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: 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 : 27534 Parent node: NULL *** 1 cluster *** POS: 245 245 1.000000 NEG: 144 1 BACKGROUND PROCESSING TIME: 0.00 Precalculation time: 1.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-| 0.932892| 1.000000| 0.034722| 0.012853| +----+----+-+---------+---------+---------+---------+ Stage training time: 2.00 Number of used features: 1 Parent node: NULL Chosen number of splits: 0 Total number of splits: 0 Tree Classifier Stage +---+ | 0| +---+ 0 Parent node: 0 *** 1 cluster *** POS: 245 245 1.000000 NEG: 144 0.0515944 BACKGROUND PROCESSING TIME: 0.00 Precalculation time: 0.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.852258| 1.000000| 1.000000| 0.059126| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-0.671986| 1.000000| 0.826389| 0.053985| +----+----+-+---------+---------+---------+---------+ | 3| 93%|-| 0.178093| 0.995918| 0.083333| 0.033419| +----+----+-+---------+---------+---------+---------+ Stage training time: 6.00 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: 244 245 0.995918 NEG: 143 0.0101837 BACKGROUND PROCESSING TIME: 1.00 Precalculation time: 0.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.929851| 1.000000| 1.000000| 0.056848| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-0.303497| 1.000000| 0.307692| 0.043928| +----+----+-+---------+---------+---------+---------+ Stage training time: 4.00 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: 244 245 0.995918 NEG: 143 0.00347323 BACKGROUND PROCESSING TIME: 1.00 Precalculation time: 0.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.800184| 1.000000| 1.000000| 0.093023| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-0.609424| 1.000000| 0.818182| 0.085271| +----+----+-+---------+---------+---------+---------+ | 3| 93%|-| 0.094911| 0.995902| 0.181818| 0.069767| +----+----+-+---------+---------+---------+---------+ Stage training time: 7.00 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: 243 245 0.991837 NEG: 142 0.000960764 BACKGROUND PROCESSING TIME: 3.00 Precalculation time: 1.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.838820| 1.000000| 1.000000| 0.103896| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-1.410753| 1.000000| 1.000000| 0.103896| +----+----+-+---------+---------+---------+---------+ | 3|100%|-|-0.827941| 0.995885| 0.429577| 0.070130| +----+----+-+---------+---------+---------+---------+ Stage training time: 6.00 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: 242 245 0.987755 NEG: 142 0.000490272 BACKGROUND PROCESSING TIME: 5.00 Precalculation time: 1.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.850250| 1.000000| 1.000000| 0.109375| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-1.651508| 1.000000| 1.000000| 0.093750| +----+----+-+---------+---------+---------+---------+ 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 Tree Classifier Stage +---+---+---+---+---+ | 0| 1| 2| 3| 4| +---+---+---+---+---+ 0---1---2---3---4 Number of features used : 41578 Parent node: 4 *** 1 cluster *** POS: 242 245 0.987755 NEG: 142 0.000477309 BACKGROUND PROCESSING TIME: 6.00 Precalculation time: 1.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.827082| 1.000000| 1.000000| 0.098958| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-1.453118| 1.000000| 1.000000| 0.098958| +----+----+-+---------+---------+---------+---------+ | 3|100%|-|-0.824967| 0.995868| 0.394366| 0.065104| +----+----+-+---------+---------+---------+---------+ Stage training time: 9.00 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: 241 245 0.983673 NEG: 141 0.000177422 BACKGROUND PROCESSING TIME: 15.00 Precalculation time: 0.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.864827| 1.000000| 1.000000| 0.109948| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-0.689498| 1.000000| 0.553191| 0.102094| +----+----+-+---------+---------+---------+---------+ | 3|100%|-|-1.075432| 1.000000| 0.304965| 0.104712| +----+----+-+---------+---------+---------+---------+ Stage training time: 10.00 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: 241 245 0.983673 NEG: 141 8.19111e-05 BACKGROUND PROCESSING TIME: 29.00 Precalculation time: 0.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.724171| 1.000000| 1.000000| 0.125654| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-0.631422| 1.000000| 0.851064| 0.136126| +----+----+-+---------+---------+---------+---------+ | 3| 94%|-|-0.005797| 0.995851| 0.297872| 0.109948| +----+----+-+---------+---------+---------+---------+ Stage training time: 9.00 Number of used features: 3 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: 240 245 0.979592 NEG: 141 3.12925e-05 BACKGROUND PROCESSING TIME: 82.00 Precalculation time: 0.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.701685| 1.000000| 1.000000| 0.141732| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-0.095608| 1.000000| 0.390071| 0.160105| +----+----+-+---------+---------+---------+---------+ Stage training time: 6.00 Number of used features: 2 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: 240 245 0.979592 NEG: 141 1.81118e-05 BACKGROUND PROCESSING TIME: 142.00 Precalculation time: 0.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.952211| 1.000000| 1.000000| 0.068241| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-0.474022| 0.995833| 0.418440| 0.089239| +----+----+-+---------+---------+---------+---------+ Stage training time: 7.00 Number of used features: 2 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: 239 245 0.975510 NEG: 140 9.19893e-06 BACKGROUND PROCESSING TIME: 276.00 Precalculation time: 0.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.802067| 1.000000| 1.000000| 0.129288| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-0.438941| 1.000000| 0.542857| 0.118734| +----+----+-+---------+---------+---------+---------+ | 3|100%|-| 0.004033| 0.995816| 0.221429| 0.084433| +----+----+-+---------+---------+---------+---------+ Stage training time: 9.00 Number of used features: 3 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: 238 245 0.971429 NEG: 140 3.04892e-06 BACKGROUND PROCESSING TIME: 846.00 Precalculation time: 0.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.903119| 1.000000| 1.000000| 0.119048| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-0.745251| 1.000000| 0.621429| 0.132275| +----+----+-+---------+---------+---------+---------+ | 3|100%|-|-0.232694| 1.000000| 0.300000| 0.066138| +----+----+-+---------+---------+---------+---------+ Stage training time: 9.00 Number of used features: 3 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: 238 245 0.971429 NEG: 140 9.26108e-07 BACKGROUND PROCESSING TIME: 2790.00 Required leaf false alarm rate achieved. Branch training terminated. 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 Cascade performance POS: 238 245 0.971429 NEG: 140 8.76032e-07 BACKGROUND PROCESSING TIME: 2932.00