Data dir name: cascade
Vec file name: samples
BG  file name: bg.txt
Num pos: 17000
Num neg: 10000
Num stages: 20
Num splits: 1 (stump as weak classifier)
Mem: 800 MB
Symmetric: TRUE
Min hit rate: 0.995000
Max false alarm rate: 0.500000
Weight trimming: 0.950000
Equal weights: FALSE
Mode: ALL
Width: 30
Height: 12
Max num of precalculated features: 5178
Applied boosting algorithm: GAB
Error (valid only for Discrete and Real AdaBoost): misclass
Max number of splits in tree cascade: 0
Min number of positive samples per cluster: 500
Required leaf false alarm rate: 9.53674e-07

Tree Classifier
Stage
+---+
|  0|
+---+


Number of features used : 41578

Parent node: NULL

*** 1 cluster ***
POS: 518 518 1.000000
NEG: 304 1
BACKGROUND PROCESSING TIME: 0.00
Precalculation time: 1.00
+----+----+-+---------+---------+---------+---------+
|  N |%SMP|F|  ST.THR |    HR   |    FA   | EXP. ERR|
+----+----+-+---------+---------+---------+---------+
|   1|100%|-|-0.902891| 1.000000| 1.000000| 0.063260|
+----+----+-+---------+---------+---------+---------+
|   2|100%|+|-0.225519| 1.000000| 0.338816| 0.047445|
+----+----+-+---------+---------+---------+---------+
Stage training time: 15.00
Number of used features: 2

Parent node: NULL
Chosen number of splits: 0

Total number of splits: 0

Tree Classifier
Stage
+---+
|  0|
+---+

   0


Parent node: 0

*** 1 cluster ***
POS: 518 518 1.000000
NEG: 304 0.411367
BACKGROUND PROCESSING TIME: 0.00
Precalculation time: 1.00
+----+----+-+---------+---------+---------+---------+
|  N |%SMP|F|  ST.THR |    HR   |    FA   | EXP. ERR|
+----+----+-+---------+---------+---------+---------+
|   1|100%|-|-0.839474| 1.000000| 1.000000| 0.091241|
+----+----+-+---------+---------+---------+---------+
|   2|100%|+|-1.450326| 1.000000| 1.000000| 0.091241|
+----+----+-+---------+---------+---------+---------+
|   3|100%|-|-0.814845| 0.996139| 0.351974| 0.072993|
+----+----+-+---------+---------+---------+---------+
Stage training time: 21.00
Number of used features: 3

Parent node: 0
Chosen number of splits: 0

Total number of splits: 0

Tree Classifier
Stage
+---+---+
|  0|  1|
+---+---+

   0---1


Parent node: 1

*** 1 cluster ***
POS: 516 518 0.996139
NEG: 303 0.152722
BACKGROUND PROCESSING TIME: 1.00
Precalculation time: 0.00
+----+----+-+---------+---------+---------+---------+
|  N |%SMP|F|  ST.THR |    HR   |    FA   | EXP. ERR|
+----+----+-+---------+---------+---------+---------+
|   1|100%|-|-0.607086| 1.000000| 1.000000| 0.178266|
+----+----+-+---------+---------+---------+---------+
|   2|100%|+|-1.225428| 1.000000| 1.000000| 0.178266|
+----+----+-+---------+---------+---------+---------+
|   3|100%|-|-1.321587| 1.000000| 0.894389| 0.148962|
+----+----+-+---------+---------+---------+---------+
|   4| 96%|+|-1.503980| 1.000000| 0.894389| 0.144078|
+----+----+-+---------+---------+---------+---------+
|   5| 84%|-|-1.119847| 1.000000| 0.541254| 0.089133|
+----+----+-+---------+---------+---------+---------+
|   6| 83%|+|-1.622144| 0.996124| 0.491749| 0.069597|
+----+----+-+---------+---------+---------+---------+
Stage training time: 42.00
Number of used features: 6

Parent node: 1
Chosen number of splits: 0

Total number of splits: 0

Tree Classifier
Stage
+---+---+---+
|  0|  1|  2|
+---+---+---+

   0---1---2


Parent node: 2

*** 1 cluster ***
POS: 514 518 0.992278
NEG: 302 0.0680794
BACKGROUND PROCESSING TIME: 0.00
Precalculation time: 1.00
+----+----+-+---------+---------+---------+---------+
|  N |%SMP|F|  ST.THR |    HR   |    FA   | EXP. ERR|
+----+----+-+---------+---------+---------+---------+
|   1|100%|-|-0.964408| 1.000000| 1.000000| 0.262255|
+----+----+-+---------+---------+---------+---------+
|   2|100%|+|-0.668299| 0.998055| 0.841060| 0.138480|
+----+----+-+---------+---------+---------+---------+
|   3| 94%|-|-1.115094| 0.996109| 0.745033| 0.074755|
+----+----+-+---------+---------+---------+---------+
|   4| 96%|+|-0.869139| 0.996109| 0.251656| 0.056373|
+----+----+-+---------+---------+---------+---------+
Stage training time: 25.00
Number of used features: 4

Parent node: 2
Chosen number of splits: 0

Total number of splits: 0

Tree Classifier
Stage
+---+---+---+---+
|  0|  1|  2|  3|
+---+---+---+---+

   0---1---2---3


Parent node: 3

*** 1 cluster ***
POS: 512 518 0.988417
NEG: 301 0.0433281
BACKGROUND PROCESSING TIME: 0.00
Precalculation time: 1.00
+----+----+-+---------+---------+---------+---------+
|  N |%SMP|F|  ST.THR |    HR   |    FA   | EXP. ERR|
+----+----+-+---------+---------+---------+---------+
|   1|100%|-|-0.609848| 1.000000| 1.000000| 0.193112|
+----+----+-+---------+---------+---------+---------+
|   2|100%|+|-1.377597| 1.000000| 1.000000| 0.195572|
+----+----+-+---------+---------+---------+---------+
|   3|100%|-|-1.202019| 0.998047| 0.870432| 0.127921|
+----+----+-+---------+---------+---------+---------+
|   4| 95%|+|-1.812420| 0.998047| 0.870432| 0.110701|
+----+----+-+---------+---------+---------+---------+
|   5| 95%|-|-1.433677| 0.996094| 0.614618| 0.062731|
+----+----+-+---------+---------+---------+---------+
|   6| 92%|+|-1.406616| 0.996094| 0.318937| 0.057811|
+----+----+-+---------+---------+---------+---------+
Stage training time: 43.00
Number of used features: 6

Parent node: 3
Chosen number of splits: 0

Total number of splits: 0

Tree Classifier
Stage
+---+---+---+---+---+
|  0|  1|  2|  3|  4|
+---+---+---+---+---+

   0---1---2---3---4


Parent node: 4

*** 1 cluster ***
POS: 510 518 0.984556
NEG: 300 0.0142871
BACKGROUND PROCESSING TIME: 0.00
Precalculation time: 1.00
+----+----+-+---------+---------+---------+---------+
|  N |%SMP|F|  ST.THR |    HR   |    FA   | EXP. ERR|
+----+----+-+---------+---------+---------+---------+
|   1|100%|-|-0.728816| 1.000000| 1.000000| 0.166667|
+----+----+-+---------+---------+---------+---------+
|   2|100%|+|-1.421477| 1.000000| 1.000000| 0.180247|
+----+----+-+---------+---------+---------+---------+
|   3|100%|-|-1.155636| 0.998039| 0.893333| 0.141975|
+----+----+-+---------+---------+---------+---------+
|   4| 96%|+|-1.579989| 0.996078| 0.573333| 0.087654|
+----+----+-+---------+---------+---------+---------+
|   5| 98%|-|-1.323955| 0.996078| 0.383333| 0.088889|
+----+----+-+---------+---------+---------+---------+
Stage training time: 36.00
Number of used features: 5

Parent node: 4
Chosen number of splits: 0

Total number of splits: 0

Tree Classifier
Stage
+---+---+---+---+---+---+
|  0|  1|  2|  3|  4|  5|
+---+---+---+---+---+---+

   0---1---2---3---4---5


Parent node: 5

*** 1 cluster ***
POS: 508 518 0.980695
NEG: 298 0.00893741
BACKGROUND PROCESSING TIME: 1.00
Precalculation time: 0.00
+----+----+-+---------+---------+---------+---------+
|  N |%SMP|F|  ST.THR |    HR   |    FA   | EXP. ERR|
+----+----+-+---------+---------+---------+---------+
|   1|100%|-|-0.405422| 1.000000| 1.000000| 0.276675|
+----+----+-+---------+---------+---------+---------+
|   2|100%|+|-1.236159| 1.000000| 1.000000| 0.264268|
+----+----+-+---------+---------+---------+---------+
|   3|100%|-|-0.970608| 1.000000| 0.845638| 0.136476|
+----+----+-+---------+---------+---------+---------+
|   4| 94%|+|-0.767895| 1.000000| 0.654362| 0.112903|
+----+----+-+---------+---------+---------+---------+
|   5| 97%|-|-1.246135| 0.996063| 0.463087| 0.095533|
+----+----+-+---------+---------+---------+---------+
Stage training time: 37.00
Number of used features: 5

Parent node: 5
Chosen number of splits: 0

Total number of splits: 0

Tree Classifier
Stage
+---+---+---+---+---+---+---+
|  0|  1|  2|  3|  4|  5|  6|
+---+---+---+---+---+---+---+

   0---1---2---3---4---5---6


Parent node: 6

*** 1 cluster ***
POS: 506 518 0.976834
NEG: 297 0.00538356
BACKGROUND PROCESSING TIME: 1.00
Precalculation time: 1.00
+----+----+-+---------+---------+---------+---------+
|  N |%SMP|F|  ST.THR |    HR   |    FA   | EXP. ERR|
+----+----+-+---------+---------+---------+---------+
|   1|100%|-|-0.360133| 1.000000| 1.000000| 0.303861|
+----+----+-+---------+---------+---------+---------+
|   2|100%|+|-0.784648| 1.000000| 1.000000| 0.303861|
+----+----+-+---------+---------+---------+---------+
|   3|100%|-|-0.960847| 1.000000| 0.784512| 0.225405|
+----+----+-+---------+---------+---------+---------+
|   4|100%|+|-0.900568| 1.000000| 0.720539| 0.193026|
+----+----+-+---------+---------+---------+---------+
|   5| 99%|-|-1.236106| 1.000000| 0.666667| 0.149440|
+----+----+-+---------+---------+---------+---------+
|   6| 98%|+|-1.131516| 0.998024| 0.602694| 0.146949|
+----+----+-+---------+---------+---------+---------+
|   7| 98%|-|-1.460058| 0.996047| 0.710438| 0.119552|
+----+----+-+---------+---------+---------+---------+
|   8| 98%|+|-1.399664| 0.996047| 0.717172| 0.119552|
+----+----+-+---------+---------+---------+---------+
|   9| 95%|-|-1.165046| 0.996047| 0.585859| 0.100872|
+----+----+-+---------+---------+---------+---------+
|  10| 93%|+|-1.116017| 0.996047| 0.545455| 0.102117|
+----+----+-+---------+---------+---------+---------+
|  11| 92%|-|-1.271435| 0.996047| 0.430976| 0.075965|
+----+----+-+---------+---------+---------+---------+
Stage training time: 79.00
Number of used features: 11

Parent node: 6
Chosen number of splits: 0

Total number of splits: 0

Tree Classifier
Stage
+---+---+---+---+---+---+---+---+
|  0|  1|  2|  3|  4|  5|  6|  7|
+---+---+---+---+---+---+---+---+

   0---1---2---3---4---5---6---7


Parent node: 7

*** 1 cluster ***
POS: 504 518 0.972973
NEG: 296 0.0033463
BACKGROUND PROCESSING TIME: 2.00
Precalculation time: 1.00
+----+----+-+---------+---------+---------+---------+
|  N |%SMP|F|  ST.THR |    HR   |    FA   | EXP. ERR|
+----+----+-+---------+---------+---------+---------+
|   1|100%|-|-0.573221| 1.000000| 1.000000| 0.228750|
+----+----+-+---------+---------+---------+---------+
|   2|100%|+|-1.014179| 1.000000| 1.000000| 0.228750|
+----+----+-+---------+---------+---------+---------+
|   3|100%|-|-0.904644| 0.998016| 0.817568| 0.187500|
+----+----+-+---------+---------+---------+---------+
|   4| 93%|+|-1.132205| 0.998016| 0.817568| 0.176250|
+----+----+-+---------+---------+---------+---------+
|   5|100%|-|-0.900028| 0.996032| 0.554054| 0.157500|
+----+----+-+---------+---------+---------+---------+
|   6| 76%|+|-0.841446| 0.996032| 0.537162| 0.118750|
+----+----+-+---------+---------+---------+---------+
|   7| 82%|-|-0.678632| 0.996032| 0.425676| 0.097500|
+----+----+-+---------+---------+---------+---------+
Stage training time: 47.00
Number of used features: 7

Parent node: 7
Chosen number of splits: 0

Total number of splits: 0

Tree Classifier
Stage
+---+---+---+---+---+---+---+---+---+
|  0|  1|  2|  3|  4|  5|  6|  7|  8|
+---+---+---+---+---+---+---+---+---+

   0---1---2---3---4---5---6---7---8


Parent node: 8

*** 1 cluster ***
POS: 502 518 0.969112
NEG: 295 0.00227634
BACKGROUND PROCESSING TIME: 3.00
Precalculation time: 1.00
+----+----+-+---------+---------+---------+---------+
|  N |%SMP|F|  ST.THR |    HR   |    FA   | EXP. ERR|
+----+----+-+---------+---------+---------+---------+
|   1|100%|-|-0.836681| 1.000000| 1.000000| 0.208281|
+----+----+-+---------+---------+---------+---------+
|   2|100%|+|-1.132331| 1.000000| 1.000000| 0.208281|
+----+----+-+---------+---------+---------+---------+
|   3|100%|-|-0.867398| 0.996016| 0.803390| 0.131744|
+----+----+-+---------+---------+---------+---------+
|   4| 92%|+|-1.257579| 0.996016| 0.728814| 0.166876|
+----+----+-+---------+---------+---------+---------+
|   5| 92%|-|-0.934438| 0.996016| 0.572881| 0.109159|
+----+----+-+---------+---------+---------+---------+
|   6| 92%|+|-0.973497| 0.996016| 0.589831| 0.111669|
+----+----+-+---------+---------+---------+---------+
|   7| 91%|-|-1.127149| 0.996016| 0.498305| 0.091593|
+----+----+-+---------+---------+---------+---------+
Stage training time: 49.00
Number of used features: 7

Parent node: 8
Chosen number of splits: 0

Total number of splits: 0

Tree Classifier
Stage
+---+---+---+---+---+---+---+---+---+---+
|  0|  1|  2|  3|  4|  5|  6|  7|  8|  9|
+---+---+---+---+---+---+---+---+---+---+

   0---1---2---3---4---5---6---7---8---9


Parent node: 9

*** 1 cluster ***
POS: 500 518 0.965251
NEG: 294 0.00111087
BACKGROUND PROCESSING TIME: 8.00
Precalculation time: 1.00
+----+----+-+---------+---------+---------+---------+
|  N |%SMP|F|  ST.THR |    HR   |    FA   | EXP. ERR|
+----+----+-+---------+---------+---------+---------+
|   1|100%|-|-0.282778| 1.000000| 1.000000| 0.352645|
+----+----+-+---------+---------+---------+---------+
|   2|100%|+|-0.890265| 1.000000| 1.000000| 0.352645|
+----+----+-+---------+---------+---------+---------+
|   3|100%|-|-0.803527| 0.996000| 0.904762| 0.177582|
+----+----+-+---------+---------+---------+---------+
|   4|100%|+|-1.538294| 0.996000| 0.904762| 0.146096|
+----+----+-+---------+---------+---------+---------+
|   5| 99%|-|-1.368670| 0.996000| 0.765306| 0.118388|
+----+----+-+---------+---------+---------+---------+
|   6| 99%|+|-1.477469| 0.996000| 0.768707| 0.118388|
+----+----+-+---------+---------+---------+---------+
|   7| 97%|-|-1.240171| 0.998000| 0.758503| 0.154912|
+----+----+-+---------+---------+---------+---------+
|   8| 80%|+|-1.245970| 0.996000| 0.530612| 0.103275|
+----+----+-+---------+---------+---------+---------+
|   9| 87%|-|-1.213162| 0.996000| 0.612245| 0.098237|
+----+----+-+---------+---------+---------+---------+
|  10| 81%|+|-1.314458| 0.996000| 0.547619| 0.100756|
+----+----+-+---------+---------+---------+---------+
|  11| 77%|-|-1.097807| 0.996000| 0.408163| 0.069270|
+----+----+-+---------+---------+---------+---------+
Stage training time: 74.00
Number of used features: 11

Parent node: 9
Chosen number of splits: 0

Total number of splits: 0

Tree Classifier
Stage
+---+---+---+---+---+---+---+---+---+---+---+
|  0|  1|  2|  3|  4|  5|  6|  7|  8|  9| 10|
+---+---+---+---+---+---+---+---+---+---+---+

   0---1---2---3---4---5---6---7---8---9--10


Parent node: 10

*** 1 cluster ***
POS: 498 518 0.961390
NEG: 292 0.000629126
BACKGROUND PROCESSING TIME: 16.00
Precalculation time: 1.00
+----+----+-+---------+---------+---------+---------+
|  N |%SMP|F|  ST.THR |    HR   |    FA   | EXP. ERR|
+----+----+-+---------+---------+---------+---------+
|   1|100%|-|-0.534703| 1.000000| 1.000000| 0.244304|
+----+----+-+---------+---------+---------+---------+
|   2|100%|+|-0.497324| 1.000000| 0.921233| 0.232911|
+----+----+-+---------+---------+---------+---------+
|   3| 98%|-|-1.330266| 1.000000| 0.979452| 0.187342|
+----+----+-+---------+---------+---------+---------+
|   4| 92%|+|-1.668954| 1.000000| 0.986301| 0.187342|
+----+----+-+---------+---------+---------+---------+
|   5| 95%|-|-1.076627| 0.995984| 0.842466| 0.173418|
+----+----+-+---------+---------+---------+---------+
|   6| 99%|+|-1.621620| 0.995984| 0.880137| 0.172152|
+----+----+-+---------+---------+---------+---------+
|   7| 99%|-|-1.416381| 0.995984| 0.780822| 0.148101|
+----+----+-+---------+---------+---------+---------+
|   8| 98%|+|-1.228949| 0.995984| 0.623288| 0.129114|
+----+----+-+---------+---------+---------+---------+
|   9| 80%|-|-1.067749| 0.995984| 0.462329| 0.121519|
+----+----+-+---------+---------+---------+---------+
Stage training time: 63.00
Number of used features: 9

Parent node: 10
Chosen number of splits: 0

Total number of splits: 0

Tree Classifier
Stage
+---+---+---+---+---+---+---+---+---+---+---+---+
|  0|  1|  2|  3|  4|  5|  6|  7|  8|  9| 10| 11|
+---+---+---+---+---+---+---+---+---+---+---+---+

   0---1---2---3---4---5---6---7---8---9--10--11


Parent node: 11

*** 1 cluster ***
POS: 496 518 0.957529
NEG: 291 0.000396945
BACKGROUND PROCESSING TIME: 14.00
Precalculation time: 1.00
+----+----+-+---------+---------+---------+---------+
|  N |%SMP|F|  ST.THR |    HR   |    FA   | EXP. ERR|
+----+----+-+---------+---------+---------+---------+
|   1|100%|-|-0.522434| 1.000000| 1.000000| 0.250318|
+----+----+-+---------+---------+---------+---------+
|   2|100%|+|-0.824405| 1.000000| 1.000000| 0.235070|
+----+----+-+---------+---------+---------+---------+
|   3|100%|-|-0.747745| 0.995968| 0.780069| 0.177891|
+----+----+-+---------+---------+---------+---------+
|   4|100%|+|-1.164339| 0.997984| 0.797251| 0.174079|
+----+----+-+---------+---------+---------+---------+
|   5| 98%|-|-1.147487| 0.995968| 0.735395| 0.177891|
+----+----+-+---------+---------+---------+---------+
|   6| 97%|+|-1.193130| 0.995968| 0.676976| 0.182973|
+----+----+-+---------+---------+---------+---------+
|   7| 79%|-|-1.340492| 0.995968| 0.615120| 0.144854|
+----+----+-+---------+---------+---------+---------+
|   8| 79%|+|-1.368575| 0.995968| 0.628866| 0.137230|
+----+----+-+---------+---------+---------+---------+
|   9| 77%|-|-1.164300| 0.995968| 0.529210| 0.116900|
+----+----+-+---------+---------+---------+---------+
|  10| 76%|+|-1.304029| 0.995968| 0.553265| 0.109276|
+----+----+-+---------+---------+---------+---------+
|  11| 77%|-|-1.107643| 0.995968| 0.429553| 0.097840|
+----+----+-+---------+---------+---------+---------+
Stage training time: 70.00
Number of used features: 11

Parent node: 11
Chosen number of splits: 0

Total number of splits: 0

Tree Classifier
Stage
+---+---+---+---+---+---+---+---+---+---+---+---+---+
|  0|  1|  2|  3|  4|  5|  6|  7|  8|  9| 10| 11| 12|
+---+---+---+---+---+---+---+---+---+---+---+---+---+

   0---1---2---3---4---5---6---7---8---9--10--11--12


Parent node: 12

*** 1 cluster ***
POS: 494 518 0.953668
NEG: 290 0.000241794
BACKGROUND PROCESSING TIME: 22.00
Precalculation time: 0.00
+----+----+-+---------+---------+---------+---------+
|  N |%SMP|F|  ST.THR |    HR   |    FA   | EXP. ERR|
+----+----+-+---------+---------+---------+---------+
|   1|100%|-|-0.814726| 1.000000| 1.000000| 0.224490|
+----+----+-+---------+---------+---------+---------+
|   2|100%|+|-1.257375| 1.000000| 1.000000| 0.253827|
+----+----+-+---------+---------+---------+---------+
|   3|100%|-|-0.929127| 0.997976| 0.806897| 0.177296|
+----+----+-+---------+---------+---------+---------+
|   4| 92%|+|-1.111187| 0.997976| 0.806897| 0.196429|
+----+----+-+---------+---------+---------+---------+
|   5| 98%|-|-1.501236| 0.995951| 0.800000| 0.154337|
+----+----+-+---------+---------+---------+---------+
|   6| 97%|+|-1.292834| 0.995951| 0.662069| 0.150510|
+----+----+-+---------+---------+---------+---------+
|   7| 95%|-|-1.119947| 0.995951| 0.565517| 0.118622|
+----+----+-+---------+---------+---------+---------+
|   8| 98%|+|-1.081717| 0.995951| 0.548276| 0.112245|
+----+----+-+---------+---------+---------+---------+
|   9| 96%|-|-1.034598| 0.995951| 0.503448| 0.103316|
+----+----+-+---------+---------+---------+---------+
|  10| 95%|+|-1.212997| 0.995951| 0.503448| 0.096939|
+----+----+-+---------+---------+---------+---------+
|  11| 95%|-|-1.112575| 0.995951| 0.410345| 0.076531|
+----+----+-+---------+---------+---------+---------+
Stage training time: 80.00
Number of used features: 11

Parent node: 12
Chosen number of splits: 0

Total number of splits: 0

Tree Classifier
Stage
+---+---+---+---+---+---+---+---+---+---+---+---+---+---+
|  0|  1|  2|  3|  4|  5|  6|  7|  8|  9| 10| 11| 12| 13|
+---+---+---+---+---+---+---+---+---+---+---+---+---+---+

   0---1---2---3---4---5---6---7---8---9--10--11--12--13


Parent node: 13

*** 1 cluster ***
POS: 492 518 0.949807
NEG: 289 0.000124421
BACKGROUND PROCESSING TIME: 41.00
Precalculation time: 1.00
+----+----+-+---------+---------+---------+---------+
|  N |%SMP|F|  ST.THR |    HR   |    FA   | EXP. ERR|
+----+----+-+---------+---------+---------+---------+
|   1|100%|-|-0.343094| 1.000000| 1.000000| 0.317542|
+----+----+-+---------+---------+---------+---------+
|   2|100%|+|-0.339864| 1.000000| 1.000000| 0.304738|
+----+----+-+---------+---------+---------+---------+
|   3| 98%|-|-1.098691| 1.000000| 1.000000| 0.298335|
+----+----+-+---------+---------+---------+---------+
|   4| 99%|+|-1.007486| 0.997967| 0.923875| 0.298335|
+----+----+-+---------+---------+---------+---------+
|   5| 96%|-|-1.314221| 0.995935| 0.820069| 0.170294|
+----+----+-+---------+---------+---------+---------+
|   6| 99%|+|-1.644369| 0.997967| 0.871972| 0.181818|
+----+----+-+---------+---------+---------+---------+
|   7| 97%|-|-1.355426| 0.995935| 0.674740| 0.142125|
+----+----+-+---------+---------+---------+---------+
|   8| 78%|+|-1.393502| 0.995935| 0.688581| 0.147247|
+----+----+-+---------+---------+---------+---------+
|   9| 79%|-|-1.331492| 0.995935| 0.702422| 0.119078|
+----+----+-+---------+---------+---------+---------+
|  10| 83%|+|-1.390652| 0.995935| 0.657439| 0.098592|
+----+----+-+---------+---------+---------+---------+
|  11| 75%|-|-1.432349| 0.995935| 0.602076| 0.087068|
+----+----+-+---------+---------+---------+---------+
|  12| 72%|+|-1.309506| 0.995935| 0.505190| 0.087068|
+----+----+-+---------+---------+---------+---------+
|  13| 70%|-|-1.338240| 0.995935| 0.456747| 0.071703|
+----+----+-+---------+---------+---------+---------+
Stage training time: 104.00
Number of used features: 13

Parent node: 13
Chosen number of splits: 0

Total number of splits: 0

Tree Classifier
Stage
+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+
|  0|  1|  2|  3|  4|  5|  6|  7|  8|  9| 10| 11| 12| 13| 14|
+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+

   0---1---2---3---4---5---6---7---8---9--10--11--12--13--14


Parent node: 14

*** 1 cluster ***
POS: 490 518 0.945946
NEG: 288 8.95342e-05
BACKGROUND PROCESSING TIME: 105.00
Precalculation time: 3.00
+----+----+-+---------+---------+---------+---------+
|  N |%SMP|F|  ST.THR |    HR   |    FA   | EXP. ERR|
+----+----+-+---------+---------+---------+---------+
|   1|100%|-|-0.233362| 1.000000| 1.000000| 0.390745|
+----+----+-+---------+---------+---------+---------+
|   2|100%|+|-0.668038| 1.000000| 1.000000| 0.266067|
+----+----+-+---------+---------+---------+---------+
|   3|100%|-|-0.632951| 0.995918| 0.822917| 0.206941|
+----+----+-+---------+---------+---------+---------+
|   4|100%|+|-0.853219| 0.995918| 0.822917| 0.206941|
+----+----+-+---------+---------+---------+---------+
|   5| 83%|-|-1.264239| 0.995918| 0.857639| 0.195373|
+----+----+-+---------+---------+---------+---------+
|   6| 83%|+|-1.365634| 0.995918| 0.857639| 0.185090|
+----+----+-+---------+---------+---------+---------+
|   7| 83%|-|-1.147714| 0.995918| 0.656250| 0.154242|
+----+----+-+---------+---------+---------+---------+
|   8| 77%|+|-0.971893| 0.995918| 0.531250| 0.156812|
+----+----+-+---------+---------+---------+---------+
|   9| 82%|-|-0.884599| 0.995918| 0.465278| 0.145244|
+----+----+-+---------+---------+---------+---------+
Stage training time: 115.00
Number of used features: 9

Parent node: 14
Chosen number of splits: 0

Total number of splits: 0

Tree Classifier
Stage
+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+
|  0|  1|  2|  3|  4|  5|  6|  7|  8|  9| 10| 11| 12| 13| 14| 15|
+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+

   0---1---2---3---4---5---6---7---8---9--10--11--12--13--14--15


Parent node: 15

*** 1 cluster ***
POS: 488 518 0.942085
NEG: 287 4.05015e-05
BACKGROUND PROCESSING TIME: 268.00
Precalculation time: 1.00
+----+----+-+---------+---------+---------+---------+
|  N |%SMP|F|  ST.THR |    HR   |    FA   | EXP. ERR|
+----+----+-+---------+---------+---------+---------+
|   1|100%|-|-0.514245| 1.000000| 1.000000| 0.260645|
+----+----+-+---------+---------+---------+---------+
|   2|100%|+|-0.549932| 0.997951| 0.832753| 0.229677|
+----+----+-+---------+---------+---------+---------+
|   3| 93%|-|-0.763949| 0.997951| 0.839721| 0.157419|
+----+----+-+---------+---------+---------+---------+
|   4| 85%|+|-0.717259| 0.995902| 0.825784| 0.148387|
+----+----+-+---------+---------+---------+---------+
|   5| 85%|-|-1.004433| 0.995902| 0.759582| 0.166452|
+----+----+-+---------+---------+---------+---------+
|   6| 85%|+|-1.118984| 0.997951| 0.804878| 0.198710|
+----+----+-+---------+---------+---------+---------+
|   7| 91%|-|-1.111712| 0.995902| 0.679443| 0.145806|
+----+----+-+---------+---------+---------+---------+
|   8| 96%|+|-1.042521| 0.995902| 0.540070| 0.130323|
+----+----+-+---------+---------+---------+---------+
|   9| 78%|-|-0.889973| 0.995902| 0.418118| 0.117419|
+----+----+-+---------+---------+---------+---------+
Stage training time: 103.00
Number of used features: 9

Parent node: 15
Chosen number of splits: 0

Total number of splits: 0

Tree Classifier
Stage
+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+
|  0|  1|  2|  3|  4|  5|  6|  7|  8|  9| 10| 11| 12| 13| 14| 15| 16|
+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+

   0---1---2---3---4---5---6---7---8---9--10--11--12--13--14--15--16


Parent node: 16

*** 1 cluster ***
POS: 486 518 0.938224
NEG: 285 2.24535e-05
BACKGROUND PROCESSING TIME: 464.00
Precalculation time: 1.00
+----+----+-+---------+---------+---------+---------+
|  N |%SMP|F|  ST.THR |    HR   |    FA   | EXP. ERR|
+----+----+-+---------+---------+---------+---------+
|   1|100%|-|-0.303621| 1.000000| 1.000000| 0.341115|
+----+----+-+---------+---------+---------+---------+
|   2|100%|+|-0.427223| 1.000000| 1.000000| 0.309987|
+----+----+-+---------+---------+---------+---------+
|   3|100%|-|-1.232081| 1.000000| 1.000000| 0.267185|
+----+----+-+---------+---------+---------+---------+
|   4|100%|+|-1.490378| 1.000000| 1.000000| 0.267185|
+----+----+-+---------+---------+---------+---------+
|   5| 82%|-|-1.292414| 0.997942| 0.842105| 0.186770|
+----+----+-+---------+---------+---------+---------+
|   6| 82%|+|-1.243099| 0.997942| 0.775439| 0.186770|
+----+----+-+---------+---------+---------+---------+
|   7| 80%|-|-1.114732| 0.995885| 0.729825| 0.133593|
+----+----+-+---------+---------+---------+---------+
|   8| 84%|+|-1.573484| 0.995885| 0.835088| 0.130999|
+----+----+-+---------+---------+---------+---------+
|   9| 82%|-|-1.352780| 0.995885| 0.712281| 0.132296|
+----+----+-+---------+---------+---------+---------+
|  10| 83%|+|-1.378895| 0.995885| 0.677193| 0.128405|
+----+----+-+---------+---------+---------+---------+
|  11| 77%|-|-1.319817| 0.995885| 0.540351| 0.111543|
+----+----+-+---------+---------+---------+---------+
|  12| 75%|+|-1.232471| 0.995885| 0.522807| 0.112840|
+----+----+-+---------+---------+---------+---------+
|  13| 75%|-|-1.059665| 0.995885| 0.382456| 0.090791|
+----+----+-+---------+---------+---------+---------+
Stage training time: 158.00
Number of used features: 13

Parent node: 16
Chosen number of splits: 0

Total number of splits: 0

Tree Classifier
Stage
+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+
|  0|  1|  2|  3|  4|  5|  6|  7|  8|  9| 10| 11| 12| 13| 14| 15| 16| 17|
+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+

   0---1---2---3---4---5---6---7---8---9--10--11--12--13--14--15--16--17


Parent node: 17

*** 1 cluster ***
POS: 484 518 0.934363
NEG: 284 1.34706e-05
BACKGROUND PROCESSING TIME: 799.00
Precalculation time: 1.00
+----+----+-+---------+---------+---------+---------+
|  N |%SMP|F|  ST.THR |    HR   |    FA   | EXP. ERR|
+----+----+-+---------+---------+---------+---------+
|   1|100%|-|-0.558688| 1.000000| 1.000000| 0.273438|
+----+----+-+---------+---------+---------+---------+
|   2|100%|+|-1.284880| 1.000000| 1.000000| 0.255208|
+----+----+-+---------+---------+---------+---------+
|   3| 96%|-|-0.984432| 0.997934| 0.968310| 0.261719|
+----+----+-+---------+---------+---------+---------+
|   4| 98%|+|-1.564789| 0.997934| 0.961268| 0.261719|
+----+----+-+---------+---------+---------+---------+
|   5| 97%|-|-1.414215| 0.997934| 0.869718| 0.233073|
+----+----+-+---------+---------+---------+---------+
|   6| 94%|+|-1.179381| 0.997934| 0.823944| 0.180990|
+----+----+-+---------+---------+---------+---------+
|   7| 86%|-|-1.265325| 0.995868| 0.827465| 0.196615|
+----+----+-+---------+---------+---------+---------+
|   8| 94%|+|-1.099280| 0.995868| 0.757042| 0.184896|
+----+----+-+---------+---------+---------+---------+
|   9| 96%|-|-1.038952| 0.995868| 0.637324| 0.166667|
+----+----+-+---------+---------+---------+---------+
|  10| 96%|+|-1.210549| 0.995868| 0.584507| 0.111979|
+----+----+-+---------+---------+---------+---------+
|  11| 78%|-|-1.116991| 0.995868| 0.514085| 0.097656|
+----+----+-+---------+---------+---------+---------+
|  12| 78%|+|-1.213827| 0.995868| 0.556338| 0.097656|
+----+----+-+---------+---------+---------+---------+
|  13| 78%|-|-1.063400| 0.995868| 0.447183| 0.087240|
+----+----+-+---------+---------+---------+---------+
Stage training time: 171.00
Number of used features: 13

Parent node: 17
Chosen number of splits: 0

Total number of splits: 0

Tree Classifier
Stage
+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+
|  0|  1|  2|  3|  4|  5|  6|  7|  8|  9| 10| 11| 12| 13| 14| 15| 16| 17| 18|
+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+

   0---1---2---3---4---5---6---7---8---9--10--11--12--13--14--15--16--17--18


Parent node: 18

*** 1 cluster ***
POS: 482 518 0.930502
NEG: 283 6.97304e-06
BACKGROUND PROCESSING TIME: 1468.00
Precalculation time: 1.00
+----+----+-+---------+---------+---------+---------+
|  N |%SMP|F|  ST.THR |    HR   |    FA   | EXP. ERR|
+----+----+-+---------+---------+---------+---------+
|   1|100%|-|-0.263683| 1.000000| 1.000000| 0.367320|
+----+----+-+---------+---------+---------+---------+
|   2|100%|+|-0.263434| 1.000000| 1.000000| 0.367320|
+----+----+-+---------+---------+---------+---------+
|   3| 87%|-|-0.833143| 1.000000| 1.000000| 0.363399|
+----+----+-+---------+---------+---------+---------+
|   4| 90%|+|-0.814581| 0.997925| 0.886926| 0.176471|
+----+----+-+---------+---------+---------+---------+
|   5| 83%|-|-0.666104| 0.995851| 0.674912| 0.159477|
+----+----+-+---------+---------+---------+---------+
|   6| 81%|+|-1.137156| 0.995851| 0.678445| 0.156863|
+----+----+-+---------+---------+---------+---------+
|   7| 88%|-|-1.083173| 0.995851| 0.742049| 0.179085|
+----+----+-+---------+---------+---------+---------+
|   8| 79%|+|-1.037254| 0.995851| 0.586572| 0.146405|
+----+----+-+---------+---------+---------+---------+
|   9| 77%|-|-0.892923| 0.995851| 0.473498| 0.129412|
+----+----+-+---------+---------+---------+---------+
Stage training time: 97.00
Number of used features: 9

Parent node: 18
Chosen number of splits: 0

Total number of splits: 0

Tree Classifier
Stage
+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+
|  0|  1|  2|  3|  4|  5|  6|  7|  8|  9| 10| 11| 12| 13| 14| 15| 16| 17| 18| 19|
+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+

   0---1---2---3---4---5---6---7---8---9--10--11--12--13--14--15--16--17--18--19


Parent node: 19

*** 1 cluster ***
POS: 480 518 0.926641
NEG: 282 3.48009e-06
BACKGROUND PROCESSING TIME: 2460.00
Required number of stages achieved. Branch training terminated.
Total number of splits: 0

Tree Classifier
Stage
+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+
|  0|  1|  2|  3|  4|  5|  6|  7|  8|  9| 10| 11| 12| 13| 14| 15| 16| 17| 18| 19|
+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+

   0---1---2---3---4---5---6---7---8---9--10--11--12--13--14--15--16--17--18--19


Cascade performance
POS: 480 518 0.926641
NEG: 282 3.27686e-06
BACKGROUND PROCESSING TIME: 2316.00
Data dir name: cascade
Vec file name: samples
BG  file name: bg.txt
Num pos: 17000
Num neg: 10000
Num stages: 20
Num splits: 1 (stump as weak classifier)
Mem: 800 MB
Symmetric: TRUE
Min hit rate: 0.995000
Max false alarm rate: 0.500000
Weight trimming: 0.950000
Equal weights: FALSE
Mode: ALL
Width: 30
Height: 12
Max num of precalculated features: 5178
Applied boosting algorithm: GAB
Error (valid only for Discrete and Real AdaBoost): misclass
Max number of splits in tree cascade: 0
Min number of positive samples per cluster: 500
Required leaf false alarm rate: 9.53674e-07
Stage 0 loaded
Stage 1 loaded
Stage 2 loaded
Stage 3 loaded
Stage 4 loaded
Stage 5 loaded
Stage 6 loaded
Stage 7 loaded
Stage 8 loaded
Stage 9 loaded
Stage 10 loaded
Stage 11 loaded
Stage 12 loaded
Stage 13 loaded
Stage 14 loaded
Stage 15 loaded
Stage 16 loaded
Stage 17 loaded
Stage 18 loaded
Stage 19 loaded

Tree Classifier
Stage
+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+
|  0|  1|  2|  3|  4|  5|  6|  7|  8|  9| 10| 11| 12| 13| 14| 15| 16| 17| 18| 19|
+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+

   0---1---2---3---4---5---6---7---8---9--10--11--12--13--14--15--16--17--18--19

Number of features used : 41578

Parent node: 19

*** 1 cluster ***
POS: 480 518 0.926641