Info file name: info.txt Img file name: (NULL) Vec file name: samples BG file name: bg.txt Num: 10000 BG color: 0 BG threshold: 80 Invert: FALSE Max intensity deviation: 40 Max x angle: 1.1 Max y angle: 1.1 Max z angle: 0.5 Show samples: FALSE Width: 60 Height: 40 Create training samples from images collection... Done. Created 1282 samples 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: BASIC Width: 60 Height: 40 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 : 1354500 Parent node: NULL *** 1 cluster *** POS: 1282 1282 1.000000 NEG: 754 1 BACKGROUND PROCESSING TIME: 3.00 Precalculation time: 3.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.872070| 1.000000| 1.000000| 0.135069| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-1.361145| 1.000000| 1.000000| 0.135069| +----+----+-+---------+---------+---------+---------+ | 3|100%|-|-0.957247| 0.997660| 0.558355| 0.086444| +----+----+-+---------+---------+---------+---------+ | 4| 84%|+|-1.439229| 0.997660| 0.419098| 0.098232| +----+----+-+---------+---------+---------+---------+ Stage training time: 2930.00 Number of used features: 4 Parent node: NULL Chosen number of splits: 0 Total number of splits: 0 Tree Classifier Stage +---+ | 0| +---+ 0 Parent node: 0 *** 1 cluster *** POS: 1279 1282 0.997660 NEG: 752 0.480204 BACKGROUND PROCESSING TIME: 0.00 Precalculation time: 2.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.572350| 1.000000| 1.000000| 0.193501| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-1.027712| 1.000000| 1.000000| 0.115214| +----+----+-+---------+---------+---------+---------+ | 3|100%|-|-0.697803| 0.996873| 0.670213| 0.086164| +----+----+-+---------+---------+---------+---------+ | 4|100%|+|-1.524078| 0.996873| 0.670213| 0.081241| +----+----+-+---------+---------+---------+---------+ | 5| 92%|-|-1.282170| 0.996873| 0.579787| 0.080256| +----+----+-+---------+---------+---------+---------+ | 6| 78%|+|-1.071555| 0.996873| 0.490691| 0.056622| +----+----+-+---------+---------+---------+---------+ Stage training time: 4308.00 Number of used features: 6 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: 1275 1282 0.994540 NEG: 750 0.294811 BACKGROUND PROCESSING TIME: 1.00 Precalculation time: 2.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.502220| 1.000000| 1.000000| 0.222222| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-0.840999| 1.000000| 1.000000| 0.144691| +----+----+-+---------+---------+---------+---------+ | 3|100%|-|-1.681267| 1.000000| 1.000000| 0.116049| +----+----+-+---------+---------+---------+---------+ | 4|100%|+|-1.464107| 0.999216| 0.838667| 0.096790| +----+----+-+---------+---------+---------+---------+ | 5| 95%|-|-1.124933| 0.998431| 0.632000| 0.081481| +----+----+-+---------+---------+---------+---------+ | 6| 76%|+|-1.004140| 0.995294| 0.432000| 0.068148| +----+----+-+---------+---------+---------+---------+ Stage training time: 4285.00 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: 1269 1282 0.989860 NEG: 746 0.179586 BACKGROUND PROCESSING TIME: 1.00 Precalculation time: 2.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.848226| 1.000000| 1.000000| 0.177667| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-1.214465| 1.000000| 1.000000| 0.177667| +----+----+-+---------+---------+---------+---------+ | 3|100%|-|-0.814716| 0.996848| 0.713137| 0.119107| +----+----+-+---------+---------+---------+---------+ | 4|100%|+|-1.251620| 0.996848| 0.713137| 0.114144| +----+----+-+---------+---------+---------+---------+ | 5| 79%|-|-0.975875| 0.995272| 0.435657| 0.081390| +----+----+-+---------+---------+---------+---------+ Stage training time: 3543.00 Number of used features: 5 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: 1263 1282 0.985179 NEG: 742 0.137077 BACKGROUND PROCESSING TIME: 1.00 Precalculation time: 2.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.563955| 1.000000| 1.000000| 0.200000| +----+----+-+---------+---------+---------+---------+ 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: BASIC Width: 60 Height: 40 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 Tree Classifier Stage +---+---+---+---+ | 0| 1| 2| 3| +---+---+---+---+ 0---1---2---3 Number of features used : 1354500 Parent node: 3 *** 1 cluster *** POS: 1263 1282 0.985179 NEG: 742 0.0758924 BACKGROUND PROCESSING TIME: 2.00 Precalculation time: 2.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.533177| 1.000000| 1.000000| 0.225436| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-1.398350| 1.000000| 1.000000| 0.201995| +----+----+-+---------+---------+---------+---------+ | 3|100%|-|-1.111979| 1.000000| 0.947439| 0.140648| +----+----+-+---------+---------+---------+---------+ | 4| 98%|+|-1.391725| 0.998416| 0.699461| 0.131671| +----+----+-+---------+---------+---------+---------+ | 5| 98%|-|-1.151707| 0.996833| 0.520216| 0.115212| +----+----+-+---------+---------+---------+---------+ | 6| 96%|+|-1.194583| 0.995249| 0.506739| 0.068828| +----+----+-+---------+---------+---------+---------+ | 7| 97%|-|-1.353576| 0.996041| 0.508086| 0.074813| +----+----+-+---------+---------+---------+---------+ | 8| 74%|+|-1.304606| 0.995249| 0.376011| 0.050374| +----+----+-+---------+---------+---------+---------+ Stage training time: 5730.00 Number of used features: 8 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: 1257 1282 0.980499 NEG: 739 0.087736 BACKGROUND PROCESSING TIME: 2.00 Precalculation time: 2.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.663152| 1.000000| 1.000000| 0.173848| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-0.984154| 1.000000| 1.000000| 0.173848| +----+----+-+---------+---------+---------+---------+ | 3|100%|-|-0.937880| 0.997613| 0.732070| 0.127756| +----+----+-+---------+---------+---------+---------+ | 4|100%|+|-0.999296| 0.996022| 0.699594| 0.106212| +----+----+-+---------+---------+---------+---------+ | 5| 81%|-|-1.380358| 0.998409| 0.715832| 0.105210| +----+----+-+---------+---------+---------+---------+ | 6| 80%|+|-1.679615| 1.000000| 0.723951| 0.076152| +----+----+-+---------+---------+---------+---------+ | 7| 78%|-|-1.345700| 0.998409| 0.523681| 0.072144| +----+----+-+---------+---------+---------+---------+ | 8| 78%|+|-1.613145| 0.995227| 0.309878| 0.052605| +----+----+-+---------+---------+---------+---------+ Stage training time: 5304.00 Number of used features: 8 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: 1251 1282 0.975819 NEG: 735 0.03391 BACKGROUND PROCESSING TIME: 4.00 Precalculation time: 2.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.473750| 1.000000| 1.000000| 0.242699| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-0.875835| 1.000000| 1.000000| 0.242699| +----+----+-+---------+---------+---------+---------+ | 3|100%|-|-1.252674| 1.000000| 1.000000| 0.194864| +----+----+-+---------+---------+---------+---------+ | 4| 80%|+|-1.463227| 1.000000| 1.000000| 0.157603| +----+----+-+---------+---------+---------+---------+ | 5| 87%|-|-1.700643| 1.000000| 1.000000| 0.128399| +----+----+-+---------+---------+---------+---------+ | 6| 79%|+|-1.552417| 0.998401| 0.828571| 0.112286| +----+----+-+---------+---------+---------+---------+ | 7| 77%|-|-1.373391| 0.996003| 0.654422| 0.109768| +----+----+-+---------+---------+---------+---------+ | 8| 77%|+|-1.231731| 0.996003| 0.590476| 0.097684| +----+----+-+---------+---------+---------+---------+ | 9| 74%|-|-0.950534| 0.995204| 0.405442| 0.083585| +----+----+-+---------+---------+---------+---------+ Stage training time: 5739.00 Number of used features: 9 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: 1245 1282 0.971139 NEG: 732 0.0153157 BACKGROUND PROCESSING TIME: 11.00 Precalculation time: 2.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.417338| 1.000000| 1.000000| 0.276682| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-1.165403| 1.000000| 1.000000| 0.272635| +----+----+-+---------+---------+---------+---------+ | 3|100%|-|-1.468866| 1.000000| 1.000000| 0.193728| +----+----+-+---------+---------+---------+---------+ | 4|100%|+|-1.202477| 0.998394| 0.907104| 0.192210| +----+----+-+---------+---------+---------+---------+ | 5| 81%|-|-1.305165| 0.995984| 0.856557| 0.158321| +----+----+-+---------+---------+---------+---------+ | 6| 87%|+|-1.389464| 0.996787| 0.777322| 0.144664| +----+----+-+---------+---------+---------+---------+ | 7| 84%|-|-1.268590| 0.995181| 0.674863| 0.119373| +----+----+-+---------+---------+---------+---------+ | 8| 79%|+|-1.566826| 0.995181| 0.648907| 0.094082| +----+----+-+---------+---------+---------+---------+ | 9| 72%|-|-1.424223| 0.995984| 0.586066| 0.085989| +----+----+-+---------+---------+---------+---------+ | 10| 70%|+|-1.529094| 0.995984| 0.590164| 0.082954| +----+----+-+---------+---------+---------+---------+ | 11| 68%|-|-1.282151| 0.995984| 0.448087| 0.078402| +----+----+-+---------+---------+---------+---------+ Stage training time: 6927.00 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: 1240 1282 0.967239 NEG: 729 0.00666301 BACKGROUND PROCESSING TIME: 14.00 Precalculation time: 2.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.358704| 1.000000| 1.000000| 0.306755| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-1.143579| 1.000000| 1.000000| 0.297105| +----+----+-+---------+---------+---------+---------+ | 3|100%|-|-0.918430| 0.998387| 0.884774| 0.180802| +----+----+-+---------+---------+---------+---------+ | 4| 95%|+|-1.325343| 0.995968| 0.765432| 0.164551| +----+----+-+---------+---------+---------+---------+ | 5| 97%|-|-0.898303| 0.995968| 0.652949| 0.127984| +----+----+-+---------+---------+---------+---------+ | 6| 83%|+|-0.715445| 0.995968| 0.541838| 0.111732| +----+----+-+---------+---------+---------+---------+ | 7| 83%|-|-1.083356| 0.996774| 0.587106| 0.130015| +----+----+-+---------+---------+---------+---------+ | 8| 86%|+|-1.235679| 0.995161| 0.532236| 0.105130| +----+----+-+---------+---------+---------+---------+ | 9| 74%|-|-1.095711| 0.995161| 0.489712| 0.094464| +----+----+-+---------+---------+---------+---------+ Stage training time: 6034.00 Number of used features: 9 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: 1234 1282 0.962559 NEG: 725 0.00379597 BACKGROUND PROCESSING TIME: 25.00 Precalculation time: 2.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.534604| 1.000000| 1.000000| 0.248086| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-1.310960| 1.000000| 1.000000| 0.216947| +----+----+-+---------+---------+---------+---------+ | 3| 93%|-|-0.977372| 1.000000| 0.921379| 0.216947| +----+----+-+---------+---------+---------+---------+ 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: BASIC Width: 60 Height: 40 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 Tree Classifier Stage +---+---+---+---+---+---+---+---+---+ | 0| 1| 2| 3| 4| 5| 6| 7| 8| +---+---+---+---+---+---+---+---+---+ 0---1---2---3---4---5---6---7---8 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: BASIC Width: 60 Height: 40 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 Tree Classifier Stage +---+---+---+---+---+---+---+---+---+ | 0| 1| 2| 3| 4| 5| 6| 7| 8| +---+---+---+---+---+---+---+---+---+ 0---1---2---3---4---5---6---7---8 Number of features used : 1354500 Parent node: 8 *** 1 cluster *** POS: 1234 1282 0.962559 NEG: 725 0.00353229 BACKGROUND PROCESSING TIME: 39.00 Precalculation time: 3.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.520215| 1.000000| 1.000000| 0.255743| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-1.342742| 1.000000| 1.000000| 0.214395| +----+----+-+---------+---------+---------+---------+ | 3| 95%|-|-1.566324| 1.000000| 1.000000| 0.187851| +----+----+-+---------+---------+---------+---------+ | 4|100%|+|-1.276816| 0.997569| 0.925517| 0.187851| +----+----+-+---------+---------+---------+---------+ | 5| 85%|-|-1.081277| 0.995948| 0.782069| 0.174579| +----+----+-+---------+---------+---------+---------+ | 6| 88%|+|-1.042110| 0.995138| 0.704828| 0.171006| +----+----+-+---------+---------+---------+---------+ | 7| 84%|-|-0.865026| 0.995138| 0.537931| 0.130168| +----+----+-+---------+---------+---------+---------+ | 8| 86%|+|-1.085196| 0.995138| 0.532414| 0.139357| +----+----+-+---------+---------+---------+---------+ 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: BASIC Width: 60 Height: 40 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 Tree Classifier Stage +---+---+---+---+---+---+---+---+---+ | 0| 1| 2| 3| 4| 5| 6| 7| 8| +---+---+---+---+---+---+---+---+---+ 0---1---2---3---4---5---6---7---8 Number of features used : 1354500 Parent node: 8 *** 1 cluster *** POS: 1234 1282 0.962559 NEG: 725 0.00353229 BACKGROUND PROCESSING TIME: 49.00 Precalculation time: 5.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.520215| 1.000000| 1.000000| 0.255743| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-1.342742| 1.000000| 1.000000| 0.214395| +----+----+-+---------+---------+---------+---------+ | 3| 95%|-|-1.566324| 1.000000| 1.000000| 0.187851| +----+----+-+---------+---------+---------+---------+ | 4|100%|+|-1.276816| 0.997569| 0.925517| 0.187851| +----+----+-+---------+---------+---------+---------+ | 5| 85%|-|-1.081277| 0.995948| 0.782069| 0.174579| +----+----+-+---------+---------+---------+---------+ | 6| 88%|+|-1.042110| 0.995138| 0.704828| 0.171006| +----+----+-+---------+---------+---------+---------+ 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: BASIC Width: 60 Height: 40 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 Tree Classifier Stage +---+---+---+---+---+---+---+---+---+ | 0| 1| 2| 3| 4| 5| 6| 7| 8| +---+---+---+---+---+---+---+---+---+ 0---1---2---3---4---5---6---7---8 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: BASIC Width: 60 Height: 40 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 Tree Classifier Stage +---+---+---+---+---+---+---+---+---+ | 0| 1| 2| 3| 4| 5| 6| 7| 8| +---+---+---+---+---+---+---+---+---+ 0---1---2---3---4---5---6---7---8 Number of features used : 1354500 Parent node: 8 *** 1 cluster *** POS: 1234 1282 0.962559 NEG: 725 0.00353229 BACKGROUND PROCESSING TIME: 47.00 Precalculation time: 2.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.520215| 1.000000| 1.000000| 0.255743| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-1.342742| 1.000000| 1.000000| 0.214395| +----+----+-+---------+---------+---------+---------+ | 3| 95%|-|-1.566324| 1.000000| 1.000000| 0.187851| +----+----+-+---------+---------+---------+---------+ | 4|100%|+|-1.276816| 0.997569| 0.925517| 0.187851| +----+----+-+---------+---------+---------+---------+ | 5| 85%|-|-1.081277| 0.995948| 0.782069| 0.174579| +----+----+-+---------+---------+---------+---------+ | 6| 88%|+|-1.042110| 0.995138| 0.704828| 0.171006| +----+----+-+---------+---------+---------+---------+ | 7| 84%|-|-0.865026| 0.995138| 0.537931| 0.130168| +----+----+-+---------+---------+---------+---------+ | 8| 86%|+|-1.085196| 0.995138| 0.532414| 0.139357| +----+----+-+---------+---------+---------+---------+ | 9| 78%|-|-1.324450| 0.995138| 0.598621| 0.111281| +----+----+-+---------+---------+---------+---------+ | 10| 76%|+|-1.196713| 0.995948| 0.503448| 0.098520| +----+----+-+---------+---------+---------+---------+ | 11| 75%|-|-1.156633| 0.995138| 0.446897| 0.092905| +----+----+-+---------+---------+---------+---------+ Stage training time: 7133.00 Number of used features: 11 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: 1228 1282 0.957878 NEG: 722 0.00198793 BACKGROUND PROCESSING TIME: 49.00 Precalculation time: 2.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.675352| 1.000000| 1.000000| 0.248205| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-1.151469| 1.000000| 1.000000| 0.241538| +----+----+-+---------+---------+---------+---------+ | 3| 92%|-|-0.941943| 0.995928| 0.897507| 0.199487| +----+----+-+---------+---------+---------+---------+ | 4| 96%|+|-1.357767| 0.997557| 0.822715| 0.166667| +----+----+-+---------+---------+---------+---------+ | 5| 98%|-|-1.159037| 0.998371| 0.786704| 0.185641| +----+----+-+---------+---------+---------+---------+ | 6| 98%|+|-1.138151| 0.995114| 0.621884| 0.167692| +----+----+-+---------+---------+---------+---------+ | 7| 85%|-|-1.088589| 0.995928| 0.626039| 0.162564| +----+----+-+---------+---------+---------+---------+ | 8| 87%|+|-1.307862| 0.995928| 0.681440| 0.143590| +----+----+-+---------+---------+---------+---------+ | 9| 78%|-|-1.416779| 0.995928| 0.595568| 0.131282| +----+----+-+---------+---------+---------+---------+ | 10| 76%|+|-1.188596| 0.995114| 0.444598| 0.121538| +----+----+-+---------+---------+---------+---------+ Stage training time: 6673.00 Number of used features: 10 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: 1222 1282 0.953198 NEG: 718 0.00119001 BACKGROUND PROCESSING TIME: 82.00 Precalculation time: 2.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.373034| 1.000000| 1.000000| 0.308763| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-1.168591| 1.000000| 1.000000| 0.279381| +----+----+-+---------+---------+---------+---------+ | 3| 92%|-|-0.980771| 0.999182| 0.891365| 0.218041| +----+----+-+---------+---------+---------+---------+ | 4| 97%|+|-0.934535| 0.999182| 0.821727| 0.197423| +----+----+-+---------+---------+---------+---------+ | 5| 94%|-|-0.775194| 0.996727| 0.667131| 0.175258| +----+----+-+---------+---------+---------+---------+ | 6| 96%|+|-0.971715| 0.997545| 0.690808| 0.173711| +----+----+-+---------+---------+---------+---------+ | 7| 82%|-|-1.213412| 0.995090| 0.703343| 0.169072| +----+----+-+---------+---------+---------+---------+ | 8| 91%|+|-1.276511| 0.995090| 0.626741| 0.142268| +----+----+-+---------+---------+---------+---------+ | 9| 77%|-|-1.156922| 0.995090| 0.608635| 0.128351| +----+----+-+---------+---------+---------+---------+ | 10| 79%|+|-1.189163| 0.995090| 0.596100| 0.125773| +----+----+-+---------+---------+---------+---------+ | 11| 79%|-|-1.257942| 0.995090| 0.530641| 0.106186| +----+----+-+---------+---------+---------+---------+ | 12| 73%|+|-1.392300| 0.995090| 0.495822| 0.084536| +----+----+-+---------+---------+---------+---------+ Stage training time: 7737.00 Number of used features: 12 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: 1216 1282 0.948518 NEG: 715 0.000641513 BACKGROUND PROCESSING TIME: 191.00 Precalculation time: 2.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.302466| 1.000000| 1.000000| 0.340756| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-0.808657| 1.000000| 1.000000| 0.340756| +----+----+-+---------+---------+---------+---------+ | 3|100%|-|-0.829800| 0.995888| 0.892308| 0.230968| +----+----+-+---------+---------+---------+---------+ | 4|100%|+|-1.162849| 0.995888| 0.892308| 0.226308| +----+----+-+---------+---------+---------+---------+ | 5| 98%|-|-1.267106| 0.995888| 0.857343| 0.232522| +----+----+-+---------+---------+---------+---------+ | 6| 83%|+|-1.158884| 0.995066| 0.840559| 0.210254| +----+----+-+---------+---------+---------+---------+ | 7| 81%|-|-1.369456| 0.995066| 0.855944| 0.168307| +----+----+-+---------+---------+---------+---------+ | 8| 81%|+|-1.279907| 0.995066| 0.795804| 0.175039| +----+----+-+---------+---------+---------+---------+ | 9| 79%|-|-1.532775| 0.995888| 0.749650| 0.152771| +----+----+-+---------+---------+---------+---------+ | 10| 77%|+|-1.465405| 0.995888| 0.710490| 0.137235| +----+----+-+---------+---------+---------+---------+ | 11| 76%|-|-1.311314| 0.995066| 0.615385| 0.129984| +----+----+-+---------+---------+---------+---------+ | 12| 75%|+|-1.453072| 0.995066| 0.637762| 0.117556| +----+----+-+---------+---------+---------+---------+ | 13| 74%|-|-1.308216| 0.995066| 0.572028| 0.104091| +----+----+-+---------+---------+---------+---------+ | 14| 74%|+|-1.512097| 0.995066| 0.590210| 0.096841| +----+----+-+---------+---------+---------+---------+ | 15| 72%|-|-1.161771| 0.995066| 0.455944| 0.086484| +----+----+-+---------+---------+---------+---------+ Stage training time: 9154.00 Number of used features: 15 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: 1210 1282 0.943838 NEG: 711 0.000415879 BACKGROUND PROCESSING TIME: 304.00 Precalculation time: 2.00 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: BASIC Width: 60 Height: 40 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 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 Number of features used : 1354500 Parent node: 12 *** 1 cluster *** POS: 1210 1282 0.943838 NEG: 711 0.000312683 BACKGROUND PROCESSING TIME: 364.00 Precalculation time: 2.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.355754| 1.000000| 1.000000| 0.312858| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-0.753547| 1.000000| 1.000000| 0.312858| +----+----+-+---------+---------+---------+---------+ | 3|100%|-|-0.943576| 1.000000| 1.000000| 0.270172| +----+----+-+---------+---------+---------+---------+ | 4| 84%|+|-1.197544| 1.000000| 1.000000| 0.207184| +----+----+-+---------+---------+---------+---------+ | 5| 90%|-|-1.463110| 1.000000| 1.000000| 0.215513| +----+----+-+---------+---------+---------+---------+ | 6| 82%|+|-1.306026| 0.997521| 0.891702| 0.171265| +----+----+-+---------+---------+---------+---------+ | 7| 80%|-|-1.251649| 0.996694| 0.803094| 0.155648| +----+----+-+---------+---------+---------+---------+ | 8| 80%|+|-1.182223| 0.995868| 0.728551| 0.141593| +----+----+-+---------+---------+---------+---------+ | 9| 79%|-|-1.289378| 0.996694| 0.711674| 0.128058| +----+----+-+---------+---------+---------+---------+ | 10| 78%|+|-1.322263| 0.996694| 0.669480| 0.116606| +----+----+-+---------+---------+---------+---------+ | 11| 76%|-|-1.158083| 0.995041| 0.554149| 0.114524| +----+----+-+---------+---------+---------+---------+ | 12| 74%|+|-1.050184| 0.995041| 0.452883| 0.107756| +----+----+-+---------+---------+---------+---------+ Stage training time: 7391.00 Number of used features: 12 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: 1204 1282 0.939158 NEG: 708 0.000210903 BACKGROUND PROCESSING TIME: 560.00 Precalculation time: 2.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.484519| 1.000000| 1.000000| 0.270921| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-1.006950| 1.000000| 1.000000| 0.277720| +----+----+-+---------+---------+---------+---------+ | 3|100%|-|-1.097157| 0.998339| 0.953390| 0.236402| +----+----+-+---------+---------+---------+---------+ | 4| 98%|+|-1.009218| 0.997508| 0.920904| 0.236402| +----+----+-+---------+---------+---------+---------+ | 5| 97%|-|-1.282601| 0.999169| 0.937853| 0.193515| +----+----+-+---------+---------+---------+---------+ | 6| 97%|+|-1.174292| 0.995017| 0.851695| 0.193515| +----+----+-+---------+---------+---------+---------+ | 7| 99%|-|-1.278733| 0.995017| 0.765537| 0.180439| +----+----+-+---------+---------+---------+---------+ | 8| 80%|+|-1.328183| 0.996678| 0.769774| 0.178870| +----+----+-+---------+---------+---------+---------+ | 9| 85%|-|-1.315047| 0.995017| 0.706215| 0.157950| +----+----+-+---------+---------+---------+---------+ | 10| 79%|+|-1.218227| 0.995017| 0.677966| 0.160042| +----+----+-+---------+---------+---------+---------+ | 11| 87%|-|-1.250649| 0.995017| 0.604520| 0.149059| +----+----+-+---------+---------+---------+---------+ | 12| 81%|+|-1.463467| 0.995847| 0.651130| 0.128661| +----+----+-+---------+---------+---------+---------+ | 13| 79%|-|-1.461614| 0.995017| 0.615819| 0.114540| +----+----+-+---------+---------+---------+---------+ | 14| 75%|+|-1.594235| 0.995017| 0.608757| 0.105126| +----+----+-+---------+---------+---------+---------+ | 15| 74%|-|-1.562157| 0.995017| 0.597458| 0.099895| +----+----+-+---------+---------+---------+---------+ | 16| 73%|+|-1.522012| 0.995017| 0.555085| 0.100418| +----+----+-+---------+---------+---------+---------+ | 17| 72%|-|-1.458571| 0.995017| 0.524011| 0.090481| +----+----+-+---------+---------+---------+---------+ | 18| 71%|+|-1.539185| 0.995017| 0.497175| 0.077929| +----+----+-+---------+---------+---------+---------+ Stage training time: 11121.00 Number of used features: 18 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: 1198 1282 0.934477 NEG: 704 0.000132005 BACKGROUND PROCESSING TIME: 900.00 Precalculation time: 2.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.529180| 1.000000| 1.000000| 0.281283| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-0.829980| 1.000000| 1.000000| 0.356993| +----+----+-+---------+---------+---------+---------+ | 3|100%|-|-1.094973| 1.000000| 1.000000| 0.228181| +----+----+-+---------+---------+---------+---------+ | 4| 87%|+|-1.078535| 0.996661| 0.914773| 0.221346| +----+----+-+---------+---------+---------+---------+ | 5| 86%|-|-1.095862| 0.995826| 0.852273| 0.231861| +----+----+-+---------+---------+---------+---------+ | 6| 84%|+|-1.512301| 0.995826| 0.830966| 0.190852| +----+----+-+---------+---------+---------+---------+ | 7| 83%|-|-1.196306| 0.995826| 0.788352| 0.177708| +----+----+-+---------+---------+---------+---------+ | 8| 87%|+|-1.214952| 0.995826| 0.698864| 0.145110| +----+----+-+---------+---------+---------+---------+ | 9| 78%|-|-1.392722| 0.995826| 0.704545| 0.135121| +----+----+-+---------+---------+---------+---------+ | 10| 76%|+|-1.286551| 0.995826| 0.643466| 0.124080| +----+----+-+---------+---------+---------+---------+ | 11| 74%|-|-1.472677| 0.995826| 0.575284| 0.130915| +----+----+-+---------+---------+---------+---------+ | 12| 73%|+|-1.450008| 0.995826| 0.632102| 0.106730| +----+----+-+---------+---------+---------+---------+ | 13| 72%|-|-1.462409| 0.995826| 0.538352| 0.110410| +----+----+-+---------+---------+---------+---------+ | 14| 71%|+|-1.100410| 0.995826| 0.468750| 0.099369| +----+----+-+---------+---------+---------+---------+ Stage training time: 8349.00 Number of used features: 14 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: 1193 1282 0.930577 NEG: 701 8.01615e-05 BACKGROUND PROCESSING TIME: 1462.00 Precalculation time: 2.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.195946| 1.000000| 1.000000| 0.419747| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-0.995824| 1.000000| 1.000000| 0.417635| +----+----+-+---------+---------+---------+---------+ | 3|100%|-|-0.693392| 0.995809| 0.891583| 0.242344| +----+----+-+---------+---------+---------+---------+ | 4| 85%|+|-0.950626| 0.995809| 0.891583| 0.312566| +----+----+-+---------+---------+---------+---------+ | 5| 89%|-|-1.246791| 0.996647| 0.861626| 0.191130| +----+----+-+---------+---------+---------+---------+ | 6| 82%|+|-1.565927| 0.998324| 0.883024| 0.221225| +----+----+-+---------+---------+---------+---------+ | 7| 79%|-|-1.411912| 0.997485| 0.805991| 0.156811| +----+----+-+---------+---------+---------+---------+ | 8| 78%|+|-1.731429| 0.998324| 0.778887| 0.155755| +----+----+-+---------+---------+---------+---------+ | 9| 79%|-|-1.336287| 0.996647| 0.687589| 0.128828| +----+----+-+---------+---------+---------+---------+ | 10| 74%|+|-1.318066| 0.995809| 0.708987| 0.126188| +----+----+-+---------+---------+---------+---------+ | 11| 73%|-|-1.438275| 0.996647| 0.643367| 0.114572| +----+----+-+---------+---------+---------+---------+ | 12| 73%|+|-1.355904| 0.995809| 0.640514| 0.109820| +----+----+-+---------+---------+---------+---------+ | 13| 71%|-|-1.539535| 0.995809| 0.593438| 0.118796| +----+----+-+---------+---------+---------+---------+ | 14| 71%|+|-1.404902| 0.995809| 0.552068| 0.100845| +----+----+-+---------+---------+---------+---------+ | 15| 70%|-|-1.595824| 0.995809| 0.597718| 0.099789| +----+----+-+---------+---------+---------+---------+ | 16| 70%|+|-1.639006| 0.995809| 0.636234| 0.096621| +----+----+-+---------+---------+---------+---------+ | 17| 69%|-|-1.273638| 0.995809| 0.446505| 0.080781| +----+----+-+---------+---------+---------+---------+ Stage training time: 9668.00 Number of used features: 17 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: 1188 1282 0.926677 NEG: 698 4.39195e-05 BACKGROUND PROCESSING TIME: 2927.00 Precalculation time: 2.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.272784| 1.000000| 1.000000| 0.361612| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-0.859691| 1.000000| 1.000000| 0.377519| +----+----+-+---------+---------+---------+---------+ | 3|100%|-|-0.844599| 0.999158| 0.936963| 0.228526| +----+----+-+---------+---------+---------+---------+ | 4| 97%|+|-1.110338| 0.995791| 0.835244| 0.208908| +----+----+-+---------+---------+---------+---------+ | 5| 98%|-|-1.225121| 0.995791| 0.901146| 0.194062| +----+----+-+---------+---------+---------+---------+ | 6| 98%|+|-1.792040| 0.999158| 0.919771| 0.191410| +----+----+-+---------+---------+---------+---------+ | 7| 97%|-|-1.461464| 0.997475| 0.878223| 0.148462| +----+----+-+---------+---------+---------+---------+ | 8| 84%|+|-1.352971| 0.997475| 0.822350| 0.141039| +----+----+-+---------+---------+---------+---------+ | 9| 84%|-|-1.647941| 0.995791| 0.859599| 0.157476| +----+----+-+---------+---------+---------+---------+ | 10| 80%|+|-1.547700| 0.995791| 0.805158| 0.127253| +----+----+-+---------+---------+---------+---------+ | 11| 79%|-|-1.442644| 0.995791| 0.720630| 0.115589| +----+----+-+---------+---------+---------+---------+ | 12| 82%|+|-1.550556| 0.995791| 0.707736| 0.103924| +----+----+-+---------+---------+---------+---------+ | 13| 77%|-|-1.093816| 0.995791| 0.551576| 0.116649| +----+----+-+---------+---------+---------+---------+ | 14| 76%|+|-1.196359| 0.995791| 0.528653| 0.098621| +----+----+-+---------+---------+---------+---------+ | 15| 75%|-|-1.309468| 0.995791| 0.474212| 0.082185| +----+----+-+---------+---------+---------+---------+ Stage training time: 9387.00 Number of used features: 15 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: 1183 1282 0.922777 NEG: 695 2.69735e-05 BACKGROUND PROCESSING TIME: 4960.00 Precalculation time: 2.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.515676| 1.000000| 1.000000| 0.270501| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-0.720087| 1.000000| 1.000000| 0.270501| +----+----+-+---------+---------+---------+---------+ | 3|100%|-|-1.213262| 1.000000| 1.000000| 0.242812| +----+----+-+---------+---------+---------+---------+ | 4|100%|+|-1.052358| 0.995773| 0.828777| 0.215655| +----+----+-+---------+---------+---------+---------+ | 5| 97%|-|-1.045781| 0.995773| 0.749640| 0.198616| +----+----+-+---------+---------+---------+---------+ | 6| 81%|+|-1.351491| 0.995773| 0.761151| 0.171991| +----+----+-+---------+---------+---------+---------+ | 7| 81%|-|-1.271123| 0.995773| 0.735252| 0.152290| +----+----+-+---------+---------+---------+---------+ | 8| 82%|+|-1.132161| 0.995773| 0.572662| 0.146432| +----+----+-+---------+---------+---------+---------+ | 9| 80%|-|-1.297979| 0.995773| 0.571223| 0.127263| +----+----+-+---------+---------+---------+---------+ | 10| 81%|+|-1.098851| 0.996619| 0.536691| 0.123536| +----+----+-+---------+---------+---------+---------+ | 11| 79%|-|-1.007668| 0.995773| 0.466187| 0.111289| +----+----+-+---------+---------+---------+---------+ Stage training time: 6833.00 Number of used features: 11 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: 1178 1282 0.918877 NEG: 692 1.60852e-05 BACKGROUND PROCESSING TIME: 8464.00 Precalculation time: 2.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.322783| 1.000000| 1.000000| 0.330481| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-0.571728| 1.000000| 1.000000| 0.253476| +----+----+-+---------+---------+---------+---------+ | 3|100%|-|-1.323808| 1.000000| 1.000000| 0.233155| +----+----+-+---------+---------+---------+---------+ | 4|100%|+|-0.951202| 0.995755| 0.884393| 0.233155| +----+----+-+---------+---------+---------+---------+ | 5| 83%|-|-1.425757| 0.999151| 0.963873| 0.176471| +----+----+-+---------+---------+---------+---------+ | 6| 87%|+|-1.482682| 0.996604| 0.880058| 0.190909| +----+----+-+---------+---------+---------+---------+ | 7| 81%|-|-1.334100| 0.998302| 0.911850| 0.161497| +----+----+-+---------+---------+---------+---------+ | 8| 80%|+|-1.362181| 0.995755| 0.836705| 0.148663| +----+----+-+---------+---------+---------+---------+ | 9| 82%|-|-1.520237| 0.996604| 0.826590| 0.158824| +----+----+-+---------+---------+---------+---------+ | 10| 76%|+|-1.219803| 0.995755| 0.643064| 0.139572| +----+----+-+---------+---------+---------+---------+ | 11| 74%|-|-1.437966| 0.995755| 0.591040| 0.125668| +----+----+-+---------+---------+---------+---------+ | 12| 73%|+|-1.478937| 0.995755| 0.598266| 0.110695| +----+----+-+---------+---------+---------+---------+ | 13| 72%|-|-1.144299| 0.995755| 0.447977| 0.113904| +----+----+-+---------+---------+---------+---------+ Stage training time: 7695.00 Number of used features: 13 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: 1173 1282 0.914977