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TRAINING.REC.2022.MD

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$ opencv_traincascade -data cascade/ -vec pos.vec -bg neg.txt -precalcValBufSize 6000 -precalcIdxBufSize 6000 -numPos 351 -numNeg 1000 -numStages 12 -w 24 -h 24 -maxFalseAlarmRate 0.4 -minHitRate 0.999
PARAMETERS:
cascadeDirName: cascade/
vecFileName: pos.vec
bgFileName: neg.txt
numPos: 351
numNeg: 1000
numStages: 12
precalcValBufSize[Mb] : 6000
precalcIdxBufSize[Mb] : 6000
acceptanceRatioBreakValue : -1
stageType: BOOST
featureType: HAAR
sampleWidth: 24
sampleHeight: 24
boostType: GAB
minHitRate: 0.999
maxFalseAlarmRate: 0.4
weightTrimRate: 0.95
maxDepth: 1
maxWeakCount: 100
mode: BASIC
Number of unique features given windowSize [24,24] : 162336
===== TRAINING 0-stage =====
<BEGIN
POS count : consumed   351 : 351
NEG count : acceptanceRatio    1000 : 1
Precalculation time: 9.146
+----+---------+---------+
|  N |    HR   |    FA   |
+----+---------+---------+
|   1|        1|        1|
+----+---------+---------+
|   2|        1|        1|
+----+---------+---------+
|   3|        1|        1|
+----+---------+---------+
|   4|        1|    0.618|
+----+---------+---------+
|   5|        1|    0.625|
+----+---------+---------+
|   6|        1|    0.643|
+----+---------+---------+
|   7|        1|    0.304|
+----+---------+---------+
END>
Training until now has taken 0 days 0 hours 0 minutes 20 seconds.

===== TRAINING 1-stage =====
<BEGIN
POS count : consumed   351 : 351
NEG count : acceptanceRatio    1000 : 0.345901
Precalculation time: 9.74
+----+---------+---------+
|  N |    HR   |    FA   |
+----+---------+---------+
|   1|        1|        1|
+----+---------+---------+
|   2|        1|        1|
+----+---------+---------+
|   3|        1|        1|
+----+---------+---------+
|   4|        1|        1|
+----+---------+---------+
|   5|        1|        1|
+----+---------+---------+
|   6|        1|        1|
+----+---------+---------+
|   7|        1|    0.645|
+----+---------+---------+
|   8|        1|    0.604|
+----+---------+---------+
|   9|        1|    0.578|
+----+---------+---------+
|  10|        1|    0.595|
+----+---------+---------+
|  11|        1|    0.328|
+----+---------+---------+
END>
Training until now has taken 0 days 0 hours 0 minutes 49 seconds.

===== TRAINING 2-stage =====
<BEGIN
POS count : consumed   351 : 351
NEG count : acceptanceRatio    1000 : 0.13009
Precalculation time: 9.96
+----+---------+---------+
|  N |    HR   |    FA   |
+----+---------+---------+
|   1|        1|        1|
+----+---------+---------+
|   2|        1|        1|
+----+---------+---------+
|   3|        1|        1|
+----+---------+---------+
|   4|        1|        1|
+----+---------+---------+
|   5|        1|        1|
+----+---------+---------+
|   6|        1|    0.702|
+----+---------+---------+
|   7|        1|    0.599|
+----+---------+---------+
|   8|        1|    0.549|
+----+---------+---------+
|   9|        1|    0.637|
+----+---------+---------+
|  10|        1|    0.288|
+----+---------+---------+
END>
Training until now has taken 0 days 0 hours 1 minutes 15 seconds.

===== TRAINING 3-stage =====
<BEGIN
POS count : consumed   351 : 351
NEG count : acceptanceRatio    1000 : 0.0516956
Precalculation time: 9.959
+----+---------+---------+
|  N |    HR   |    FA   |
+----+---------+---------+
|   1|        1|        1|
+----+---------+---------+
|   2|        1|        1|
+----+---------+---------+
|   3|        1|        1|
+----+---------+---------+
|   4|        1|        1|
+----+---------+---------+
|   5|        1|    0.813|
+----+---------+---------+
|   6|        1|    0.739|
+----+---------+---------+
|   7|        1|    0.543|
+----+---------+---------+
|   8|        1|    0.578|
+----+---------+---------+
|   9|        1|    0.615|
+----+---------+---------+
|  10|        1|    0.414|
+----+---------+---------+
|  11|        1|    0.295|
+----+---------+---------+
END>
Training until now has taken 0 days 0 hours 1 minutes 43 seconds.

===== TRAINING 4-stage =====
<BEGIN
POS count : consumed   351 : 351
NEG count : acceptanceRatio    1000 : 0.0189552
Precalculation time: 9.996
+----+---------+---------+
|  N |    HR   |    FA   |
+----+---------+---------+
|   1|        1|        1|
+----+---------+---------+
|   2|        1|        1|
+----+---------+---------+
|   3|        1|    0.921|
+----+---------+---------+
|   4|        1|    0.924|
+----+---------+---------+
|   5|        1|    0.866|
+----+---------+---------+
|   6|        1|    0.757|
+----+---------+---------+
|   7|        1|    0.696|
+----+---------+---------+
|   8|        1|    0.738|
+----+---------+---------+
|   9|        1|    0.763|
+----+---------+---------+
|  10|        1|    0.519|
+----+---------+---------+
|  11|        1|     0.42|
+----+---------+---------+
|  12|        1|    0.468|
+----+---------+---------+
|  13|        1|    0.527|
+----+---------+---------+
|  14|        1|    0.435|
+----+---------+---------+
|  15|        1|    0.378|
+----+---------+---------+
END>
Training until now has taken 0 days 0 hours 2 minutes 19 seconds.

===== TRAINING 5-stage =====
<BEGIN
POS count : consumed   351 : 351
NEG count : acceptanceRatio    1000 : 0.00938509
Precalculation time: 9.959
+----+---------+---------+
|  N |    HR   |    FA   |
+----+---------+---------+
|   1|        1|        1|
+----+---------+---------+
|   2|        1|        1|
+----+---------+---------+
|   3|        1|        1|
+----+---------+---------+
|   4|        1|    0.912|
+----+---------+---------+
|   5|        1|    0.895|
+----+---------+---------+
|   6|        1|    0.827|
+----+---------+---------+
|   7|        1|    0.813|
+----+---------+---------+
|   8|        1|    0.854|
+----+---------+---------+
|   9|        1|    0.872|
+----+---------+---------+
|  10|        1|    0.646|
+----+---------+---------+
|  11|        1|    0.687|
+----+---------+---------+
|  12|        1|    0.724|
+----+---------+---------+
|  13|        1|    0.682|
+----+---------+---------+
|  14|        1|    0.701|
+----+---------+---------+
|  15|        1|    0.495|
+----+---------+---------+
|  16|        1|    0.517|
+----+---------+---------+
|  17|        1|    0.598|
+----+---------+---------+
|  18|        1|    0.512|
+----+---------+---------+
|  19|        1|    0.322|
+----+---------+---------+
END>
Training until now has taken 0 days 0 hours 3 minutes 1 seconds.

===== TRAINING 6-stage =====
<BEGIN
POS count : consumed   351 : 351
NEG count : acceptanceRatio    1000 : 0.00429308
Precalculation time: 9.971
+----+---------+---------+
|  N |    HR   |    FA   |
+----+---------+---------+
|   1|        1|        1|
+----+---------+---------+
|   2|        1|        1|
+----+---------+---------+
|   3|        1|        1|
+----+---------+---------+
|   4|        1|    0.867|
+----+---------+---------+
|   5|        1|    0.901|
+----+---------+---------+
|   6|        1|    0.909|
+----+---------+---------+
|   7|        1|    0.858|
+----+---------+---------+
|   8|        1|    0.908|
+----+---------+---------+
|   9|        1|    0.846|
+----+---------+---------+
|  10|        1|     0.86|
+----+---------+---------+
|  11|        1|    0.671|
+----+---------+---------+
|  12|        1|    0.436|
+----+---------+---------+
|  13|        1|    0.371|
+----+---------+---------+
END>
Training until now has taken 0 days 0 hours 3 minutes 32 seconds.

===== TRAINING 7-stage =====
<BEGIN
POS count : consumed   351 : 351
NEG count : acceptanceRatio    1000 : 0.00219412
Precalculation time: 10.012
+----+---------+---------+
|  N |    HR   |    FA   |
+----+---------+---------+
|   1|        1|        1|
+----+---------+---------+
|   2|        1|        1|
+----+---------+---------+
|   3|        1|        1|
+----+---------+---------+
|   4|        1|        1|
+----+---------+---------+
|   5|        1|    0.893|
+----+---------+---------+
|   6|        1|    0.894|
+----+---------+---------+
|   7|        1|    0.924|
+----+---------+---------+
|   8|        1|    0.832|
+----+---------+---------+
|   9|        1|    0.856|
+----+---------+---------+
|  10|        1|    0.901|
+----+---------+---------+
|  11|        1|     0.71|
+----+---------+---------+
|  12|        1|    0.628|
+----+---------+---------+
|  13|        1|     0.52|
+----+---------+---------+
|  14|        1|     0.47|
+----+---------+---------+
|  15|        1|     0.45|
+----+---------+---------+
|  16|        1|    0.508|
+----+---------+---------+
|  17|        1|    0.443|
+----+---------+---------+
|  18|        1|    0.488|
+----+---------+---------+
|  19|        1|    0.544|
+----+---------+---------+
|  20|        1|    0.336|
+----+---------+---------+
END>
Training until now has taken 0 days 0 hours 4 minutes 17 seconds.

===== TRAINING 8-stage =====
<BEGIN
POS count : consumed   351 : 351
NEG count : acceptanceRatio    1000 : 0.000981489
Precalculation time: 10.072
+----+---------+---------+
|  N |    HR   |    FA   |
+----+---------+---------+
|   1|        1|        1|
+----+---------+---------+
|   2|        1|        1|
+----+---------+---------+
|   3|        1|        1|
+----+---------+---------+
|   4|        1|        1|
+----+---------+---------+
|   5|        1|        1|
+----+---------+---------+
|   6|        1|        1|
+----+---------+---------+
|   7|        1|    0.746|
+----+---------+---------+
|   8|        1|     0.82|
+----+---------+---------+
|   9|        1|    0.729|
+----+---------+---------+
|  10|        1|    0.566|
+----+---------+---------+
|  11|        1|    0.562|
+----+---------+---------+
|  12|        1|    0.503|
+----+---------+---------+
|  13|        1|    0.551|
+----+---------+---------+
|  14|        1|    0.556|
+----+---------+---------+
|  15|        1|    0.565|
+----+---------+---------+
|  16|        1|    0.492|
+----+---------+---------+
|  17|        1|    0.554|
+----+---------+---------+
|  18|        1|    0.449|
+----+---------+---------+
|  19|        1|    0.347|
+----+---------+---------+
END>
Training until now has taken 0 days 0 hours 5 minutes 1 seconds.

===== TRAINING 9-stage =====
<BEGIN
POS count : consumed   351 : 351
NEG count : acceptanceRatio    1000 : 0.000454101
Precalculation time: 10.364
+----+---------+---------+
|  N |    HR   |    FA   |
+----+---------+---------+
|   1|        1|        1|
+----+---------+---------+
|   2|        1|        1|
+----+---------+---------+
|   3|        1|      0.9|
+----+---------+---------+
|   4|        1|    0.927|
+----+---------+---------+
|   5|        1|    0.927|
+----+---------+---------+
|   6|        1|    0.865|
+----+---------+---------+
|   7|        1|     0.84|
+----+---------+---------+
|   8|        1|     0.85|
+----+---------+---------+
|   9|        1|    0.884|
+----+---------+---------+
|  10|        1|    0.907|
+----+---------+---------+
|  11|        1|     0.78|
+----+---------+---------+
|  12|        1|      0.7|
+----+---------+---------+
|  13|        1|    0.574|
+----+---------+---------+
|  14|        1|    0.529|
+----+---------+---------+
|  15|        1|    0.563|
+----+---------+---------+
|  16|        1|    0.609|
+----+---------+---------+
|  17|        1|    0.533|
+----+---------+---------+
|  18|        1|      0.5|
+----+---------+---------+
|  19|        1|    0.432|
+----+---------+---------+
|  20|        1|    0.395|
+----+---------+---------+
END>
Training until now has taken 0 days 0 hours 5 minutes 57 seconds.

===== TRAINING 10-stage =====
<BEGIN
POS count : consumed   351 : 351
NEG count : acceptanceRatio    1000 : 0.000456687
Precalculation time: 10.451
+----+---------+---------+
|  N |    HR   |    FA   |
+----+---------+---------+
|   1|        1|        1|
+----+---------+---------+
|   2|        1|        1|
+----+---------+---------+
|   3|        1|        1|
+----+---------+---------+
|   4|        1|        1|
+----+---------+---------+
|   5|        1|        1|
+----+---------+---------+
|   6|        1|    0.938|
+----+---------+---------+
|   7|        1|    0.867|
+----+---------+---------+
|   8|        1|      0.9|
+----+---------+---------+
|   9|        1|    0.763|
+----+---------+---------+
|  10|        1|    0.685|
+----+---------+---------+
|  11|        1|    0.606|
+----+---------+---------+
|  12|        1|    0.552|
+----+---------+---------+
|  13|        1|    0.601|
+----+---------+---------+
|  14|        1|    0.685|
+----+---------+---------+
|  15|        1|    0.717|
+----+---------+---------+
|  16|        1|    0.499|
+----+---------+---------+
|  17|        1|    0.439|
+----+---------+---------+
|  18|        1|    0.458|
+----+---------+---------+
|  19|        1|    0.398|
+----+---------+---------+
END>
Training until now has taken 0 days 0 hours 6 minutes 50 seconds.

===== TRAINING 11-stage =====
<BEGIN
POS count : consumed   351 : 351
NEG count : acceptanceRatio    1000 : 0.000201461
Precalculation time: 10.209
+----+---------+---------+
|  N |    HR   |    FA   |
+----+---------+---------+
|   1|        1|        1|
+----+---------+---------+
|   2|        1|        1|
+----+---------+---------+
|   3|        1|        1|
+----+---------+---------+
|   4|        1|    0.943|
+----+---------+---------+
|   5|        1|    0.943|
+----+---------+---------+
|   6|        1|    0.949|
+----+---------+---------+
|   7|        1|    0.877|
+----+---------+---------+
|   8|        1|    0.834|
+----+---------+---------+
|   9|        1|    0.863|
+----+---------+---------+
|  10|        1|    0.801|
+----+---------+---------+
|  11|        1|    0.763|
+----+---------+---------+
|  12|        1|    0.795|
+----+---------+---------+
|  13|        1|     0.72|
+----+---------+---------+
|  14|        1|    0.731|
+----+---------+---------+
|  15|        1|    0.678|
+----+---------+---------+
|  16|        1|    0.736|
+----+---------+---------+
|  17|        1|     0.56|
+----+---------+---------+
|  18|        1|     0.58|
+----+---------+---------+
|  19|        1|    0.518|
+----+---------+---------+
|  20|        1|    0.545|
+----+---------+---------+
|  21|        1|    0.422|
+----+---------+---------+
|  22|        1|    0.394|
+----+---------+---------+
END>
Training until now has taken 0 days 0 hours 7 minutes 56 seconds.

BaseLine: AVX512-COMMON

Training until now has taken 0 days 0 hours 6 minutes 26 seconds.