/essaiRandom1/.randout_old.txt.swp differ
diff --git a/Expes/Analyses/PerfSynth/essaiRandom1/randimage.png b/Expes/Analyses/PerfSynth/essaiRandom1/randimage.png
index 4199d61ea4f6a8ea9644e092d997f17028bd8217..170e1d6ca0a5093ccbf8b6887e6e92d89818ca69 100644
Binary files a/Expes/Analyses/PerfSynth/essaiRandom1/randimage.png and b/Expes/Analyses/PerfSynth/essaiRandom1/randimage.png differ
diff --git a/Expes/Analyses/PerfSynth/essaiRandom1/randimage_noframe.png b/Expes/Analyses/PerfSynth/essaiRandom1/randimage_noframe.png
index ae40e90cbd8a09a310979eb60449c374d7f509d3..090662b8e1ef91506b171cd17e074f1db957b568 100644
Binary files a/Expes/Analyses/PerfSynth/essaiRandom1/randimage_noframe.png and b/Expes/Analyses/PerfSynth/essaiRandom1/randimage_noframe.png differ
diff --git a/Expes/Analyses/PerfSynth/essaiRandom1/randin.txt b/Expes/Analyses/PerfSynth/essaiRandom1/randin.txt
index b9e79b49d7241bf48a3e20a096c14ac1978ae895..a761c662af20622901e60f27a5a21ce546e2635b 100644
--- a/Expes/Analyses/PerfSynth/essaiRandom1/randin.txt
+++ b/Expes/Analyses/PerfSynth/essaiRandom1/randin.txt
@@ -1,31 +1,31 @@
 10
-18 161
-73 236
-4
-126 246
-15 93
+16 47
+162 111
+2
+192 81
+57 147
 3
-75 79
-194 181
+163 41
+29 79
 2
-91 210
-169 204
+47 44
+28 103
+3
+103 188
+186 217
 2
-248 59
-210 186
+143 184
+190 238
 2
-17 157
-137 239
+170 260
+148 64
 4
-144 176
-79 188
-3
-104 244
-63 39
-3
-125 34
-83 159
-3
-27 79
-226 99
+241 101
+182 222
+4
+116 11
+202 127
+4
+175 260
+239 215
 2
diff --git a/Expes/Analyses/PerfSynth/essaiRandom1/randout_new.png b/Expes/Analyses/PerfSynth/essaiRandom1/randout_new.png
index 4c1487d8661a967cab319905eac37cb6b8b97400..4f3e71b559e457c4c0cd0af645d4431a8f689fbf 100644
Binary files a/Expes/Analyses/PerfSynth/essaiRandom1/randout_new.png and b/Expes/Analyses/PerfSynth/essaiRandom1/randout_new.png differ
diff --git a/Expes/Analyses/PerfSynth/essaiRandom1/randout_new.txt b/Expes/Analyses/PerfSynth/essaiRandom1/randout_new.txt
index e86ccb177d34400972b0e13200698d029fcce285..62cdb925fbccb0ce8485bc3909e9716074bfcb4e 100644
--- a/Expes/Analyses/PerfSynth/essaiRandom1/randout_new.txt
+++ b/Expes/Analyses/PerfSynth/essaiRandom1/randout_new.txt
@@ -1,16 +1,16 @@
-47 segment searches (local min)
-15 provided segments
-11 provided long segments
+50 segment searches (local min)
+17 provided segments
+8 provided long segments
 0 undetected segments
-0.00987728 % of points found more than once (redetections)
-0.1739 % of false points produced
-0.84212 : precision
-0.927567 : recall
-0.88278 : F-measure
-4.19524 : Biased width / matched segment
-2.92312 : Width / matched segment
-0.332442 : Width difference / matched segment
-0.463377 : Absolute width difference / matched segment
--0.180209 : Angle difference / matched segment
-0.192621 : Absolute angle difference / matched segment
-0.157454 : Absolute long edge angle difference / matched segment
+0.00877743 % of points found more than once (redetections)
+0.158934 % of false points produced
+0.854728 : precision
+0.93511 : recall
+0.893114 : F-measure
+4.41746 : Biased width / matched segment
+3.17105 : Width / matched segment
+0.569793 : Width difference / matched segment
+0.677655 : Absolute width difference / matched segment
+0.0140924 : Angle difference / matched segment
+0.709905 : Absolute angle difference / matched segment
+0.223206 : Absolute long edge angle difference / matched segment
diff --git a/Expes/Analyses/PerfSynth/essaiRandom1/randout_new_noframe.png b/Expes/Analyses/PerfSynth/essaiRandom1/randout_new_noframe.png
index 2fc9f09953c909dd8fa1d09558526f82929793f5..82de9376348528beb1ff6ef1ca4743f80ee9f6f2 100644
Binary files a/Expes/Analyses/PerfSynth/essaiRandom1/randout_new_noframe.png and b/Expes/Analyses/PerfSynth/essaiRandom1/randout_new_noframe.png differ
diff --git a/Expes/Analyses/PerfSynth/essaiRandom1/randout_old.png b/Expes/Analyses/PerfSynth/essaiRandom1/randout_old.png
index 9663a6b1b7cdc8cead275c4e14580d5b1f155b64..3ca094758dcc7c5eb89221518a2fc711ed4680f1 100644
Binary files a/Expes/Analyses/PerfSynth/essaiRandom1/randout_old.png and b/Expes/Analyses/PerfSynth/essaiRandom1/randout_old.png differ
diff --git a/Expes/Analyses/PerfSynth/essaiRandom1/randout_old.txt b/Expes/Analyses/PerfSynth/essaiRandom1/randout_old.txt
index 72c876f0af72c074609d79e1a30e613be99cd50c..b2c362eeddd6e9028fbcec8f8bfb7457b07a107e 100644
--- a/Expes/Analyses/PerfSynth/essaiRandom1/randout_old.txt
+++ b/Expes/Analyses/PerfSynth/essaiRandom1/randout_old.txt
@@ -1,16 +1,16 @@
 59 segment searches (local min)
-13 provided segments
-12 provided long segments
-1 undetected segments
-0.0131697 % of points found more than once (redetections)
-0.261598 % of false points produced
-0.764293 : precision
-0.848249 : recall
-0.804086 : F-measure
-4.12565 : Biased width / matched segment
-2.9523 : Width / matched segment
-0.605097 : Width difference / matched segment
-0.742815 : Absolute width difference / matched segment
-0.146971 : Angle difference / matched segment
-0.275932 : Absolute angle difference / matched segment
-0.275932 : Absolute long edge angle difference / matched segment
+16 provided segments
+11 provided long segments
+0 undetected segments
+0.015047 % of points found more than once (redetections)
+0.278997 % of false points produced
+0.762983 : precision
+0.898119 : recall
+0.825054 : F-measure
+4.4174 : Biased width / matched segment
+3.23747 : Width / matched segment
+0.722865 : Width difference / matched segment
+0.953892 : Absolute width difference / matched segment
+0.15835 : Angle difference / matched segment
+1.11045 : Absolute angle difference / matched segment
+0.374092 : Absolute long edge angle difference / matched segment
diff --git a/Expes/Analyses/PerfSynth/essaiRandom1/randout_old_noframe.png b/Expes/Analyses/PerfSynth/essaiRandom1/randout_old_noframe.png
index cccab4ab72dc5a1225804e39ff31ff0c869d7811..2200d9dc541c1f5e8e2db4b0bad06e31141dbbcb 100644
Binary files a/Expes/Analyses/PerfSynth/essaiRandom1/randout_old_noframe.png and b/Expes/Analyses/PerfSynth/essaiRandom1/randout_old_noframe.png differ
diff --git a/Expes/Analyses/PerfSynth/essaiRandom1/readme.txt b/Expes/Analyses/PerfSynth/essaiRandom1/readme.txt
index f754ae8ca8830d53b0b0023dc8b39951c83d1544..7778e04febd240d8aa480c640e332e28bdaf8553 100644
--- a/Expes/Analyses/PerfSynth/essaiRandom1/readme.txt
+++ b/Expes/Analyses/PerfSynth/essaiRandom1/readme.txt
@@ -1,4 +1,7 @@
-Random shot data published on github. July 5th, 2019.
+Random shot data published on github. July 6th, 2019.
+randimage_noframe.png -> Images/randimage1.png
+randout_old_noframe.png -> Images/randold1.png
+randout_new_noframe.png -> Images/randnew1.png
 
 Obtention :
 - Ctrl-E to detect both line sides
diff --git a/Expes/Analyses/PerfSynth/essaiRandom10/randimage.png b/Expes/Analyses/PerfSynth/essaiRandom10/randimage.png
new file mode 100644
index 0000000000000000000000000000000000000000..c74c270f5982791c16fee62e9f3e3bd5b8144cc2
Binary files /dev/null and b/Expes/Analyses/PerfSynth/essaiRandom10/randimage.png differ
diff --git a/Expes/Analyses/PerfSynth/essaiRandom10/randin.txt b/Expes/Analyses/PerfSynth/essaiRandom10/randin.txt
new file mode 100644
index 0000000000000000000000000000000000000000..6adc4ab59311fcf0382450b23ff5098ec0986054
--- /dev/null
+++ b/Expes/Analyses/PerfSynth/essaiRandom10/randin.txt
@@ -0,0 +1,31 @@
+10
+67 83
+93 46
+3
+182 221
+252 106
+4
+157 227
+68 87
+4
+214 223
+183 144
+2
+49 126
+211 27
+3
+137 134
+90 216
+3
+76 57
+130 76
+3
+79 189
+146 243
+3
+63 121
+238 229
+2
+118 15
+140 15
+2
diff --git a/Expes/Analyses/PerfSynth/essaiRandom10/randout_new.txt b/Expes/Analyses/PerfSynth/essaiRandom10/randout_new.txt
new file mode 100644
index 0000000000000000000000000000000000000000..3e94a4d1701841b30acdfa22c7ee56295faca1bf
--- /dev/null
+++ b/Expes/Analyses/PerfSynth/essaiRandom10/randout_new.txt
@@ -0,0 +1,16 @@
+41 segment searches (local min)
+18 provided segments
+9 provided long segments
+0 undetected segments
+0.000739098 % of points found more than once (redetections)
+0.0898004 % of false points produced
+0.910033 : precision
+0.908352 : recall
+0.909192 : F-measure
+4.02875 : Biased width / matched segment
+2.83782 : Width / matched segment
+0.221443 : Width difference / matched segment
+0.325357 : Absolute width difference / matched segment
+-0.00742573 : Angle difference / matched segment
+0.159856 : Absolute angle difference / matched segment
+0.0976206 : Absolute long edge angle difference / matched segment
diff --git a/Expes/Analyses/PerfSynth/essaiRandom10/randout_old.txt b/Expes/Analyses/PerfSynth/essaiRandom10/randout_old.txt
new file mode 100644
index 0000000000000000000000000000000000000000..90d5f41f4bfcd0d79ca46de24f46eb9ac784511f
--- /dev/null
+++ b/Expes/Analyses/PerfSynth/essaiRandom10/randout_old.txt
@@ -0,0 +1,16 @@
+39 segment searches (local min)
+16 provided segments
+9 provided long segments
+0 undetected segments
+0.000739098 % of points found more than once (redetections)
+0.0968219 % of false points produced
+0.904135 : precision
+0.913156 : recall
+0.908623 : F-measure
+3.99494 : Biased width / matched segment
+2.82628 : Width / matched segment
+0.236339 : Width difference / matched segment
+0.378997 : Absolute width difference / matched segment
+0.0394115 : Angle difference / matched segment
+0.157131 : Absolute angle difference / matched segment
+0.0720397 : Absolute long edge angle difference / matched segment
diff --git a/Expes/Analyses/PerfSynth/essaiRandom11/randimage.png b/Expes/Analyses/PerfSynth/essaiRandom11/randimage.png
new file mode 100644
index 0000000000000000000000000000000000000000..4199d61ea4f6a8ea9644e092d997f17028bd8217
Binary files /dev/null and b/Expes/Analyses/PerfSynth/essaiRandom11/randimage.png differ
diff --git a/Expes/Analyses/PerfSynth/essaiRandom11/randimage_noframe.png b/Expes/Analyses/PerfSynth/essaiRandom11/randimage_noframe.png
new file mode 100644
index 0000000000000000000000000000000000000000..ae40e90cbd8a09a310979eb60449c374d7f509d3
Binary files /dev/null and b/Expes/Analyses/PerfSynth/essaiRandom11/randimage_noframe.png differ
diff --git a/Expes/Analyses/PerfSynth/essaiRandom11/randin.txt b/Expes/Analyses/PerfSynth/essaiRandom11/randin.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b9e79b49d7241bf48a3e20a096c14ac1978ae895
--- /dev/null
+++ b/Expes/Analyses/PerfSynth/essaiRandom11/randin.txt
@@ -0,0 +1,31 @@
+10
+18 161
+73 236
+4
+126 246
+15 93
+3
+75 79
+194 181
+2
+91 210
+169 204
+2
+248 59
+210 186
+2
+17 157
+137 239
+4
+144 176
+79 188
+3
+104 244
+63 39
+3
+125 34
+83 159
+3
+27 79
+226 99
+2
diff --git a/Expes/Analyses/PerfSynth/essaiRandom11/randout_new.png b/Expes/Analyses/PerfSynth/essaiRandom11/randout_new.png
new file mode 100644
index 0000000000000000000000000000000000000000..4c1487d8661a967cab319905eac37cb6b8b97400
Binary files /dev/null and b/Expes/Analyses/PerfSynth/essaiRandom11/randout_new.png differ
diff --git a/Expes/Analyses/PerfSynth/essaiRandom11/randout_new.txt b/Expes/Analyses/PerfSynth/essaiRandom11/randout_new.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e86ccb177d34400972b0e13200698d029fcce285
--- /dev/null
+++ b/Expes/Analyses/PerfSynth/essaiRandom11/randout_new.txt
@@ -0,0 +1,16 @@
+47 segment searches (local min)
+15 provided segments
+11 provided long segments
+0 undetected segments
+0.00987728 % of points found more than once (redetections)
+0.1739 % of false points produced
+0.84212 : precision
+0.927567 : recall
+0.88278 : F-measure
+4.19524 : Biased width / matched segment
+2.92312 : Width / matched segment
+0.332442 : Width difference / matched segment
+0.463377 : Absolute width difference / matched segment
+-0.180209 : Angle difference / matched segment
+0.192621 : Absolute angle difference / matched segment
+0.157454 : Absolute long edge angle difference / matched segment
diff --git a/Expes/Analyses/PerfSynth/essaiRandom11/randout_new_noframe.png b/Expes/Analyses/PerfSynth/essaiRandom11/randout_new_noframe.png
new file mode 100644
index 0000000000000000000000000000000000000000..2fc9f09953c909dd8fa1d09558526f82929793f5
Binary files /dev/null and b/Expes/Analyses/PerfSynth/essaiRandom11/randout_new_noframe.png differ
diff --git a/Expes/Analyses/PerfSynth/essaiRandom11/randout_old.png b/Expes/Analyses/PerfSynth/essaiRandom11/randout_old.png
new file mode 100644
index 0000000000000000000000000000000000000000..9663a6b1b7cdc8cead275c4e14580d5b1f155b64
Binary files /dev/null and b/Expes/Analyses/PerfSynth/essaiRandom11/randout_old.png differ
diff --git a/Expes/Analyses/PerfSynth/essaiRandom11/randout_old.txt b/Expes/Analyses/PerfSynth/essaiRandom11/randout_old.txt
new file mode 100644
index 0000000000000000000000000000000000000000..72c876f0af72c074609d79e1a30e613be99cd50c
--- /dev/null
+++ b/Expes/Analyses/PerfSynth/essaiRandom11/randout_old.txt
@@ -0,0 +1,16 @@
+59 segment searches (local min)
+13 provided segments
+12 provided long segments
+1 undetected segments
+0.0131697 % of points found more than once (redetections)
+0.261598 % of false points produced
+0.764293 : precision
+0.848249 : recall
+0.804086 : F-measure
+4.12565 : Biased width / matched segment
+2.9523 : Width / matched segment
+0.605097 : Width difference / matched segment
+0.742815 : Absolute width difference / matched segment
+0.146971 : Angle difference / matched segment
+0.275932 : Absolute angle difference / matched segment
+0.275932 : Absolute long edge angle difference / matched segment
diff --git a/Expes/Analyses/PerfSynth/essaiRandom11/randout_old_noframe.png b/Expes/Analyses/PerfSynth/essaiRandom11/randout_old_noframe.png
new file mode 100644
index 0000000000000000000000000000000000000000..cccab4ab72dc5a1225804e39ff31ff0c869d7811
Binary files /dev/null and b/Expes/Analyses/PerfSynth/essaiRandom11/randout_old_noframe.png differ
diff --git a/Expes/Analyses/PerfSynth/essaiRandom11/readme.txt b/Expes/Analyses/PerfSynth/essaiRandom11/readme.txt
new file mode 100644
index 0000000000000000000000000000000000000000..4341c15e27863d258adcbf217906841545731229
--- /dev/null
+++ b/Expes/Analyses/PerfSynth/essaiRandom11/readme.txt
@@ -0,0 +1,17 @@
+Random shot data published on github. July 5th, 2019.
+-> Images/randimage.png
+-> Images/randold.png
+-> Images/randnew.png
+and removed on July 6th, 2019.
+
+Obtention :
+- Ctrl-E to detect both line sides
+- w -> 7 to set the initial assigned thickness
+- g -> 50 to set the gradient threshold (sensitivity)
+- m to detect the segments
+- Ctrl-B to set a whte background
+- c to paint segments in black
+- d to display the DSS
+- Ctrl X to switch between new and old detectors (ADS and ATC)
+- P to grab the image
+- selection of 256x256 windows starting from (10,10) point to remove frame
diff --git a/Expes/Analyses/PerfSynth/essaiRandom12/randimage.png b/Expes/Analyses/PerfSynth/essaiRandom12/randimage.png
new file mode 100644
index 0000000000000000000000000000000000000000..6fac2cadeb0b60e2f2780c153147f42fab63e47c
Binary files /dev/null and b/Expes/Analyses/PerfSynth/essaiRandom12/randimage.png differ
diff --git a/Expes/Analyses/PerfSynth/essaiRandom12/randin.txt b/Expes/Analyses/PerfSynth/essaiRandom12/randin.txt
new file mode 100644
index 0000000000000000000000000000000000000000..d194ff0ff7606dc1f4cbf0e0350a6c52176d02e2
--- /dev/null
+++ b/Expes/Analyses/PerfSynth/essaiRandom12/randin.txt
@@ -0,0 +1,31 @@
+10
+66 214
+179 129
+2
+136 167
+105 118
+3
+98 59
+131 262
+3
+118 206
+151 195
+3
+66 135
+251 116
+3
+127 102
+159 114
+2
+106 76
+172 60
+4
+57 162
+102 119
+2
+244 44
+200 158
+4
+36 106
+84 37
+2
diff --git a/Expes/Analyses/PerfSynth/essaiRandom2/randnew.png b/Expes/Analyses/PerfSynth/essaiRandom12/randnew.png
similarity index 100%
rename from Expes/Analyses/PerfSynth/essaiRandom2/randnew.png
rename to Expes/Analyses/PerfSynth/essaiRandom12/randnew.png
diff --git a/Expes/Analyses/PerfSynth/essaiRandom2/randold.png b/Expes/Analyses/PerfSynth/essaiRandom12/randold.png
similarity index 100%
rename from Expes/Analyses/PerfSynth/essaiRandom2/randold.png
rename to Expes/Analyses/PerfSynth/essaiRandom12/randold.png
diff --git a/Expes/Analyses/PerfSynth/essaiRandom12/randout_new.txt b/Expes/Analyses/PerfSynth/essaiRandom12/randout_new.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e8ddaa46e2db8c2eadb0f01172abef01e22d3784
--- /dev/null
+++ b/Expes/Analyses/PerfSynth/essaiRandom12/randout_new.txt
@@ -0,0 +1,16 @@
+40 segment searches (local min)
+13 provided segments
+8 provided long segments
+0 undetected segments
+0.00971251 % of points found more than once (redetections)
+0.31857 % of false points produced
+0.741243 : precision
+0.912587 : recall
+0.818039 : F-measure
+4.21543 : Biased width / matched segment
+3.02164 : Width / matched segment
+0.565666 : Width difference / matched segment
+0.755624 : Absolute width difference / matched segment
+-0.0683595 : Angle difference / matched segment
+0.216285 : Absolute angle difference / matched segment
+0.112985 : Absolute long edge angle difference / matched segment
diff --git a/Expes/Analyses/PerfSynth/essaiRandom12/randout_old.txt b/Expes/Analyses/PerfSynth/essaiRandom12/randout_old.txt
new file mode 100644
index 0000000000000000000000000000000000000000..48e5757f60c62a9e8e0365026a83493a02b93a2e
--- /dev/null
+++ b/Expes/Analyses/PerfSynth/essaiRandom12/randout_old.txt
@@ -0,0 +1,16 @@
+38 segment searches (local min)
+13 provided segments
+7 provided long segments
+0 undetected segments
+0.0128205 % of points found more than once (redetections)
+0.383838 % of false points produced
+0.699513 : precision
+0.893551 : recall
+0.784715 : F-measure
+4.3145 : Biased width / matched segment
+3.09279 : Width / matched segment
+0.614925 : Width difference / matched segment
+0.924953 : Absolute width difference / matched segment
+-0.0653056 : Angle difference / matched segment
+0.359884 : Absolute angle difference / matched segment
+0.121495 : Absolute long edge angle difference / matched segment
diff --git a/Expes/Analyses/PerfSynth/essaiRandom2/randimage.png b/Expes/Analyses/PerfSynth/essaiRandom2/randimage.png
index 6fac2cadeb0b60e2f2780c153147f42fab63e47c..3042cb51135ff38d5f584b64951bec98ca081089 100644
Binary files a/Expes/Analyses/PerfSynth/essaiRandom2/randimage.png and b/Expes/Analyses/PerfSynth/essaiRandom2/randimage.png differ
diff --git a/Expes/Analyses/PerfSynth/essaiRandom2/randimage_noframe.png b/Expes/Analyses/PerfSynth/essaiRandom2/randimage_noframe.png
new file mode 100644
index 0000000000000000000000000000000000000000..17d5d56de6406bec2043e349565709b805d29bf3
Binary files /dev/null and b/Expes/Analyses/PerfSynth/essaiRandom2/randimage_noframe.png differ
diff --git a/Expes/Analyses/PerfSynth/essaiRandom2/randin.txt b/Expes/Analyses/PerfSynth/essaiRandom2/randin.txt
index d194ff0ff7606dc1f4cbf0e0350a6c52176d02e2..c20ad834dc06fc861d5547a9946fbf26f9b54213 100644
--- a/Expes/Analyses/PerfSynth/essaiRandom2/randin.txt
+++ b/Expes/Analyses/PerfSynth/essaiRandom2/randin.txt
@@ -1,31 +1,31 @@
 10
-66 214
-179 129
-2
-136 167
-105 118
-3
-98 59
-131 262
-3
-118 206
-151 195
-3
-66 135
-251 116
+59 186
+150 58
 3
-127 102
-159 114
+90 139
+149 130
 2
-106 76
-172 60
+165 93
+29 143
 4
-57 162
-102 119
+64 102
+243 189
 2
-244 44
-200 158
+96 58
+253 43
+4
+168 57
+187 111
+4
+70 231
+59 156
+3
+214 132
+260 102
+4
+173 74
+172 199
 4
-36 106
-84 37
+190 198
+246 198
 2
diff --git a/Expes/Analyses/PerfSynth/essaiRandom2/randout_new.png b/Expes/Analyses/PerfSynth/essaiRandom2/randout_new.png
new file mode 100644
index 0000000000000000000000000000000000000000..304c20cae231618bc8085355d7b7638b0bcc66a6
Binary files /dev/null and b/Expes/Analyses/PerfSynth/essaiRandom2/randout_new.png differ
diff --git a/Expes/Analyses/PerfSynth/essaiRandom2/randout_new.txt b/Expes/Analyses/PerfSynth/essaiRandom2/randout_new.txt
index e8ddaa46e2db8c2eadb0f01172abef01e22d3784..06a49f017623cf6daefa0f34105690590a87a9c4 100644
--- a/Expes/Analyses/PerfSynth/essaiRandom2/randout_new.txt
+++ b/Expes/Analyses/PerfSynth/essaiRandom2/randout_new.txt
@@ -1,16 +1,16 @@
-40 segment searches (local min)
-13 provided segments
-8 provided long segments
+46 segment searches (local min)
+18 provided segments
+10 provided long segments
 0 undetected segments
-0.00971251 % of points found more than once (redetections)
-0.31857 % of false points produced
-0.741243 : precision
-0.912587 : recall
-0.818039 : F-measure
-4.21543 : Biased width / matched segment
-3.02164 : Width / matched segment
-0.565666 : Width difference / matched segment
-0.755624 : Absolute width difference / matched segment
--0.0683595 : Angle difference / matched segment
-0.216285 : Absolute angle difference / matched segment
-0.112985 : Absolute long edge angle difference / matched segment
+0.0325 % of points found more than once (redetections)
+0.181875 % of false points produced
+0.834141 : precision
+0.914687 : recall
+0.872559 : F-measure
+4.59102 : Biased width / matched segment
+3.34674 : Width / matched segment
+0.244379 : Width difference / matched segment
+0.651996 : Absolute width difference / matched segment
+0.310445 : Angle difference / matched segment
+1.02593 : Absolute angle difference / matched segment
+0.49765 : Absolute long edge angle difference / matched segment
diff --git a/Expes/Analyses/PerfSynth/essaiRandom2/randout_new_noframe.png b/Expes/Analyses/PerfSynth/essaiRandom2/randout_new_noframe.png
new file mode 100644
index 0000000000000000000000000000000000000000..e5bd94f0f91ea6d519b389cea2dfebf778c162cd
Binary files /dev/null and b/Expes/Analyses/PerfSynth/essaiRandom2/randout_new_noframe.png differ
diff --git a/Expes/Analyses/PerfSynth/essaiRandom2/randout_old.png b/Expes/Analyses/PerfSynth/essaiRandom2/randout_old.png
new file mode 100644
index 0000000000000000000000000000000000000000..7ee450d38a5c6bd7056430533655b5f7311e065a
Binary files /dev/null and b/Expes/Analyses/PerfSynth/essaiRandom2/randout_old.png differ
diff --git a/Expes/Analyses/PerfSynth/essaiRandom2/randout_old.txt b/Expes/Analyses/PerfSynth/essaiRandom2/randout_old.txt
index 48e5757f60c62a9e8e0365026a83493a02b93a2e..750565481663ae1e4385a9eede7b8a734e76c7d0 100644
--- a/Expes/Analyses/PerfSynth/essaiRandom2/randout_old.txt
+++ b/Expes/Analyses/PerfSynth/essaiRandom2/randout_old.txt
@@ -1,16 +1,16 @@
-38 segment searches (local min)
-13 provided segments
-7 provided long segments
-0 undetected segments
-0.0128205 % of points found more than once (redetections)
-0.383838 % of false points produced
-0.699513 : precision
-0.893551 : recall
-0.784715 : F-measure
-4.3145 : Biased width / matched segment
-3.09279 : Width / matched segment
-0.614925 : Width difference / matched segment
-0.924953 : Absolute width difference / matched segment
--0.0653056 : Angle difference / matched segment
-0.359884 : Absolute angle difference / matched segment
-0.121495 : Absolute long edge angle difference / matched segment
+56 segment searches (local min)
+14 provided segments
+10 provided long segments
+1 undetected segments
+0.024375 % of points found more than once (redetections)
+0.296875 % of false points produced
+0.753758 : precision
+0.90875 : recall
+0.824029 : F-measure
+4.98244 : Biased width / matched segment
+3.87955 : Width / matched segment
+0.955987 : Width difference / matched segment
+1.15169 : Absolute width difference / matched segment
+-1.63652 : Angle difference / matched segment
+1.99414 : Absolute angle difference / matched segment
+0.937369 : Absolute long edge angle difference / matched segment
diff --git a/Expes/Analyses/PerfSynth/essaiRandom2/randout_old_noframe.png b/Expes/Analyses/PerfSynth/essaiRandom2/randout_old_noframe.png
new file mode 100644
index 0000000000000000000000000000000000000000..667190bd3dc7c5cfaba1f3c36bbf1278b62a3b3e
Binary files /dev/null and b/Expes/Analyses/PerfSynth/essaiRandom2/randout_old_noframe.png differ
diff --git a/Expes/Analyses/PerfSynth/essaiRandom2/readme.txt b/Expes/Analyses/PerfSynth/essaiRandom2/readme.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e8d6ac3c0e3d3472109da15a7fe09282c99cc13f
--- /dev/null
+++ b/Expes/Analyses/PerfSynth/essaiRandom2/readme.txt
@@ -0,0 +1,16 @@
+Random shot data published on github. July 6th, 2019.
+randimage_noframe.png -> Images/randimage2.png
+randout_old_noframe.png -> Images/randold2.png
+randout_new_noframe.png -> Images/randnew2.png
+
+Obtention :
+- Ctrl-E to detect both line sides
+- w -> 7 to set the initial assigned thickness
+- g -> 50 to set the gradient threshold (sensitivity)
+- m to detect the segments
+- Ctrl-B to set a whte background
+- c to paint segments in black
+- d to display the DSS
+- Ctrl X to switch between new and old detectors (ADS and ATC)
+- P to grab the image
+- selection of 256x256 windows starting from (10,10) point to remove frame
diff --git a/Expes/Analyses/PerfSynth/essaiRandom6/randimage.png b/Expes/Analyses/PerfSynth/essaiRandom6/randimage.png
new file mode 100644
index 0000000000000000000000000000000000000000..ec354848b0db6140ac6edc07f04b5e6d014d144b
Binary files /dev/null and b/Expes/Analyses/PerfSynth/essaiRandom6/randimage.png differ
diff --git a/Expes/Analyses/PerfSynth/essaiRandom6/randin.txt b/Expes/Analyses/PerfSynth/essaiRandom6/randin.txt
new file mode 100644
index 0000000000000000000000000000000000000000..2b52693a4672a8262589de47f7f330dcfa527296
--- /dev/null
+++ b/Expes/Analyses/PerfSynth/essaiRandom6/randin.txt
@@ -0,0 +1,31 @@
+10
+124 245
+257 42
+4
+53 192
+62 158
+4
+204 147
+20 166
+3
+191 190
+74 201
+3
+148 229
+76 254
+3
+99 97
+211 48
+4
+110 246
+127 78
+2
+179 34
+214 167
+3
+22 102
+66 194
+3
+46 32
+105 133
+2
diff --git a/Expes/Analyses/PerfSynth/essaiRandom6/randout_new.txt b/Expes/Analyses/PerfSynth/essaiRandom6/randout_new.txt
new file mode 100644
index 0000000000000000000000000000000000000000..16e669a6d0d9f32a271733669fb767e74023f58c
--- /dev/null
+++ b/Expes/Analyses/PerfSynth/essaiRandom6/randout_new.txt
@@ -0,0 +1,16 @@
+56 segment searches (local min)
+16 provided segments
+10 provided long segments
+0 undetected segments
+0.0108273 % of points found more than once (redetections)
+0.0957801 % of false points produced
+0.903926 : precision
+0.901166 : recall
+0.902544 : F-measure
+4.25583 : Biased width / matched segment
+3.0257 : Width / matched segment
+0.229201 : Width difference / matched segment
+0.455418 : Absolute width difference / matched segment
+0.556786 : Angle difference / matched segment
+0.667906 : Absolute angle difference / matched segment
+0.10276 : Absolute long edge angle difference / matched segment
diff --git a/Expes/Analyses/PerfSynth/essaiRandom6/randout_old.txt b/Expes/Analyses/PerfSynth/essaiRandom6/randout_old.txt
new file mode 100644
index 0000000000000000000000000000000000000000..2dd41f47d52e875ed49a8e8ed7a323c36d5e968d
--- /dev/null
+++ b/Expes/Analyses/PerfSynth/essaiRandom6/randout_old.txt
@@ -0,0 +1,16 @@
+51 segment searches (local min)
+17 provided segments
+9 provided long segments
+0 undetected segments
+0.00444198 % of points found more than once (redetections)
+0.155469 % of false points produced
+0.852825 : precision
+0.900888 : recall
+0.876198 : F-measure
+4.19938 : Biased width / matched segment
+2.98413 : Width / matched segment
+0.2336 : Width difference / matched segment
+0.527664 : Absolute width difference / matched segment
+-0.0733165 : Angle difference / matched segment
+0.155291 : Absolute angle difference / matched segment
+0.044027 : Absolute long edge angle difference / matched segment
diff --git a/Expes/Analyses/PerfSynth/essaiRandom7/randimage.png b/Expes/Analyses/PerfSynth/essaiRandom7/randimage.png
new file mode 100644
index 0000000000000000000000000000000000000000..d954f22e199476ab451756ea6415269302a75876
Binary files /dev/null and b/Expes/Analyses/PerfSynth/essaiRandom7/randimage.png differ
diff --git a/Expes/Analyses/PerfSynth/essaiRandom7/randin.txt b/Expes/Analyses/PerfSynth/essaiRandom7/randin.txt
new file mode 100644
index 0000000000000000000000000000000000000000..4a63be1d8f0778c037e5dd9b79279e5eecd2dac0
--- /dev/null
+++ b/Expes/Analyses/PerfSynth/essaiRandom7/randin.txt
@@ -0,0 +1,31 @@
+10
+86 41
+109 232
+4
+217 62
+65 25
+3
+247 66
+81 97
+4
+71 36
+64 84
+4
+193 88
+119 156
+3
+218 122
+175 109
+2
+230 124
+180 36
+4
+251 123
+42 143
+4
+169 169
+173 231
+2
+226 99
+233 31
+4
diff --git a/Expes/Analyses/PerfSynth/essaiRandom7/randout_new.txt b/Expes/Analyses/PerfSynth/essaiRandom7/randout_new.txt
new file mode 100644
index 0000000000000000000000000000000000000000..06ede984749a69ff42ac77378b7a443dca45ae5d
--- /dev/null
+++ b/Expes/Analyses/PerfSynth/essaiRandom7/randout_new.txt
@@ -0,0 +1,16 @@
+66 segment searches (local min)
+19 provided segments
+11 provided long segments
+0 undetected segments
+0.0464396 % of points found more than once (redetections)
+0.0632095 % of false points produced
+0.933604 : precision
+0.888803 : recall
+0.910653 : F-measure
+4.65694 : Biased width / matched segment
+3.36998 : Width / matched segment
+0.188391 : Width difference / matched segment
+0.478199 : Absolute width difference / matched segment
+-0.101964 : Angle difference / matched segment
+0.421574 : Absolute angle difference / matched segment
+0.320088 : Absolute long edge angle difference / matched segment
diff --git a/Expes/Analyses/PerfSynth/essaiRandom7/randout_old.txt b/Expes/Analyses/PerfSynth/essaiRandom7/randout_old.txt
new file mode 100644
index 0000000000000000000000000000000000000000..d0e7e5d20a2a8a613da540012df0ea84eb57e481
--- /dev/null
+++ b/Expes/Analyses/PerfSynth/essaiRandom7/randout_old.txt
@@ -0,0 +1,16 @@
+63 segment searches (local min)
+18 provided segments
+11 provided long segments
+0 undetected segments
+0.0779154 % of points found more than once (redetections)
+0.0694014 % of false points produced
+0.927824 : precision
+0.892157 : recall
+0.909641 : F-measure
+4.69488 : Biased width / matched segment
+3.3468 : Width / matched segment
+0.104756 : Width difference / matched segment
+0.333628 : Absolute width difference / matched segment
+-0.00859411 : Angle difference / matched segment
+0.453103 : Absolute angle difference / matched segment
+0.184265 : Absolute long edge angle difference / matched segment
diff --git a/Expes/Analyses/PerfSynth/essaiRandom8/randimage.png b/Expes/Analyses/PerfSynth/essaiRandom8/randimage.png
new file mode 100644
index 0000000000000000000000000000000000000000..2e5294dd0d8834273510eb61292d5dd791d3d6d4
Binary files /dev/null and b/Expes/Analyses/PerfSynth/essaiRandom8/randimage.png differ
diff --git a/Expes/Analyses/PerfSynth/essaiRandom8/randin.txt b/Expes/Analyses/PerfSynth/essaiRandom8/randin.txt
new file mode 100644
index 0000000000000000000000000000000000000000..8753f6a2cdf3ae55f7d5ce7240558bd8f2bd7a86
--- /dev/null
+++ b/Expes/Analyses/PerfSynth/essaiRandom8/randin.txt
@@ -0,0 +1,31 @@
+10
+81 245
+212 103
+4
+30 214
+101 16
+4
+158 241
+132 45
+4
+210 207
+46 126
+3
+158 230
+53 250
+3
+85 19
+14 27
+2
+250 208
+45 55
+2
+62 85
+233 94
+2
+243 217
+161 39
+2
+101 187
+161 222
+3
diff --git a/Expes/Analyses/PerfSynth/essaiRandom8/randout_new.txt b/Expes/Analyses/PerfSynth/essaiRandom8/randout_new.txt
new file mode 100644
index 0000000000000000000000000000000000000000..01adab56b5044d8639b83eb04c29759ec72abb85
--- /dev/null
+++ b/Expes/Analyses/PerfSynth/essaiRandom8/randout_new.txt
@@ -0,0 +1,16 @@
+66 segment searches (local min)
+23 provided segments
+17 provided long segments
+0 undetected segments
+0.00754717 % of points found more than once (redetections)
+0.141038 % of false points produced
+0.868802 : precision
+0.933962 : recall
+0.900205 : F-measure
+4.2323 : Biased width / matched segment
+2.99502 : Width / matched segment
+0.309035 : Width difference / matched segment
+0.455026 : Absolute width difference / matched segment
+-0.00370164 : Angle difference / matched segment
+0.138019 : Absolute angle difference / matched segment
+0.0851053 : Absolute long edge angle difference / matched segment
diff --git a/Expes/Analyses/PerfSynth/essaiRandom8/randout_old.txt b/Expes/Analyses/PerfSynth/essaiRandom8/randout_old.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e377079e6373dc3d729962749d5480a47e73e02c
--- /dev/null
+++ b/Expes/Analyses/PerfSynth/essaiRandom8/randout_old.txt
@@ -0,0 +1,16 @@
+74 segment searches (local min)
+25 provided segments
+17 provided long segments
+0 undetected segments
+0.0160377 % of points found more than once (redetections)
+0.126887 % of false points produced
+0.878032 : precision
+0.913443 : recall
+0.895388 : F-measure
+4.21463 : Biased width / matched segment
+2.94276 : Width / matched segment
+0.245262 : Width difference / matched segment
+0.436874 : Absolute width difference / matched segment
+0.119276 : Angle difference / matched segment
+0.274648 : Absolute angle difference / matched segment
+0.0945319 : Absolute long edge angle difference / matched segment
diff --git a/Expes/Analyses/PerfSynth/essaiRandom9/randimage.png b/Expes/Analyses/PerfSynth/essaiRandom9/randimage.png
new file mode 100644
index 0000000000000000000000000000000000000000..1b8ed64063b997a5f7c027b1c2c5613f6dad7cbc
Binary files /dev/null and b/Expes/Analyses/PerfSynth/essaiRandom9/randimage.png differ
diff --git a/Expes/Analyses/PerfSynth/essaiRandom9/randin.txt b/Expes/Analyses/PerfSynth/essaiRandom9/randin.txt
new file mode 100644
index 0000000000000000000000000000000000000000..f33e2bea1004f60458711bb57d26ecca37ff67b0
--- /dev/null
+++ b/Expes/Analyses/PerfSynth/essaiRandom9/randin.txt
@@ -0,0 +1,31 @@
+10
+190 68
+91 181
+2
+262 65
+236 65
+3
+95 243
+56 102
+3
+103 138
+125 64
+4
+14 65
+261 222
+2
+246 167
+91 136
+3
+256 217
+213 216
+4
+33 172
+165 108
+3
+31 217
+29 96
+3
+99 50
+73 72
+2
diff --git a/Expes/Analyses/PerfSynth/essaiRandom9/randout_new.txt b/Expes/Analyses/PerfSynth/essaiRandom9/randout_new.txt
new file mode 100644
index 0000000000000000000000000000000000000000..766e1aaa2f44bdf0add230d4121407ccd594a609
--- /dev/null
+++ b/Expes/Analyses/PerfSynth/essaiRandom9/randout_new.txt
@@ -0,0 +1,16 @@
+52 segment searches (local min)
+17 provided segments
+11 provided long segments
+0 undetected segments
+0.0197574 % of points found more than once (redetections)
+0.231889 % of false points produced
+0.792622 : precision
+0.886308 : recall
+0.836852 : F-measure
+4.5881 : Biased width / matched segment
+3.30876 : Width / matched segment
+0.374577 : Width difference / matched segment
+0.825649 : Absolute width difference / matched segment
+-0.523699 : Angle difference / matched segment
+0.928925 : Absolute angle difference / matched segment
+0.159961 : Absolute long edge angle difference / matched segment
diff --git a/Expes/Analyses/PerfSynth/essaiRandom9/randout_old.txt b/Expes/Analyses/PerfSynth/essaiRandom9/randout_old.txt
new file mode 100644
index 0000000000000000000000000000000000000000..c8a2f55cf7cc6c0db01387a21452910464f1f7d8
--- /dev/null
+++ b/Expes/Analyses/PerfSynth/essaiRandom9/randout_old.txt
@@ -0,0 +1,16 @@
+57 segment searches (local min)
+16 provided segments
+11 provided long segments
+0 undetected segments
+0.0187175 % of points found more than once (redetections)
+0.342461 % of false points produced
+0.719955 : precision
+0.880416 : recall
+0.792141 : F-measure
+4.82581 : Biased width / matched segment
+3.56485 : Width / matched segment
+0.556491 : Width difference / matched segment
+1.15398 : Absolute width difference / matched segment
+-0.835981 : Angle difference / matched segment
+1.283 : Absolute angle difference / matched segment
+0.511458 : Absolute long edge angle difference / matched segment
diff --git a/Methode/answerToReview.tex b/Methode/answerToReview.tex
index 92c845692bea990841343a66e1eddc1dd37402ed..8177d4a5e65d2f9e78873d39b592a6545898cc88 100755
--- a/Methode/answerToReview.tex
+++ b/Methode/answerToReview.tex
@@ -34,7 +34,8 @@ We would like to thank the editors and reviewers for their work and
 for their constructive comments, questions and suggestions.
 Because the paper already reaches the 10 pages limit, and in order to
 avoid removal of possibly valuable contents for paper understanding,
-additional data are put on the github, that is referenced in the paper.
+additional data are put on the github, that is referenced in the paper
+({\tt https://github.com/evenp/FBSD}).
 A detailed list of the changes is given below with also some specific
 answers to raised questions.
 {\color{blue} \bf Our paper is attached to our answer and the proposed
@@ -95,11 +96,6 @@ Moreover, the code is written in Matlab. To ensure a fair comparison of time
 performance, it would require a complete re-programming in C-like language,
 that could produce possible rewritting bias. \\
 We briefly mention it at the beginning of section 4.
-\begin{todo}
-Done.
-Par contre pour que \c ca rentre adns les 11 pages, j'ai du sabrer la fin
-du paragraphe au dessus du tableau 1.
-\end{todo}
 \end{answer}
 
 Some notes are as belows:
@@ -117,9 +113,6 @@ observed line. \\
 The text was changed to precise the role of this half pixel margin.
 But of course, we have no space left to discuss all these discrete geometry
 considerations in the paper.
-\begin{todo}
-Done
-\end{todo}
 \end{answer}
 
 \item Could the authors present a couple of example for sythesized images
@@ -127,14 +120,11 @@ that were used in the experiments and the performance of both versions of
 the method obtained on them ?
 \begin{answer}
 Due to page limitations, we could not add any figure nor respective
-performance result in the paper. However, an example of synthesized image is
-already available in the mentioned github, and we have completed the
-table with associated results. Accordingly to the measured standard deviations
-obtained on the whole set of 1000 randomly generated images, observed results
-on individual images can largely change.
-\begin{todo}
-Done. Second example ?
-\end{todo}
+performance result in the paper. However, a couple of examples of synthesized
+images is already available in the mentioned github, and we have completed the
+table with associated results. In accordance to the measured standard
+deviations obtained on the whole set of 1000 randomly generated images,
+large variations can be observed in such results on individual images.
 \end{answer}
 
 \item What is understood from the paper is the performance results presented
@@ -158,9 +148,6 @@ assuming that achieved performance on all segments also impact the manual
 detection of one or several line segments. \\
 A sentence was added at the end of first paragraph of section 3.5 to refer
 to the former paper for more details on the supervised mode.
-\begin{todo}
-Done.
-\end{todo}
 \end{answer}
 
 \item It is not clearly mentioned and justified why the initial thickness
@@ -180,9 +167,6 @@ The other detectors aim at providing thin lines and may reject too
 scattered image lines. To adapt to this behavior, we retrict the detection
 to thin lines using the initial assigned thickness to 3 pixels. \\
 The text of the paper has been precised accordingly.
-\begin{todo}
-Done.
-\end{todo}
 \end{answer}
 
 \item I would like to see the performance of the previous version of the
@@ -199,9 +183,6 @@ We notice that achieved values have less meaning here, because as explained
 in the paper, the lines detected by the former method are more likely to
 incorporate spurious points, that artificially grow the width and length
 values.
-\begin{todo}
-Done.
-\end{todo}
 \end{answer}
 
 \item I would suggest to the authors to give the reference numbers for the
@@ -211,9 +192,6 @@ better to refer to the methods with citing those papers at the caption of
 Table 2.
 \begin{answer}
 Thanks for this relevant suggestion. The caption is now completed.
-\begin{todo}
-Done.
-\end{todo}
 \end{answer}
 \end{itemize}
 \end{itemize}