all_hands_combined.cascade

tracciatore di mani con webcam

1.30743 * [FourBoxesSame (6,12,12,17),(10,13,16,18),(10,10,16,15),(8,12,14,17)]>=-146.012 (0.212917)
0.925503 * [FourBoxesSame (10,3,18,16),(2,4,10,17),(2,2,10,15),(12,4,20,17)]>=-234.029 (0.283838)
0.896846 * [LeftRightSame 8,20 x 11,12,13]>=9.40204 (0.289699)
0.841087 * [FourBoxesSame (13,6,20,11),(14,7,21,12),(14,0,21,5),(15,2,22,7)]<2155.53 (0.301306)
0.968548 * [FourBoxesSame (11,1,14,10),(8,2,11,11),(8,0,11,9),(13,2,16,11)]>=915.591 (0.27517)
1.0358 * [FourBoxesSame (7,15,9,17),(2,17,4,19),(2,10,4,12),(9,12,11,14)]>=-129.538 (0.261961)
0.811204 * [FourBoxesSame (10,10,14,14),(13,11,17,15),(13,9,17,13),(12,11,16,15)]>=-130.797 (0.307634)
0.964501 * [LeftRightSame 5,9 x 15,17,19]>=36.4671 (0.275978)
0.83774 * [FourBoxesSame (17,8,19,10),(9,10,11,12),(9,15,11,17),(19,17,21,19)]>=-231.537 (0.302011)
0.83054 * [LeftRightSame 11,21 x 19,20,21]>=32.4577 (0.303531)
0.878045 * [FourBoxesSame (3,13,19,15),(2,14,18,16),(2,12,18,14),(5,14,21,16)]>=-513.022 (0.293583)
0.94248 * [LeftRightSame 14,23 x 19,21,23]<-32.3766 (0.2804)
0.971609 * [UpDownSame 8,9,10 x 17,19]<1.50975 (0.27456)
0.894574 * [LeftRightSame 10,20 x 5,6,7]<-29.13 (0.290167)
0.935264 * [FourBoxesSame (9,7,12,20),(0,8,3,21),(0,6,3,19),(11,8,14,21)]>=7.32923 (0.281858)
0.912028 * [FourBoxesSame (10,13,17,16),(12,14,19,17),(12,11,19,14),(12,13,19,16)]>=-462.176 (0.286585)
0.940809 * [FourBoxesSame (8,6,10,11),(9,7,11,12),(9,9,11,14),(10,11,12,16)]>=154.686 (0.280737)
0.901969 * [FourBoxesSame (8,19,16,21),(13,20,21,22),(13,16,21,18),(10,18,18,20)]<-8.87435 (0.288646)
0.872382 * [FourBoxesSame (14,17,19,22),(15,18,20,23),(15,15,20,20),(16,17,21,22)]>=0.796025 (0.294759)
0.819245 * [FourBoxesSame (14,9,20,11),(15,10,21,12),(15,11,21,13),(16,13,22,15)]<35.6579 (0.305924)
0.778153 * [FourBoxesSame (13,13,16,15),(12,14,15,16),(12,12,15,14),(15,14,18,16)]>=93.3471 (0.314718)
0.902929 * [FourBoxesSame (6,10,15,16),(0,11,9,17),(0,9,9,15),(8,11,17,17)]>=-1032.73 (0.288449)
0.88616 * [UpDownSame 21,22,23 x 10,12]>=3.2215 (0.291903)
0.849813 * [FourBoxesSame (9,7,13,9),(1,8,5,10),(1,6,5,8),(11,8,15,10)]>=-165.583 (0.299472)
0.84271 * [LeftRightSame 13,14 x 11,12,13]>=5.5759 (0.300964)
0.864869 * [UpDownSame 14,15,16 x 0,23]<-1.90281 (0.296323)
0.877182 * [FourBoxesSame (15,7,17,13),(0,8,2,14),(0,7,2,13),(17,9,19,15)]<-114.341 (0.293762)
0.860619 * [FourBoxesSame (16,15,18,19),(17,16,19,20),(17,12,19,16),(18,14,20,18)]>=-206.939 (0.29721)
0.844704 * [FourBoxesSame (5,20,12,22),(7,21,14,23),(7,19,14,21),(7,21,14,23)]>=8.15147 (0.300545)
0.947991 * [FourBoxesSame (8,11,15,14),(7,12,14,15),(7,11,14,14),(10,13,17,16)]<226.786 (0.279289)
0.807835 * [FourBoxesSame (5,1,11,6),(9,2,15,7),(9,1,15,6),(7,3,13,8)]<-0.327642 (0.308352)
0.911456 * [FourBoxesSame (7,16,11,18),(10,17,14,19),(10,16,14,18),(9,18,13,20)]>=-56.0042 (0.286702)
0.879121 * [LeftRightSame 21,22 x 9,10,11]<-3.96159 (0.29336)
0.884626 * [FourBoxesSame (10,11,12,13),(4,13,6,15),(4,17,6,19),(12,19,14,21)]>=-135.291 (0.29222)
0.810725 * [FourBoxesSame (11,2,13,11),(11,3,13,12),(11,1,13,10),(13,3,15,12)]>=58.8651 (0.307736)
0.884868 * [LeftRightSame 5,6 x 15,17,19]>=14.2619 (0.29217)
0.975267 * [FourBoxesSame (7,18,15,20),(14,19,22,21),(14,17,22,19),(9,19,17,21)]>=-370.117 (0.273832)
0.798622 * [LeftRightSame 18,19 x 19,21,23]<-4.36504 (0.31032)
0.973975 * [FourBoxesSame (8,14,10,20),(7,15,9,21),(7,14,9,20),(10,16,12,22)]<91.9291 (0.274089)
BRANCH 2 "Lback" (fpr:3.93711e-18, dr:0.307692)
11 strong classifiers.
STRONG classifier 6 (fpr:0.0988836, dr:0.889423):
39 weak classifiers, threshold 0.396637:
1.83907 * [FourBoxesSame (15,18,20,22),(8,19,13,23),(8,17,13,21),(17,19,22,23)]<-280.533 (0.137161)
1.06778 * [FourBoxesSame (9,1,14,3),(11,2,16,4),(11,0,16,2),(11,2,16,4)]>=40.7006 (0.255825)
1.2615 * [UpDownSame 16,17,18 x 14,23]<13.7813 (0.220716)
1.29901 * [FourBoxesSame (10,13,12,19),(11,14,13,20),(11,13,13,19),(12,15,14,21)]>=90.6454 (0.214331)
1.1488 * [FourBoxesSame (7,5,9,12),(7,6,9,13),(7,3,9,10),(9,5,11,12)]<-183.254 (0.240708)
1.12424 * [UpDownSame 12,15,18 x 12,13]<11.873 (0.245225)
1.23216 * [FourBoxesSame (16,2,21,14),(17,3,22,15),(17,2,22,14),(18,4,23,16)]>=212.802 (0.225803)
1.12265 * [FourBoxesSame (16,4,19,12),(16,5,19,13),(16,2,19,10),(18,4,21,12)]>=108.291 (0.24552)
1.05815 * [UpDownSame 12,14,16 x 15,16]>=-10.862 (0.257664)
1.23711 * [FourBoxesSame (11,8,14,12),(12,9,15,13),(12,7,15,11),(13,9,16,13)]<-112.777 (0.224939)
1.16611 * [FourBoxesSame (10,0,13,14),(12,1,15,15),(12,-1,15,13),(12,1,15,15)]>=262.904 (0.237558)
1.20762 * [UpDownSame 14,17,20 x 12,14]>=-18.3758 (0.230122)
1.20544 * [FourBoxesSame (8,10,11,22),(7,11,10,23),(7,9,10,21),(10,11,13,23)]<-352.511 (0.230509)
1.14335 * [FourBoxesSame (13,0,15,19),(12,1,14,20),(12,2,14,21),(15,4,17,23)]>=216.398 (0.241706)
1.08131 * [UpDownSame 10,13,16 x 8,16]>=-145 (0.253259)
1.25105 * [FourBoxesSame (9,4,11,21),(5,5,7,22),(5,4,7,21),(11,6,13,23)]>=245.075 (0.222518)
1.17493 * [FourBoxesSame (8,8,10,18),(0,9,2,19),(0,8,2,18),(10,10,12,20)]<-236.592 (0.235965)
1.10169 * [UpDownSame 2,5,8 x 5,13]<123.908 (0.249424)
1.23063 * [FourBoxesSame (14,18,16,21),(14,19,16,22),(14,18,16,21),(16,20,18,23)]<-14.5894 (0.226072)
1.11791 * [FourBoxesSame (8,0,19,2),(4,1,15,3),(4,0,15,2),(10,2,21,4)]>=67.6846 (0.2464)
1.06251 * [FourBoxesSame (4,16,6,19),(5,17,7,20),(5,15,7,18),(6,17,8,20)]<-28.3785 (0.256831)
1.04024 * [FourBoxesSame (3,4,19,14),(1,5,17,15),(1,3,17,13),(5,5,21,15)]<-331.226 (0.261104)
1.05601 * [LeftRightSame 16,17 x 19,21,23]<6.45624 (0.258072)
1.16397 * [FourBoxesSame (11,1,20,6),(1,2,10,7),(1,-1,10,4),(13,1,22,6)]>=145.126 (0.237947)
1.13321 * [FourBoxesSame (17,10,20,12),(19,11,22,13),(19,8,22,10),(19,10,22,12)]<-71.5125 (0.24357)
1.03238 * [UpDownSame 6,7,8 x 5,9]<13.8517 (0.262623)
1.2378 * [FourBoxesSame (5,7,21,16),(0,8,16,17),(0,7,16,16),(7,9,23,18)]<-607.906 (0.224819)
1.13406 * [FourBoxesSame (14,6,19,14),(3,7,8,15),(3,7,8,15),(16,9,21,17)]>=194.945 (0.243412)
1.10988 * [UpDownSame 13,14,15 x 16,19]>=-6.2492 (0.247894)
1.25063 * [FourBoxesSame (9,1,14,6),(13,2,18,7),(13,0,18,5),(11,2,16,7)]>=123.377 (0.222591)
0.998304 * [UpDownSame 2,3,4 x 8,20]>=2.37825 (0.269275)
1.16335 * [FourBoxesSame (15,19,18,21),(15,20,18,22),(15,19,18,21),(17,21,20,23)]<-8.55435 (0.23806)
0.939705 * [FourBoxesSame (8,18,15,21),(14,19,21,22),(14,17,21,20),(10,19,17,22)]>=17.8102 (0.28096)
0.96357 * [FourBoxesSame (-1,15,12,21),(8,16,21,22),(8,13,21,19),(1,15,14,21)]<-139.837 (0.276164)
0.948016 * [FourBoxesSame (18,12,20,14),(11,14,13,16),(11,7,13,9),(20,9,22,11)]>=42.5949 (0.279284)
1.03682 * [UpDownSame 16,17,18 x 12,18]<7.4752 (0.261765)
1.27192 * [FourBoxesSame (10,10,17,22),(13,11,20,23),(13,8,20,20),(12,10,19,22)]<-783.075 (0.218929)
0.992457 * [FourBoxesSame (11,10,20,17),(12,11,21,18),(12,8,21,15),(13,10,22,17)]>=168.216 (0.270427)
1.06519 * [UpDownSame 16,19,22 x 15,16]<18.9347 (0.256318)
STRONG classifier 7 (fpr:0.0560606, dr:0.88141):
12 weak classifiers, threshold 0.457275:
1.76048 * [FourBoxesSame (-1,7,18,17),(0,8,19,18),(0,7,19,17),(1,9,20,19)]<-656.111 (0.14673)
1.11109 * [FourBoxesSame (17,18,20,20),(11,19,14,21),(11,17,14,19),(19,19,22,21)]<-12.647 (0.247668)
0.921384 * [FourBoxesSame (1,18,4,20),(2,19,5,21),(2,16,5,18),(3,18,6,20)]>=73.6211 (0.284676)
0.984156 * [UpDownSame 15,17,19 x 12,13]<9.56689 (0.272068)
1.12044 * [FourBoxesSame (12,18,16,22),(6,19,10,23),(6,17,10,21),(14,19,18,23)]<-229.557 (0.245929)
1.0161 * [FourBoxesSame (8,1,16,3),(5,2,13,4),(5,3,13,5),(10,5,18,7)]>=90.5156 (0.265787)
1.06959 * [FourBoxesSame (4,0,9,3),(6,1,11,4),(6,1,11,4),(6,3,11,6)]<-51.5652 (0.255481)
0.940309 * [UpDownSame 13,14,15 x 15,17]>=-4.68788 (0.280838)
1.30711 * [FourBoxesSame (3,19,9,21),(4,20,10,22),(4,18,10,20),(5,20,11,22)]>=102.296 (0.212971)
0.95408 * [FourBoxesSame (7,3,10,15),(7,4,10,16),(7,2,10,14),(9,4,12,16)]<-313.905 (0.278065)
1.00163 * [LeftRightSame 18,21 x 11,12,13]>=-5.32602 (0.26862)
1.05395 * [FourBoxesSame (11,6,13,11),(12,7,14,12),(12,4,14,9),(13,6,15,11)]<-169.09 (0.258467)
STRONG classifier 8 (fpr:0.0944272, dr:0.871795):
24 weak classifiers, threshold 0.458038:
1.39029 * [FourBoxesSame (3,0,11,17),(3,1,11,18),(3,1,11,18),(5,3,13,20)]<-1510.97 (0.199362)
0.999356 * [FourBoxesSame (15,15,18,17),(12,16,15,18),(12,15,15,17),(17,17,20,19)]<82.4399 (0.269068)
1.09436 * [FourBoxesSame (3,17,7,19),(4,18,8,20),(4,15,8,17),(5,17,9,19)]<-256.278 (0.250798)
0.873349 * [FourBoxesSame (10,3,12,12),(0,4,2,13),(0,0,2,9),(12,2,14,11)]>=159.232 (0.294558)
0.955032 * [FourBoxesSame (14,12,18,16),(10,13,14,17),(10,12,14,16),(16,14,20,18)]>=-226.895 (0.277874)
0.843082 * [FourBoxesSame (10,1,13,3),(7,2,10,4),(7,-1,10,1),(12,1,15,3)]>=143.242 (0.300886)
0.84903 * [LeftRightSame 4,12 x 12,13,14]<-8.18746 (0.299636)
0.89253 * [FourBoxesSame (6,5,13,7),(3,6,10,8),(3,11,10,13),(8,13,15,15)]>=-509.478 (0.290588)
0.828832 * [FourBoxesSame (10,13,12,16),(6,14,8,17),(6,13,8,16),(12,15,14,18)]>=67.318 (0.303892)
0.86687 * [FourBoxesSame (15,9,21,20),(16,10,22,21),(16,5,22,16),(17,7,23,18)]>=962.96 (0.295906)
0.938294 * [FourBoxesSame (19,15,21,18),(17,16,19,19),(17,15,19,18),(21,17,23,20)]>=-146.773 (0.281245)
0.908114 * [FourBoxesSame (3,13,9,17),(6,14,12,18),(6,14,12,18),(5,16,11,20)]>=258.039 (0.287386)
0.826475 * [FourBoxesSame (4,5,11,20),(0,6,7,21),(0,5,7,20),(6,7,13,22)]<-684.293 (0.304391)
0.845798 * [FourBoxesSame (9,5,12,10),(9,6,12,11),(9,8,12,13),(11,10,14,15)]>=-293.374 (0.300315)
0.747258 * [LeftRightSame 1,3 x 10,11,12]<-1.21348 (0.321419)
0.74398 * [LeftRightSame 22,24 x 15,17,19]<-1.2287 (0.322134)
0.82965 * [UpDownSame 2,3,4 x 8,13]>=3.08796 (0.303719)
0.858102 * [FourBoxesSame (7,1,17,14),(6,2,16,15),(6,-1,16,12),(9,1,19,14)]>=-663.555 (0.297736)
0.874957 * [FourBoxesSame (7,7,11,17),(9,8,13,18),(9,7,13,17),(9,9,13,19)]<-684.452 (0.294224)
0.860499 * [FourBoxesSame (16,10,20,12),(14,11,18,13),(14,12,18,14),(18,14,22,16)]>=27.6043 (0.297235)
0.866856 * [FourBoxesSame (18,13,20,15),(12,15,14,17),(12,17,14,19),(20,19,22,21)]>=-77.0381 (0.295909)
0.787727 * [FourBoxesSame (5,14,11,17),(6,15,12,18),(6,14,12,17),(7,16,13,19)]>=94.0967 (0.312657)
0.914054 * [FourBoxesSame (-1,20,12,22),(2,21,15,23),(2,19,15,21),(1,21,14,23)]<-213.949 (0.286171)
0.855497 * [UpDownSame 0,3,6 x 0,20]<279.283 (0.298281)
STRONG classifier 9 (fpr:0.092504, dr:0.810897):
14 weak classifiers, threshold 0.47467:
1.28379 * [FourBoxesSame (7,7,11,17),(9,8,13,18),(9,7,13,17),(9,9,13,19)]<-883.703 (0.216906)
0.927018 * [FourBoxesSame (15,18,21,20),(11,19,17,21),(11,18,17,20),(17,20,23,22)]<14.4569 (0.28353)
0.837887 * [FourBoxesSame (12,8,19,10),(11,9,18,11),(11,8,18,10),(14,10,21,12)]<-75.3616 (0.30198)
0.837977 * [FourBoxesSame (9,4,11,15),(9,5,11,16),(9,3,11,14),(11,5,13,16)]>=243.51 (0.301961)
0.871844 * [LeftRightSame -1,2 x 4,14,24]<154.255 (0.294871)
0.882882 * [FourBoxesSame (-1,3,21,17),(0,4,22,18),(0,4,22,18),(1,6,23,20)]<-2437.09 (0.292581)
0.792417 * [UpDownSame 16,17,18 x 17,22]<2.57299 (0.31165)
0.8999 * [FourBoxesSame (11,9,16,19),(13,10,18,20),(13,7,18,17),(13,9,18,19)]<-673.222 (0.289071)
0.825455 * [LeftRightSame 1,3 x 6,14,22]>=-42.1754 (0.304607)
0.744458 * [FourBoxesSame (8,3,10,16),(9,4,11,17),(9,2,11,15),(10,4,12,17)]<-421.748 (0.32203)
0.730277 * [FourBoxesSame (0,14,13,19),(3,15,16,20),(3,13,16,18),(2,15,15,20)]>=-394.121 (0.325134)
0.773081 * [FourBoxesSame (1,16,6,18),(4,17,9,19),(4,9,9,11),(3,11,8,13)]<-705.073 (0.315813)
0.753574 * [UpDownSame 16,17,18 x 21,23]>=-1.86411 (0.320043)
0.732319 * [UpDownSame 17,18,19 x 5,7]>=6.76829 (0.324686)
STRONG classifier 10 (fpr:0.0772798, dr:0.798077):
36 weak classifiers, threshold 0.470703:
1.17892 * [FourBoxesSame (11,15,15,18),(6,16,10,19),(6,14,10,17),(13,16,17,19)]>=211.431 (0.235247)
1.04293 * [FourBoxesSame (10,1,15,20),(11,2,16,21),(11,2,16,21),(12,4,17,23)]>=-718.049 (0.260586)
0.882732 * [UpDownSame 7,10,13 x 13,17]<-56.7204 (0.292612)
0.826956 * [UpDownSame 13,14,15 x 21,23]>=-1.04491 (0.304289)
0.901229 * [UpDownSame 17,19,21 x 5,6]<-9.86662 (0.288798)
0.854255 * [FourBoxesSame (11,12,15,19),(2,13,6,20),(2,14,6,21),(13,16,17,23)]>=-106.805 (0.298541)
0.75007 * [FourBoxesSame (3,1,18,4),(5,2,20,5),(5,1,20,4),(5,3,20,6)]>=-106.315 (0.320806)
0.749648 * [UpDownSame 0,1,2 x 9,13]<-7.57634 (0.320898)
0.832821 * [FourBoxesSame (4,11,8,13),(6,12,10,14),(6,9,10,11),(6,11,10,13)]<-4.52596 (0.303049)
0.74184 * [UpDownSame 16,17,18 x 4,6]>=7.89397 (0.322602)
0.794217 * [FourBoxesSame (4,11,7,20),(3,12,6,21),(3,11,6,20),(6,13,9,22)]<183.843 (0.311264)
0.778682 * [FourBoxesSame (15,8,21,10),(2,9,8,11),(2,11,8,13),(17,13,23,15)]>=475.528 (0.314604)
0.902412 * [UpDownSame 14,15,16 x 21,23]>=-2.09543 (0.288555)
0.864059 * [UpDownSame 18,21,24 x 6,14]>=122.191 (0.296492)
0.729047 * [FourBoxesSame (0,13,14,18),(1,14,15,19),(1,12,15,17),(2,14,16,19)]>=-404.689 (0.325404)
0.716673 * [UpDownSame 16,18,20 x 1,6]<-31.7757 (0.328126)
0.835867 * [FourBoxesSame (4,14,15,20),(6,15,17,21),(6,13,17,19),(6,15,17,21)]<129.949 (0.302406)
0.734775 * [LeftRightSame 3,10 x 10,11,12]>=7.28001 (0.324148)
0.699654 * [UpDownSame 17,18,19 x 5,6]>=4.74057 (0.331889)
0.857429 * [LeftRightSame 14,20 x 2,6,10]>=-115.194 (0.297877)