all_hands_combined.cascade

tracciatore di mani con webcam

# cascaded classifier 
ClassifierCascade "combined", fan, 25x25, ratio 0.8 (fpr:1, dr:1, successful)
6 branches.
COMMON BRANCH
6 strong classifiers.
STRONG classifier 0 (fpr:0.397839, dr:0.953831):
9 weak classifiers, threshold 0.385315:
1.15026 * [FourBoxesSame (6,8,12,17),(6,9,12,18),(6,8,12,17),(8,10,14,19)]<-241.304 (0.240441)
0.766416 * [FourBoxesSame (16,20,18,22),(9,22,11,24),(9,14,11,16),(18,16,20,18)]<-56.4544 (0.317255)
0.721822 * [UpDownSame 12,13,14 x 10,13]>=2.1042 (0.326992)
0.739827 * [UpDownSame 4,5,6 x 10,14]<-1.25297 (0.323042)
0.542234 * [FourBoxesSame (8,6,10,11),(9,7,11,12),(9,5,11,10),(10,7,12,12)]>=71.0685 (0.367668)
0.628433 * [FourBoxesSame (-1,5,10,8),(3,6,14,9),(3,3,14,6),(1,5,12,8)]<559.365 (0.347866)
0.720719 * [LeftRightSame 9,12 x 9,10,11]<-4.79254 (0.327235)
0.593108 * [LeftRightSame 10,12 x 9,10,11]>=1.12748 (0.355922)
0.62445 * [FourBoxesSame (12,18,15,21),(13,19,16,22),(13,15,16,18),(14,17,17,20)]<181.972 (0.34877)
STRONG classifier 1 (fpr:0.0767736, dr:0.953831):
12 weak classifiers, threshold 0.249268:
1.42191 * [FourBoxesSame (4,16,15,22),(8,17,19,23),(8,14,19,20),(6,16,17,22)]<-63.7483 (0.194363)
1.02213 * [FourBoxesSame (6,17,8,19),(7,19,9,21),(7,15,9,17),(8,17,10,19)]>=29.7726 (0.264612)
1.37705 * [FourBoxesSame (5,8,16,10),(5,9,16,11),(5,8,16,10),(7,10,18,12)]<-24.4772 (0.201483)
1.51498 * [UpDownSame 15,16,17 x 11,14]<15.9103 (0.180202)
1.61409 * [FourBoxesSame (8,15,21,18),(4,16,17,19),(4,18,17,21),(10,20,23,23)]>=81.1461 (0.166022)
1.46427 * [FourBoxesSame (6,12,15,18),(5,13,14,19),(5,11,14,17),(8,13,17,19)]<-39.1459 (0.187815)
1.30729 * [UpDownSame 15,16,17 x 10,15]<13.5373 (0.212941)
1.50474 * [FourBoxesSame (11,7,21,10),(12,8,22,11),(12,6,22,9),(13,8,23,11)]<-29.4483 (0.181719)
1.35377 * [FourBoxesSame (11,10,14,13),(12,11,15,14),(12,7,15,10),(13,9,16,12)]>=44.7823 (0.205254)
1.38839 * [UpDownSame 15,16,17 x 12,13]>=-10.5934 (0.199665)
1.5386 * [FourBoxesSame (6,11,15,21),(7,12,16,22),(7,9,16,19),(8,11,17,21)]<-69.923 (0.176739)
1.38599 * [FourBoxesSame (12,15,19,17),(7,16,14,18),(7,9,14,11),(14,11,21,13)]>=75.2947 (0.200049)
STRONG classifier 2 (fpr:0.0923226, dr:0.952849):
17 weak classifiers, threshold 0.347351:
2.08273 * [FourBoxesSame (5,14,17,21),(9,15,21,22),(9,13,21,20),(7,15,19,22)]<-78.3233 (0.110787)
1.20812 * [FourBoxesSame (0,19,14,22),(4,20,18,23),(4,17,18,20),(2,19,16,22)]<-176.29 (0.230033)
1.56757 * [UpDownSame 19,20,21 x 19,20]<3.40944 (0.172563)
1.32341 * [FourBoxesSame (7,10,9,18),(0,11,2,19),(0,1,2,9),(9,3,11,11)]>=140.291 (0.210251)
1.16117 * [FourBoxesSame (6,6,10,17),(6,7,10,18),(6,5,10,16),(8,7,12,18)]<-86.474 (0.238455)
1.47425 * [UpDownSame 19,20,21 x 10,12]<16.7963 (0.186298)
1.46791 * [FourBoxesSame (15,3,21,17),(0,4,6,18),(0,2,6,16),(17,4,23,18)]<-149.532 (0.18726)
1.11263 * [UpDownSame 20,21,22 x 20,23]<8.40626 (0.247381)
1.38534 * [FourBoxesSame (8,10,21,14),(2,11,15,15),(2,9,15,13),(10,11,23,15)]>=183.607 (0.200152)
1.12075 * [FourBoxesSame (10,11,16,22),(7,12,13,23),(7,9,13,20),(12,11,18,22)]<-166.877 (0.245873)
1.41046 * [UpDownSame 15,16,17 x 10,14]<11.5069 (0.196162)
1.41874 * [FourBoxesSame (7,8,12,17),(9,9,14,18),(9,10,14,19),(9,12,14,21)]<-134.527 (0.194859)
1.09173 * [UpDownSame 16,17,18 x 13,14]>=-2.76137 (0.251293)
1.40713 * [FourBoxesSame (2,19,8,22),(2,20,8,23),(2,16,8,19),(4,18,10,21)]>=114.842 (0.196687)
1.13948 * [FourBoxesSame (-1,11,15,22),(2,12,18,23),(2,9,18,20),(1,11,17,22)]<-277.196 (0.242415)
1.39269 * [UpDownSame 11,16,21 x 4,15]<373.478 (0.198979)
1.41063 * [FourBoxesSame (1,0,14,14),(9,1,22,15),(9,0,22,14),(3,2,16,16)]<-172.326 (0.196134)
STRONG classifier 3 (fpr:0.0767736, dr:0.944008):
7 weak classifiers, threshold 0.327637:
1.93816 * [FourBoxesSame (3,14,15,22),(8,15,20,23),(8,13,20,21),(5,15,17,23)]<-187.888 (0.12585)
1.20069 * [UpDownSame 4,14,24 x 8,9]<133.411 (0.231352)
1.4049 * [FourBoxesSame (17,13,20,17),(3,14,6,18),(3,5,6,9),(19,7,22,11)]>=136.615 (0.197039)
1.22847 * [FourBoxesSame (11,1,21,13),(10,2,20,14),(10,0,20,12),(13,2,23,14)]<-197.23 (0.22645)
1.45463 * [LeftRightSame 17,18 x 15,16,17]>=-4.40776 (0.18929)
1.27339 * [FourBoxesSame (6,2,11,17),(4,3,9,18),(4,2,9,17),(8,4,13,19)]<-209.64 (0.218678)
1.07985 * [FourBoxesSame (16,13,21,18),(3,14,8,19),(3,11,8,16),(18,13,23,18)]<-136.992 (0.253535)
STRONG classifier 4 (fpr:0.0874636, dr:0.934185):
9 weak classifiers, threshold 0.42807:
1.85674 * [FourBoxesSame (6,7,12,18),(6,8,12,19),(6,7,12,18),(8,9,14,20)]<-255.644 (0.135083)
1.05737 * [FourBoxesSame (12,9,19,22),(7,10,14,23),(7,8,14,21),(14,10,21,23)]<-197.736 (0.257813)
1.4116 * [LeftRightSame 18,21 x 12,13,14]<9.38063 (0.195982)
1.34307 * [FourBoxesSame (3,7,16,11),(0,8,13,12),(0,8,13,12),(5,10,18,14)]<-243.429 (0.207006)
1.01435 * [FourBoxesSame (12,1,20,3),(10,2,18,4),(10,-1,18,1),(14,1,22,3)]<-77.2428 (0.266129)
1.23407 * [UpDownSame 17,18,19 x 14,15]>=-5.23156 (0.22547)
1.29926 * [FourBoxesSame (16,5,20,18),(18,6,22,19),(18,0,22,13),(18,2,22,15)]>=446.426 (0.214289)
1.13967 * [FourBoxesSame (15,2,21,15),(12,3,18,16),(12,-1,18,12),(17,1,23,14)]<-473.567 (0.242381)
1.35217 * [UpDownSame 4,14,24 x 3,24]<2666.75 (0.205516)
STRONG classifier 5 (fpr:0.0641399, dr:0.925344):
11 weak classifiers, threshold 0.404205:
1.75263 * [FourBoxesSame (2,6,11,22),(5,7,14,23),(5,5,14,21),(4,7,13,23)]<-439.258 (0.147716)
0.965297 * [FourBoxesSame (2,19,11,21),(2,20,11,22),(2,19,11,21),(4,21,13,23)]>=30.3595 (0.275819)
1.04478 * [UpDownSame 16,17,18 x 13,16]>=-15.5212 (0.260228)
1.28665 * [FourBoxesSame (14,3,16,7),(8,4,10,8),(8,10,10,14),(16,12,18,16)]<-180.862 (0.216421)
1.10099 * [FourBoxesSame (11,7,16,9),(12,8,17,10),(12,5,17,7),(13,7,18,9)]<-32.6586 (0.249555)
0.94894 * [LeftRightSame 17,18 x 14,15,16]<4.94321 (0.279098)
1.18803 * [FourBoxesSame (10,20,12,22),(1,22,3,24),(1,9,3,11),(12,11,14,13)]<-92.9098 (0.233612)
0.977989 * [FourBoxesSame (6,6,8,16),(0,7,2,17),(0,9,2,19),(8,11,10,21)]<-164.234 (0.273291)
1.01496 * [LeftRightSame 20,22 x 12,13,14]>=-14.0497 (0.266011)
1.19003 * [FourBoxesSame (11,4,13,16),(5,5,7,17),(5,-1,7,11),(13,1,15,13)]<-251.936 (0.233253)
1.08458 * [FourBoxesSame (11,5,13,12),(12,6,14,13),(12,3,14,10),(13,5,15,12)]>=118.809 (0.252641)
BRANCH 0 "victory" (fpr:8.48039e-21, dr:0.247505)
7 strong classifiers.
STRONG classifier 6 (fpr:0.00980392, dr:0.904192):
40 weak classifiers, threshold 0.439087:
2.11297 * [FourBoxesSame (5,13,9,17),(8,14,12,18),(8,11,12,15),(7,13,11,17)]<-315.856 (0.107843)
1.29484 * [FourBoxesSame (7,10,9,22),(8,11,10,23),(8,8,10,20),(9,10,11,22)]<-254.17 (0.215035)
1.60015 * [UpDownSame 18,20,22 x 11,19]<21.7345 (0.167961)
1.70176 * [FourBoxesSame (13,0,20,19),(1,1,8,20),(1,0,8,19),(15,2,22,21)]>=535.843 (0.154236)
1.44838 * [UpDownSame 2,3,4 x 4,6]>=0.944983 (0.190251)
1.25527 * [FourBoxesSame (15,12,18,17),(5,13,8,18),(5,13,8,18),(17,15,20,20)]>=133.563 (0.221789)
1.26876 * [UpDownSame 16,18,20 x 7,9]>=-15.6397 (0.21947)
1.53773 * [FourBoxesSame (4,1,9,6),(5,2,10,7),(5,-1,10,4),(6,1,11,6)]>=148.921 (0.176865)
1.42494 * [FourBoxesSame (14,6,16,10),(6,7,8,11),(6,4,8,8),(16,6,18,10)]<-148.85 (0.193888)
1.49601 * [LeftRightSame 8,13 x 6,11,16]<50.8096 (0.183022)
1.45406 * [FourBoxesSame (0,1,4,22),(3,2,7,23),(3,0,7,21),(2,2,6,23)]<-300.114 (0.189377)
1.4367 * [FourBoxesSame (7,13,9,22),(8,14,10,23),(8,8,10,17),(9,10,11,19)]<-288.548 (0.192057)
1.55544 * [FourBoxesSame (5,1,16,3),(9,2,20,4),(9,0,20,2),(7,2,18,4)]<-36.1136 (0.174302)
1.28669 * [FourBoxesSame (3,1,9,6),(7,2,13,7),(7,1,13,6),(5,3,11,8)]>=62.4263 (0.216414)
1.16595 * [UpDownSame 16,18,20 x 12,13]<5.20747 (0.237587)
1.49673 * [FourBoxesSame (17,12,20,16),(17,13,20,17),(17,15,20,19),(19,17,22,21)]>=321.613 (0.182914)
1.46974 * [FourBoxesSame (14,2,21,22),(12,3,19,23),(12,1,19,21),(16,3,23,23)]>=360.237 (0.186982)
1.54322 * [LeftRightSame 11,14 x 8,12,16]>=-23.2911 (0.176067)
1.43295 * [FourBoxesSame (7,7,9,22),(7,8,9,23),(7,4,9,19),(9,6,11,21)]<-444.243 (0.19264)
1.36921 * [FourBoxesSame (10,1,12,10),(9,2,11,11),(9,3,11,12),(12,5,14,14)]<-247.629 (0.202748)
1.66733 * [UpDownSame 18,19,20 x 10,14]<4.1382 (0.158781)
1.40793 * [FourBoxesSame (18,18,21,20),(6,19,9,21),(6,12,9,14),(20,14,23,16)]<-185.414 (0.196561)
1.27862 * [FourBoxesSame (17,0,20,20),(18,1,21,21),(18,1,21,21),(19,3,22,23)]>=199.176 (0.217786)
1.41742 * [UpDownSame -1,2,5 x 7,11]<45.356 (0.195067)
1.3633 * [FourBoxesSame (5,11,7,22),(4,12,6,23),(4,10,6,21),(7,12,9,23)]>=112.807 (0.203705)
1.39345 * [FourBoxesSame (2,4,8,17),(1,5,7,18),(1,3,7,16),(4,5,10,18)]<-453.516 (0.198857)
1.49309 * [LeftRightSame 6,8 x 2,8,14]>=-50.1403 (0.183459)
1.34384 * [FourBoxesSame (12,8,16,13),(8,9,12,14),(8,5,12,10),(14,7,18,12)]>=542.733 (0.206879)
1.48145 * [FourBoxesSame (6,5,17,17),(6,6,17,18),(6,4,17,16),(8,6,19,18)]<-480.143 (0.185209)
1.55015 * [LeftRightSame 8,12 x 5,11,17]>=-70.6436 (0.175064)
1.33431 * [FourBoxesSame (12,10,19,13),(14,11,21,14),(14,9,21,12),(14,11,21,14)]>=186.495 (0.208448)
1.36859 * [FourBoxesSame (16,10,19,17),(16,11,19,18),(16,9,19,16),(18,11,21,18)]<-89.1803 (0.202848)
1.43633 * [UpDownSame 20,21,22 x 11,13]<3.20397 (0.192115)
1.51111 * [FourBoxesSame (5,9,9,21),(5,10,9,22),(5,7,9,19),(7,9,11,21)]<-533.376 (0.180774)
1.24876 * [FourBoxesSame (16,11,21,13),(2,12,7,14),(2,8,7,10),(18,10,23,12)]>=66.166 (0.222914)
1.26099 * [LeftRightSame 10,11 x 4,10,16]<12.2349 (0.220803)
1.41281 * [FourBoxesSame (12,3,21,17),(13,4,22,18),(13,5,22,19),(14,7,23,21)]>=741.391 (0.195791)
1.45399 * [FourBoxesSame (19,10,21,13),(9,11,11,14),(9,6,11,9),(21,8,23,11)]>=156.343 (0.189389)
1.45484 * [UpDownSame 16,19,22 x 15,20]<37.5755 (0.189258)
1.22601 * [FourBoxesSame (13,2,17,10),(15,3,19,11),(15,2,19,10),(15,4,19,12)]<-159.101 (0.226881)
STRONG classifier 7 (fpr:0.00980392, dr:0.896208):
34 weak classifiers, threshold 0.46225:
1.75006 * [FourBoxesSame (16,11,18,14),(9,12,11,15),(9,6,11,9),(18,8,20,11)]>=304.093 (0.148039)
1.2006 * [FourBoxesSame (9,15,15,18),(10,16,16,19),(10,12,16,15),(11,14,17,17)]<-133.194 (0.231369)
1.14946 * [FourBoxesSame (9,2,17,4),(3,3,11,5),(3,2,11,4),(11,4,19,6)]<-68.0969 (0.240587)
1.26161 * [FourBoxesSame (16,0,20,2),(13,1,17,3),(13,15,17,17),(18,17,22,19)]>=416.563 (0.220697)
1.37185 * [UpDownSame 5,8,11 x 3,8]>=-36.4641 (0.202321)
1.41994 * [FourBoxesSame (14,2,19,6),(11,3,16,7),(11,1,16,5),(16,3,21,7)]>=226.678 (0.194671)
1.11959 * [UpDownSame 18,19,20 x 7,9]>=-0.952315 (0.246087)
1.24718 * [FourBoxesSame (19,19,21,22),(20,20,22,23),(20,2,22,5),(21,4,23,7)]<-422.307 (0.223188)
1.18354 * [FourBoxesSame (9,10,12,12),(9,11,12,13),(9,8,12,10),(11,10,14,12)]>=120.088 (0.234416)
1.26005 * [UpDownSame 18,21,24 x 15,17]<9.88307 (0.220966)
1.18069 * [FourBoxesSame (16,11,21,22),(15,12,20,23),(15,9,20,20),(18,11,23,22)]>=668.074 (0.234929)
1.35838 * [FourBoxesSame (14,10,21,14),(7,11,14,15),(7,14,14,18),(16,16,23,20)]>=792.412 (0.204504)
1.38751 * [FourBoxesSame (5,7,12,10),(3,8,10,11),(3,6,10,9),(7,8,14,11)]<5.04283 (0.199805)
1.13096 * [LeftRightSame 7,12 x 4,11,18]>=-55.131 (0.243984)
1.358 * [FourBoxesSame (13,3,15,8),(3,4,5,9),(3,2,5,7),(15,4,17,9)]<-176.5 (0.204566)
1.07483 * [FourBoxesSame (12,0,17,2),(0,1,5,3),(0,0,5,2),(14,2,19,4)]>=89.3969 (0.254485)
1.19855 * [UpDownSame 19,20,21 x 17,18]<1.11804 (0.231733)
1.37637 * [FourBoxesSame (10,3,12,10),(4,4,6,11),(4,3,6,10),(12,5,14,12)]<-247.905 (0.201593)
1.17586 * [FourBoxesSame (6,6,8,10),(6,7,8,11),(6,5,8,9),(8,7,10,11)]<-103.325 (0.235798)
1.19324 * [UpDownSame 19,20,21 x 7,12]>=-3.9458 (0.23268)
1.25476 * [FourBoxesSame (14,3,18,15),(16,4,20,16),(16,2,20,14),(16,4,20,16)]>=336.9 (0.221878)
1.17814 * [FourBoxesSame (9,6,18,8),(8,7,17,9),(8,4,17,6),(11,6,20,8)]<-34.9258 (0.235387)
1.06082 * [FourBoxesSame (11,13,15,16),(8,14,12,17),(8,12,12,15),(13,14,17,17)]<-62.5842 (0.257152)
1.01217 * [FourBoxesSame (14,12,16,14),(15,14,17,16),(15,13,17,15),(16,15,18,17)]>=17.2706 (0.266555)
1.05251 * [UpDownSame 16,17,18 x 10,13]>=-1.93402 (0.258743)
1.16353 * [FourBoxesSame (17,5,21,13),(9,6,13,14),(9,2,13,10),(19,4,23,12)]>=880.075 (0.238027)
1.10121 * [FourBoxesSame (18,1,20,3),(12,3,14,5),(12,19,14,21),(20,21,22,23)]>=186.71 (0.249514)
1.24507 * [UpDownSame 19,20,21 x 15,17]<1.70004 (0.223555)
1.17256 * [FourBoxesSame (11,0,13,20),(6,1,8,21),(6,0,8,20),(13,2,15,22)]<-227.861 (0.236392)
1.14097 * [FourBoxesSame (11,4,13,7),(5,5,7,8),(5,4,7,7),(13,6,15,9)]>=99.6515 (0.242143)
1.23622 * [UpDownSame 20,22,24 x 9,11]>=-5.93585 (0.225094)
1.23589 * [FourBoxesSame (14,0,19,2),(8,1,13,3),(8,0,13,2),(16,2,21,4)]>=81.6476 (0.225152)