all_extended_0_5_10_15_closed_30x20.cascade

tracciatore di mani con webcam

0.872891 * [UpDownSame 15,16,17 x 8,26]>=-11.4359 (0.294653)
0.642118 * [FourBoxesSame (12,2,14,4),(12,4,14,6),(12,2,14,4),(14,4,16,6)]>=105.641 (0.344768)
0.771614 * [UpDownSame 2,4,6 x 12,17]<-0.655568 (0.31613)
0.685737 * [UpDownSame 17,18,19 x 21,26]<1.76114 (0.334982)
0.706019 * [FourBoxesSame (19,9,21,16),(4,10,6,17),(4,7,6,14),(21,9,23,16)]<-2970.13 (0.330479)
0.913804 * [FourBoxesSame (9,6,14,13),(8,7,13,14),(8,6,13,13),(11,8,16,15)]>=-380.462 (0.286222)
0.728184 * [LeftRightSame 11,12 x 10,11,12]<-0.0376979 (0.325593)
0.734473 * [UpDownSame 10,12,14 x 12,13]<-11.0066 (0.324214)
0.741474 * [FourBoxesSame (8,13,18,15),(17,14,27,16),(17,12,27,14),(10,14,20,16)]<42.1894 (0.322682)
0.696521 * [FourBoxesSame (14,11,21,15),(11,12,18,16),(11,11,18,15),(16,13,23,17)]<30.5963 (0.332584)
0.828984 * [FourBoxesSame (2,14,4,16),(3,16,5,18),(3,12,5,14),(4,14,6,16)]<-437.287 (0.30386)
0.742714 * [FourBoxesSame (19,6,23,8),(17,7,21,9),(17,6,21,8),(21,8,25,10)]<57.3975 (0.322411)
0.676043 * [FourBoxesSame (8,7,18,9),(16,8,26,10),(16,5,26,7),(10,7,20,9)]<-204.724 (0.337145)
0.676133 * [UpDownSame 11,12,13 x 15,22]>=-2.64327 (0.337125)
0.69859 * [LeftRightSame 2,5 x 10,18,26]>=72.0999 (0.332125)
0.777073 * [FourBoxesSame (8,4,13,6),(8,5,13,7),(8,3,13,5),(10,5,15,7)]>=-76.8036 (0.314951)
0.611829 * [FourBoxesSame (23,10,26,12),(3,11,6,13),(3,12,6,14),(25,14,28,16)]<49.7412 (0.351642)
0.732593 * [FourBoxesSame (3,15,5,17),(3,17,5,19),(3,14,5,16),(5,16,7,18)]<-1630.63 (0.324626)
0.881389 * [UpDownSame 13,14,15 x 18,24]>=-4.66931 (0.29289)
0.642972 * [LeftRightSame 9,10 x 23,24,25]<-0.307917 (0.344575)
STRONG classifier 7 (fpr:0.0483271, dr:0.89396):
47 weak classifiers, threshold 0.518738:
1.17121 * [FourBoxesSame (9,5,14,16),(13,6,18,17),(13,5,18,16),(11,7,16,18)]<190.996 (0.236636)
0.74286 * [FourBoxesSame (8,7,13,10),(7,8,12,11),(7,6,12,9),(10,8,15,11)]>=-21.0344 (0.322379)
0.772572 * [UpDownSame 6,8,10 x 7,11]>=6357.86 (0.315923)
0.894792 * [FourBoxesSame (20,6,23,17),(14,7,17,18),(14,5,17,16),(22,7,25,18)]>=-509.122 (0.290122)
0.67842 * [FourBoxesSame (14,7,17,9),(15,8,18,10),(15,6,18,8),(16,8,19,10)]>=92.5957 (0.336614)
0.723373 * [LeftRightSame 1,2 x 6,9,12]<-8.23788 (0.326651)
0.688854 * [UpDownSame 2,4,6 x 8,12]>=-28.731 (0.334288)
0.68344 * [FourBoxesSame (23,6,25,8),(0,8,2,10),(0,4,2,6),(25,6,27,8)]>=14655.9 (0.335494)
0.846838 * [LeftRightSame 8,10 x 9,15,21]<13.4434 (0.300097)
0.690212 * [FourBoxesSame (9,8,11,15),(8,9,10,16),(8,8,10,15),(11,10,13,17)]>=7.78377 (0.333986)
0.704723 * [FourBoxesSame (11,5,14,7),(2,6,5,8),(2,5,5,7),(13,7,16,9)]>=18603.5 (0.330766)
0.871674 * [LeftRightSame 10,11 x 9,15,21]>=-15.7931 (0.294906)
0.67993 * [FourBoxesSame (6,7,17,15),(7,8,18,16),(7,7,18,15),(8,9,19,17)]<-73.8805 (0.336277)
0.644026 * [UpDownSame 7,8,9 x 10,11]<-0.158352 (0.344337)
0.768304 * [FourBoxesSame (24,0,26,2),(25,2,27,4),(25,-1,27,1),(26,0,28,2)]>=5650.59 (0.316846)
0.794408 * [UpDownSame 15,16,17 x 12,27]<22.6144 (0.311223)
0.695778 * [FourBoxesSame (21,14,23,17),(18,15,20,18),(18,12,20,15),(23,14,25,17)]<-12.27 (0.332749)
0.761471 * [LeftRightSame 8,10 x 26,27,28]>=7.07819 (0.318327)
0.689578 * [FourBoxesSame (9,9,18,11),(17,10,26,12),(17,8,26,10),(11,10,20,12)]>=29.8548 (0.334127)
0.713615 * [LeftRightSame 3,4 x 17,18,19]<-1.3666 (0.328801)
0.701043 * [FourBoxesSame (9,3,13,17),(8,4,12,18),(8,1,12,15),(11,3,15,17)]<11.8414 (0.331581)
0.649408 * [LeftRightSame 6,7 x 18,20,22]>=2.68298 (0.343123)
0.693264 * [LeftRightSame 13,14 x 26,27,28]<-0.038852 (0.333307)
0.699473 * [UpDownSame 13,14,15 x 19,25]<19.5581 (0.331929)
0.767418 * [FourBoxesSame (17,7,22,14),(0,8,5,15),(0,5,5,12),(19,7,24,14)]>=527.184 (0.317038)
0.686343 * [UpDownSame 3,4,5 x 0,7]>=-2.39318 (0.334847)
0.628067 * [FourBoxesSame (13,13,15,15),(12,15,14,17),(12,9,14,11),(15,11,17,13)]>=32.7976 (0.347949)
0.65873 * [LeftRightSame 11,12 x 8,10,12]<-0.791117 (0.341025)
0.641844 * [LeftRightSame 7,11 x 25,27,29]<-38.3402 (0.34483)
0.757681 * [FourBoxesSame (9,8,24,10),(8,9,23,11),(8,7,23,9),(11,9,26,11)]>=-86.0493 (0.31915)
0.640578 * [LeftRightSame 2,4 x 14,21,28]>=27.5146 (0.345116)
0.678828 * [FourBoxesSame (21,8,24,10),(13,9,16,11),(13,6,16,8),(23,8,26,10)]<25.1941 (0.336523)
0.650026 * [LeftRightSame 4,8 x -1,4,9]>=35.9423 (0.342984)
0.715947 * [UpDownSame 3,5,7 x 7,19]<21.7097 (0.328286)
0.672112 * [LeftRightSame 3,10 x 11,12,13]>=32.2018 (0.338024)
0.817182 * [LeftRightSame 8,9 x 6,11,16]<12.715 (0.306362)
0.699571 * [LeftRightSame 5,14 x 7,10,13]>=-6.18614 (0.331907)
0.629994 * [LeftRightSame 8,10 x 5,6,7]>=5.08965 (0.347512)
0.668356 * [FourBoxesSame (20,8,24,12),(13,9,17,13),(13,8,17,12),(22,10,26,14)]>=-285.583 (0.338865)
0.701197 * [FourBoxesSame (13,9,16,11),(3,10,6,12),(3,13,6,15),(15,15,18,17)]<-26336.8 (0.331547)
0.811195 * [FourBoxesSame (19,6,24,10),(19,7,24,11),(19,6,24,10),(21,8,26,12)]<40.2539 (0.307636)
0.642651 * [LeftRightSame 17,19 x 9,10,11]<-0.702251 (0.344647)
0.613712 * [FourBoxesSame (5,13,10,16),(6,14,11,17),(6,11,11,14),(7,13,12,16)]>=-71.5793 (0.351213)
0.668704 * [FourBoxesSame (4,0,11,3),(10,1,17,4),(10,-1,17,2),(6,1,13,4)]<-250.762 (0.338787)
0.661485 * [FourBoxesSame (18,7,23,9),(14,8,19,10),(14,7,19,9),(20,9,25,11)]>=-193.891 (0.340406)
0.677565 * [LeftRightSame 3,6 x 16,17,18]>=5.27261 (0.336805)
0.660013 * [LeftRightSame 9,10 x 18,19,20]<-0.753018 (0.340737)
STRONG classifier 8 (fpr:0.0405405, dr:0.703356):
38 weak classifiers, threshold 0.711914:
1.63269 * [FourBoxesSame (17,13,22,17),(20,14,25,18),(20,12,25,16),(19,14,24,18)]<-0.421104 (0.163462)
1.88253 * [UpDownSame 7,9,11 x 17,19]>=-27.7084 (0.132099)
1.6402 * [UpDownSame 15,16,17 x 20,29]>=-24.2355 (0.162438)
1.90423 * [FourBoxesSame (3,7,22,17),(1,8,20,18),(1,6,20,16),(5,8,24,18)]<-743.959 (0.129631)
1.7526 * [FourBoxesSame (16,8,18,11),(10,9,12,12),(10,7,12,10),(18,9,20,12)]>=54.7187 (0.14772)
1.87042 * [FourBoxesSame (17,7,23,12),(10,8,16,13),(10,7,16,12),(19,9,25,14)]<137.509 (0.133493)
1.68015 * [FourBoxesSame (17,1,25,6),(19,2,27,7),(19,1,27,6),(19,3,27,8)]>=-90.2096 (0.157075)
1.69542 * [FourBoxesSame (18,15,22,17),(7,16,11,18),(7,11,11,13),(20,13,24,15)]<70.348 (0.155065)
1.59887 * [FourBoxesSame (19,7,21,12),(17,8,19,13),(17,6,19,11),(21,8,23,13)]<185.398 (0.16814)
1.51659 * [FourBoxesSame (14,13,22,17),(19,14,27,18),(19,12,27,16),(16,14,24,18)]<-35.033 (0.179964)
1.75182 * [FourBoxesSame (4,14,6,17),(5,15,7,18),(5,13,7,16),(6,15,8,18)]<-1.27141 (0.147818)
1.90698 * [LeftRightSame 14,19 x 24,26,28]>=-10.8922 (0.129321)
2.01458 * [FourBoxesSame (16,8,18,10),(5,10,7,12),(5,5,7,7),(18,7,20,9)]<-66.8625 (0.117681)
1.71046 * [FourBoxesSame (4,6,21,10),(6,7,23,11),(6,5,23,9),(6,7,23,11)]<-145.074 (0.153104)
1.97861 * [FourBoxesSame (7,5,11,14),(4,6,8,15),(4,7,8,16),(9,9,13,18)]>=-590.028 (0.121467)
1.82071 * [FourBoxesSame (8,11,10,15),(6,12,8,16),(6,11,8,15),(10,13,12,17)]>=0.0693948 (0.139349)
1.86266 * [FourBoxesSame (18,8,23,10),(10,9,15,11),(10,10,15,12),(20,12,25,14)]<-14.3796 (0.134393)
1.54871 * [FourBoxesSame (16,10,20,14),(10,11,14,15),(10,10,14,14),(18,12,22,16)]<31.4379 (0.175273)
1.45069 * [UpDownSame 13,14,15 x 16,22]>=0.722694 (0.189896)
1.65055 * [UpDownSame 15,16,17 x 16,25]>=-18.1289 (0.161035)
1.76428 * [FourBoxesSame (18,7,20,11),(3,8,5,12),(3,0,5,4),(20,2,22,6)]<-186.315 (0.146255)
1.7779 * [FourBoxesSame (11,6,24,14),(7,7,20,15),(7,5,20,13),(13,7,26,15)]<-62.5405 (0.144563)
1.73926 * [LeftRightSame 3,5 x 27,28,29]>=-0.887456 (0.149407)
1.72175 * [FourBoxesSame (21,12,24,15),(16,13,19,16),(16,12,19,15),(23,14,26,17)]>=-69.7658 (0.151646)
1.73031 * [FourBoxesSame (8,7,10,10),(0,8,2,11),(0,5,2,8),(10,7,12,10)]>=198.107 (0.150548)
1.55553 * [FourBoxesSame (3,11,11,15),(9,12,17,16),(9,10,17,14),(5,12,13,16)]<-46.7647 (0.174289)
1.5813 * [LeftRightSame 0,16 x 15,16,17]<19.6065 (0.170611)
1.65963 * [FourBoxesSame (16,10,25,12),(10,11,19,13),(10,10,19,12),(18,12,27,14)]<35.0414 (0.159811)
1.49016 * [FourBoxesSame (15,14,22,17),(18,15,25,18),(18,13,25,16),(17,15,24,18)]<-0.947611 (0.183897)
1.89973 * [FourBoxesSame (19,9,26,16),(20,10,27,17),(20,8,27,15),(21,10,28,17)]>=-200.128 (0.130139)
1.64185 * [LeftRightSame 4,6 x 16,17,18]<-1.85252 (0.162214)
1.75114 * [UpDownSame -1,0,1 x 18,19]<1.56778 (0.147904)
1.71869 * [FourBoxesSame (20,10,24,12),(16,11,20,13),(16,10,20,12),(22,12,26,14)]<147.506 (0.15204)
1.88852 * [FourBoxesSame (16,7,18,10),(5,8,7,11),(5,4,7,7),(18,6,20,9)]<-85.1154 (0.131413)
1.54668 * [LeftRightSame 12,17 x 10,11,12]>=-4.79595 (0.175566)
1.7448 * [FourBoxesSame (19,7,23,12),(13,8,17,13),(13,7,17,12),(21,9,25,14)]<18.437 (0.148704)
1.82776 * [FourBoxesSame (6,1,13,9),(12,2,19,10),(12,0,19,8),(8,2,15,10)]<-327.333 (0.138505)
1.65412 * [FourBoxesSame (19,7,24,17),(17,8,22,18),(17,6,22,16),(21,8,26,18)]<106.416 (0.160553)