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What could be causing opencv_haartraining to stop training?
Launch function
opencv_haartraining -data data/1.1v4/ -vec pos/vec1.1.vec -npos 1000 -bg neg.txt -nneg 1466 -nstages 20 -w 30 -h 30
Data dir name: data/1.1v4/
Vec file name: pos/vec1.1.vec
BG file name: neg.txt, is a vecfile: no
Num pos: 1000
Num neg: 1466
Num stages: 20
Num splits: 1 (stump as weak classifier)
Mem: 200 MB
Symmetric: TRUE
Min hit rate: 0.995000
Max false alarm rate: 0.500000
Weight trimming: 0.900000
Equal weights: FALSE
Mode: BASIC
Width: 30
Height: 30
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 : 206475
Parent node: NULL
*** 1 cluster ***
POS: 1000 1000 1.000000
NEG: 1466 1
BACKGROUND PROCESSING TIME: 0.00
Precalculation time: 0.00
+----+----+-+---------+---------+---------+---------+
| N |%SMP|F| ST.THR | HR | FA | EXP. ERR|
+----+----+-+---------+---------+---------+---------+
| 1|100%|-|-0.974735| 1.000000| 1.000000| 0.041363|
+----+----+-+---------+---------+---------+---------+
| 2|100%|+|-0.117515| 0.999000| 0.104366| 0.041363|
+----+----+-+---------+---------+---------+---------+
Stage training time: 247.00
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: 1000 1001 0.999001
NEG: 1466 0.0759074
BACKGROUND PROCESSING TIME: 0.00
Precalculation time: 0.00
+----+----+-+---------+---------+---------+---------+
| N |%SMP|F| ST.THR | HR | FA | EXP. ERR|
+----+----+-+---------+---------+---------+---------+
| 1|100%|-|-0.874709| 1.000000| 1.000000| 0.085969|
+----+----+-+---------+---------+---------+---------+
| 2|100%|+|-0.173274| 0.997000| 0.257844| 0.063666|
+----+----+-+---------+---------+---------+---------+
Stage training time: 242.00
Number of used features: 2
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: 1000 1004 0.996016
NEG: 1466 0.0205997
BACKGROUND PROCESSING TIME: 1.00
Precalculation time: 0.00
+----+----+-+---------+---------+---------+---------+
| N |%SMP|F| ST.THR | HR | FA | EXP. ERR|
+----+----+-+---------+---------+---------+---------+
| 1|100%|-|-0.947455| 1.000000| 1.000000| 0.107867|
+----+----+-+---------+---------+---------+---------+
| 2|100%|+|-0.451255| 0.999000| 0.389495| 0.062855|
+----+----+-+---------+---------+---------+---------+
Stage training time: 238.00
Number of used features: 2
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: 1000 1005 0.995025
NEG: 1466 0.0122045
BACKGROUND PROCESSING TIME: 2.00
Precalculation time: 0.00
+----+----+-+---------+---------+---------+---------+
| N |%SMP|F| ST.THR | HR | FA | EXP. ERR|
+----+----+-+---------+---------+---------+---------+
| 1|100%|-|-0.944708| 1.000000| 1.000000| 0.061233|
+----+----+-+---------+---------+---------+---------+
| 2|100%|+|-0.250223| 1.000000| 0.583220| 0.036902|
+----+----+-+---------+---------+---------+---------+
| 3| 75%|-|-1.009707| 0.998000| 0.113233| 0.036496|
+----+----+-+---------+---------+---------+---------+
Stage training time: 257.00
Number of used features: 3
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: 1000 1007 0.993049
NEG: 1466 0.00156556
BACKGROUND PROCESSING TIME: 17.00
Precalculation time: 0.00
+----+----+-+---------+---------+---------+---------+
| N |%SMP|F| ST.THR | HR | FA | EXP. ERR|
+----+----+-+---------+---------+---------+---------+
| 1|100%|-|-0.737728| 1.000000| 1.000000| 0.113950|
+----+----+-+---------+---------+---------+---------+
| 2|100%|+|-1.678201| 1.000000| 1.000000| 0.076237|
+----+----+-+---------+---------+---------+---------+
| 3|100%|-|-0.993676| 1.000000| 0.453615| 0.064071|
+----+----+-+---------+---------+---------+---------+
Stage training time: 359.00
Number of used features: 3
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: 1000 1007 0.993049
NEG: 1466 0.00069932
BACKGROUND PROCESSING TIME: 38.00
Precalculation time: 0.00
+----+----+-+---------+---------+---------+---------+
| N |%SMP|F| ST.THR | HR | FA | EXP. ERR|
+----+----+-+---------+---------+---------+---------+
| 1|100%|-|-0.666781| 1.000000| 1.000000| 0.132198|
+----+----+-+---------+---------+---------+---------+
| 2|100%|+|-1.438892| 1.000000| 1.000000| 0.132198|
+----+----+-+---------+---------+---------+---------+
| 3|100%|-|-0.781253| 0.996000| 0.477490| 0.059611|
+----+----+-+---------+---------+---------+---------+
Stage training time: 363.00
Number of used features: 3
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: 1000 1011 0.989120
NEG: 1466 0.000360453
BACKGROUND PROCESSING TIME: 73.00
Precalculation time: 0.00
+----+----+-+---------+---------+---------+---------+
| N |%SMP|F| ST.THR | HR | FA | EXP. ERR|
+----+----+-+---------+---------+---------+---------+
| 1|100%|-|-0.673204| 1.000000| 1.000000| 0.151257|
+----+----+-+---------+---------+---------+---------+
| 2|100%|+|-1.243254| 1.000000| 1.000000| 0.155718|
+----+----+-+---------+---------+---------+---------+
| 3|100%|-|-0.616460| 0.998000| 0.392906| 0.070154|
+----+----+-+---------+---------+---------+---------+
Stage training time: 294.00
Number of used features: 3
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: 1000 1013 0.987167
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Yes, I really forgot to add. Positive samples were generated automatically using parameters
There were 1620 samples.
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