all_hands_combined.cascade

tracciatore di mani con webcam

1.21432 * [FourBoxesSame (13,1,15,12),(5,2,7,13),(5,1,7,12),(15,3,17,14)]<-331.086 (0.228937)
1.24665 * [LeftRightSame 8,12 x 5,11,17]>=-55.1428 (0.223281)
STRONG classifier 8 (fpr:0.00970874, dr:0.878244):
40 weak classifiers, threshold 0.482513:
1.18959 * [FourBoxesSame (6,1,8,9),(7,2,9,10),(7,-1,9,7),(8,1,10,9)]>=307.25 (0.233333)
1.14944 * [LeftRightSame 4,8 x -1,8,17]<53.6381 (0.240592)
1.04352 * [FourBoxesSame (6,10,9,19),(7,11,10,20),(7,9,10,18),(8,11,11,20)]<-317.332 (0.260472)
0.880844 * [FourBoxesSame (9,1,18,3),(11,2,20,4),(11,0,20,2),(11,2,20,4)]<-19.9533 (0.293003)
1.02637 * [FourBoxesSame (13,6,16,11),(11,7,14,12),(11,5,14,10),(15,7,18,12)]>=594.448 (0.263788)
1.19188 * [FourBoxesSame (7,17,11,19),(7,18,11,20),(7,19,11,21),(9,21,13,23)]<173.676 (0.232922)
1.13922 * [FourBoxesSame (4,12,6,20),(5,13,7,21),(5,11,7,19),(6,13,8,21)]>=333.418 (0.242463)
1.04586 * [UpDownSame 20,22,24 x 13,18]<8.251 (0.260021)
1.00473 * [FourBoxesSame (2,9,6,17),(2,10,6,18),(2,8,6,16),(4,10,8,18)]<-609.703 (0.268012)
0.969471 * [UpDownSame 21,22,23 x 10,15]>=-5.89538 (0.274986)
0.935017 * [FourBoxesSame (13,3,16,16),(15,4,18,17),(15,2,18,15),(15,4,18,17)]<-524.998 (0.281908)
0.942092 * [FourBoxesSame (15,8,21,14),(4,9,10,15),(4,10,10,16),(17,12,23,18)]<327.69 (0.280478)
0.994364 * [UpDownSame 15,18,21 x 13,14]<5.54649 (0.270051)
0.904849 * [FourBoxesSame (10,0,12,11),(11,1,13,12),(11,0,13,11),(12,2,14,13)]<-375.027 (0.288055)
1.097 * [FourBoxesSame (6,9,11,16),(4,10,9,17),(4,6,9,13),(8,8,13,15)]<7.76345 (0.250302)
1.107 * [FourBoxesSame (16,9,21,22),(16,10,21,23),(16,7,21,20),(18,9,23,22)]<-754.662 (0.24843)
1.06292 * [UpDownSame 18,20,22 x 11,18]>=-15.1524 (0.256752)
0.993329 * [FourBoxesSame (17,8,19,22),(0,9,2,23),(0,2,2,16),(19,4,21,18)]>=546.597 (0.270255)
0.972482 * [UpDownSame 19,20,21 x 10,18]<3.37425 (0.274386)
0.922029 * [LeftRightSame 2,4 x 4,5,6]>=4.89781 (0.284545)
0.969656 * [UpDownSame 21,22,23 x 6,15]<6.04942 (0.274949)
0.951498 * [LeftRightSame 0,7 x 13,15,17]<-45.3422 (0.278584)
0.952566 * [FourBoxesSame (9,6,15,10),(12,7,18,11),(12,3,18,7),(11,5,17,9)]<196.88 (0.278369)
0.824213 * [FourBoxesSame (0,12,7,15),(3,13,10,16),(3,11,10,14),(2,13,9,16)]<-213.83 (0.30487)
0.956517 * [FourBoxesSame (5,0,16,2),(2,1,13,3),(2,0,13,2),(7,2,18,4)]>=22.1126 (0.277576)
1.05358 * [FourBoxesSame (4,12,6,22),(4,13,6,23),(4,11,6,21),(6,13,8,23)]>=191.967 (0.258539)
0.98791 * [FourBoxesSame (8,0,18,3),(12,1,22,4),(12,-1,22,2),(10,1,20,4)]<223.747 (0.271325)
0.939685 * [FourBoxesSame (12,5,17,17),(7,6,12,18),(7,2,12,14),(14,4,19,16)]>=1589.68 (0.280964)
1.06234 * [FourBoxesSame (7,16,9,19),(7,17,9,20),(7,18,9,21),(9,20,11,23)]<188.32 (0.256862)
1.01149 * [FourBoxesSame (7,10,9,22),(3,11,5,23),(3,8,5,20),(9,10,11,22)]<-418.348 (0.266688)
0.800395 * [FourBoxesSame (12,2,15,12),(0,3,3,13),(0,0,3,10),(14,2,17,12)]>=251.349 (0.309941)
0.849261 * [FourBoxesSame (9,3,18,5),(4,4,13,6),(4,2,13,4),(11,4,20,6)]<38.3569 (0.299588)
0.951787 * [LeftRightSame 1,7 x 12,14,16]<-38.7532 (0.278526)
1.06962 * [UpDownSame 18,19,20 x 7,10]>=-2.3805 (0.255475)
0.913476 * [FourBoxesSame (15,10,19,16),(16,11,20,17),(16,9,20,15),(17,11,21,17)]<-147.713 (0.286289)
0.96527 * [LeftRightSame 8,14 x 6,7,8]<-7.83759 (0.275824)
0.96085 * [FourBoxesSame (12,2,20,12),(10,3,18,13),(10,1,18,11),(14,3,22,13)]>=527.391 (0.276708)
1.02443 * [UpDownSame 18,19,20 x 7,18]<7.3835 (0.264165)
0.95069 * [FourBoxesSame (4,13,6,22),(0,14,2,23),(0,8,2,17),(6,10,8,19)]>=613.971 (0.278746)
0.971001 * [FourBoxesSame (13,18,16,20),(7,19,10,21),(7,18,10,20),(15,20,18,22)]>=-118.506 (0.274681)
STRONG classifier 9 (fpr:0.00970874, dr:0.838323):
42 weak classifiers, threshold 0.523682:
1.27943 * [FourBoxesSame (3,8,18,14),(4,9,19,15),(4,7,19,13),(5,9,20,15)]>=-483.473 (0.217647)
1.14818 * [FourBoxesSame (10,4,12,11),(6,5,8,12),(6,5,8,12),(12,7,14,14)]<-551.394 (0.240822)
1.11787 * [FourBoxesSame (6,12,9,15),(7,13,10,16),(7,10,10,13),(8,12,11,15)]<-191.088 (0.246407)
0.977974 * [FourBoxesSame (9,12,12,18),(9,13,12,19),(9,12,12,18),(11,14,14,20)]>=8.62151 (0.273294)
1.00292 * [FourBoxesSame (15,13,21,17),(7,14,13,18),(7,13,13,17),(17,15,23,19)]>=-162.554 (0.268367)
1.11801 * [LeftRightSame 6,10 x 13,15,17]<-17.4699 (0.24638)
0.948731 * [FourBoxesSame (14,3,17,17),(8,4,11,18),(8,5,11,19),(16,7,19,21)]>=-290.499 (0.27914)
0.97403 * [LeftRightSame 1,10 x 7,8,9]>=12.4856 (0.274078)
0.924893 * [UpDownSame 2,3,4 x 3,8]>=4.22786 (0.283962)
1.09535 * [FourBoxesSame (7,7,11,14),(4,8,8,15),(4,4,8,11),(9,6,13,13)]>=-910.939 (0.250613)
1.08737 * [FourBoxesSame (1,0,3,4),(1,1,3,5),(1,0,3,4),(3,2,5,6)]<-200.601 (0.252114)
0.88626 * [LeftRightSame 7,8 x 6,7,8]<-1.24999 (0.291882)
0.953408 * [FourBoxesSame (9,0,19,19),(11,1,21,20),(11,-1,21,18),(11,1,21,20)]>=-1147.32 (0.2782)
1.00051 * [FourBoxesSame (4,10,6,22),(0,11,2,23),(0,9,2,21),(6,11,8,23)]>=552.23 (0.268842)
1.02185 * [UpDownSame 13,15,17 x 8,12]>=-4.15431 (0.264668)
1.12716 * [LeftRightSame 12,24 x 5,7,9]<-88.9025 (0.244685)
0.962738 * [LeftRightSame 2,13 x 4,11,18]<188.621 (0.27633)
0.91129 * [FourBoxesSame (5,0,16,2),(0,1,11,3),(0,0,11,2),(7,2,18,4)]>=28.4825 (0.286736)
0.9052 * [FourBoxesSame (3,2,5,4),(1,4,3,6),(1,1,3,3),(5,3,7,5)]>=113.225 (0.287983)
0.884955 * [LeftRightSame 6,7 x 4,5,6]<-1.07545 (0.292152)
0.928515 * [FourBoxesSame (4,11,11,14),(9,12,16,15),(9,9,16,12),(6,11,13,14)]>=-403.924 (0.283226)
0.914548 * [UpDownSame 2,3,4 x 5,6]>=1.95539 (0.28607)
0.870189 * [FourBoxesSame (15,4,17,18),(1,5,3,19),(1,6,3,20),(17,8,19,22)]>=62.1505 (0.295215)
0.826286 * [UpDownSame 10,12,14 x 14,22]<-26.243 (0.304431)
0.831274 * [LeftRightSame 8,9 x 13,17,21]<-10.9619 (0.303376)
1.11785 * [FourBoxesSame (13,3,20,16),(5,4,12,17),(5,5,12,18),(15,7,22,20)]>=-1152.14 (0.246411)
1.03198 * [FourBoxesSame (-1,4,16,16),(4,5,21,17),(4,3,21,15),(1,5,18,17)]>=-411.512 (0.262701)
0.896258 * [FourBoxesSame (13,6,15,11),(12,7,14,12),(12,6,14,11),(15,8,17,13)]<-148.06 (0.28982)
0.911647 * [FourBoxesSame (12,20,21,22),(13,21,22,23),(13,17,22,19),(14,19,23,21)]>=-247.569 (0.286663)
0.951009 * [FourBoxesSame (14,4,16,7),(1,5,3,8),(1,6,3,9),(16,8,18,11)]>=197.442 (0.278682)
0.911769 * [UpDownSame 13,14,15 x 9,11]>=1.06098 (0.286638)
0.917385 * [UpDownSame 13,16,19 x 15,23]>=49.3479 (0.285491)
0.96202 * [FourBoxesSame (13,2,16,4),(5,3,8,5),(5,10,8,12),(15,12,18,14)]<133.186 (0.276474)
0.881346 * [FourBoxesSame (8,6,13,15),(5,7,10,16),(5,4,10,13),(10,6,15,15)]<188.856 (0.292899)
0.908092 * [LeftRightSame 1,6 x 5,6,7]>=11.7948 (0.287391)
0.875924 * [LeftRightSame 4,6 x 5,6,7]<-2.41427 (0.294023)
0.9529 * [FourBoxesSame (7,5,12,16),(5,6,10,17),(5,3,10,14),(9,5,14,16)]>=-1146.04 (0.278302)
0.984858 * [FourBoxesSame (17,14,19,16),(17,16,19,18),(17,15,19,17),(19,17,21,19)]>=44.6634 (0.271929)
0.817004 * [UpDownSame 3,4,5 x 15,18]<-1.1956 (0.3064)
0.866682 * [LeftRightSame 16,24 x 6,7,8]>=6.83182 (0.295945)
0.900324 * [FourBoxesSame (9,9,18,11),(2,10,11,12),(2,7,11,9),(11,9,20,11)]>=-235.478 (0.288984)
0.959137 * [FourBoxesSame (11,13,14,16),(13,14,16,17),(13,12,16,15),(13,14,16,17)]<-35.7992 (0.277051)
STRONG classifier 10 (fpr:0.00970874, dr:0.672655):
39 weak classifiers, threshold 0.561493:
1.0419 * [UpDownSame 9,11,13 x 10,12]<-16.8677 (0.260784)
0.888677 * [FourBoxesSame (6,6,9,8),(5,7,8,9),(5,18,8,20),(8,20,11,22)]>=25.712 (0.291383)
0.809754 * [FourBoxesSame (14,4,17,9),(8,5,11,10),(8,4,11,9),(16,6,19,11)]>=442.995 (0.307943)
0.976861 * [FourBoxesSame (10,2,18,12),(13,3,21,13),(13,0,21,10),(12,2,20,12)]<1489.23 (0.273515)
0.790618 * [FourBoxesSame (5,1,7,4),(3,2,5,5),(3,-1,5,2),(7,1,9,4)]>=167.505 (0.312036)
0.770329 * [FourBoxesSame (7,10,9,13),(8,11,10,14),(8,7,10,10),(9,9,11,12)]<-207.079 (0.316408)
0.899861 * [FourBoxesSame (9,11,11,20),(10,12,12,21),(10,10,12,19),(11,12,13,21)]>=-268.339 (0.289079)
0.78298 * [FourBoxesSame (18,14,20,17),(19,15,21,18),(19,12,21,15),(20,14,22,17)]>=390.513 (0.313678)
0.777708 * [FourBoxesSame (0,8,2,12),(0,9,2,13),(0,7,2,11),(2,9,4,13)]>=-117.339 (0.314814)
0.774104 * [FourBoxesSame (14,2,18,4),(15,3,19,5),(15,-1,19,1),(16,1,20,3)]<-61.6427 (0.315592)
0.731064 * [LeftRightSame 6,7 x 1,4,7]<-12.3396 (0.324961)
0.736262 * [UpDownSame 4,6,8 x 13,15]>=-0.948764 (0.323822)
0.671272 * [FourBoxesSame (8,17,18,21),(6,18,16,22),(6,16,16,20),(10,18,20,22)]<-161.267 (0.338212)
0.736934 * [LeftRightSame 4,8 x 1,11,21]>=-85.9699 (0.323675)
0.740485 * [UpDownSame 11,12,13 x 18,21]>=1.65629 (0.322898)
0.679518 * [FourBoxesSame (14,6,17,8),(13,7,16,9),(13,6,16,8),(16,8,19,10)]>=100.394 (0.336369)
0.812528 * [FourBoxesSame (2,3,20,11),(2,4,20,12),(2,2,20,10),(4,4,22,12)]<1067.08 (0.307352)
0.757782 * [FourBoxesSame (13,8,15,14),(11,9,13,15),(11,7,13,13),(15,9,17,15)]<-224.462 (0.319128)
0.720986 * [FourBoxesSame (10,12,17,15),(5,13,12,16),(5,4,12,7),(12,6,19,9)]>=562.712 (0.327176)
0.752577 * [FourBoxesSame (6,4,17,11),(9,5,20,12),(9,4,20,11),(8,6,19,13)]>=-958.423 (0.32026)
0.846222 * [FourBoxesSame (14,0,16,3),(13,1,15,4),(13,-1,15,2),(16,1,18,4)]<-188.598 (0.300226)
0.739027 * [FourBoxesSame (13,4,21,6),(14,5,22,7),(14,2,22,4),(15,4,23,6)]>=-280.318 (0.323217)
0.824799 * [FourBoxesSame (17,14,20,16),(19,15,22,17),(19,13,22,15),(19,15,22,17)]<-137.104 (0.304746)
0.757667 * [UpDownSame 7,8,9 x 5,7]>=0.967148 (0.319153)
0.706991 * [FourBoxesSame (19,11,21,13),(16,13,18,15),(16,11,18,13),(21,13,23,15)]>=29.1856 (0.330264)
0.758069 * [LeftRightSame 13,15 x 15,16,17]<-0.603064 (0.319066)
0.667464 * [FourBoxesSame (13,9,15,19),(7,10,9,20),(7,11,9,21),(15,13,17,23)]>=-37.1764 (0.339065)
0.759605 * [FourBoxesSame (3,14,7,19),(5,15,9,20),(5,14,9,19),(5,16,9,21)]<-465.103 (0.318732)
0.833275 * [FourBoxesSame (13,9,17,18),(4,10,8,19),(4,12,8,21),(15,14,19,23)]<908.53 (0.302953)
0.763278 * [UpDownSame 11,12,13 x 10,11]>=1.57622 (0.317935)
0.718774 * [FourBoxesSame (4,3,11,6),(0,4,7,7),(0,2,7,5),(6,4,13,7)]<-9.32348 (0.327663)
0.713232 * [UpDownSame 22,23,24 x 2,10]<1.32058 (0.328885)
0.7957 * [FourBoxesSame (11,0,13,7),(10,1,12,8),(10,0,12,7),(13,2,15,9)]<-338.312 (0.310946)
0.779192 * [FourBoxesSame (7,0,21,19),(8,1,22,20),(8,1,22,20),(9,3,23,22)]>=-933.065 (0.314494)
0.79796 * [FourBoxesSame (8,19,16,22),(3,20,11,23),(3,17,11,20),(10,19,18,22)]<-147.943 (0.310462)
0.713432 * [FourBoxesSame (7,2,9,7),(6,3,8,8),(6,1,8,6),(9,3,11,8)]>=79.6546 (0.328841)
0.789035 * [UpDownSame 1,2,3 x 13,18]>=1.95941 (0.312376)
0.676001 * [LeftRightSame 10,13 x 2,3,4]>=-1.15547 (0.337154)
0.823959 * [FourBoxesSame (13,6,17,10),(12,7,16,11),(12,6,16,10),(15,8,19,12)]>=467.613 (0.304924)
STRONG classifier 11 (fpr:0.00980392, dr:0.459082):
37 weak classifiers, threshold 0.596191:
0.899195 * [FourBoxesSame (17,2,19,10),(18,3,20,11),(18,-1,20,7),(19,1,21,9)]>=-255.049 (0.289216)
0.83436 * [FourBoxesSame (2,13,7,18),(0,14,5,19),(0,15,5,20),(4,17,9,22)]<-122.972 (0.302724)
0.82578 * [FourBoxesSame (6,7,8,18),(5,8,7,19),(5,10,7,21),(8,12,10,23)]<528.69 (0.304538)
0.750208 * [FourBoxesSame (4,11,7,20),(4,12,7,21),(4,11,7,20),(6,13,9,22)]>=1005.75 (0.320776)
0.750226 * [FourBoxesSame (16,20,18,22),(17,22,19,24),(17,18,19,20),(18,20,20,22)]>=-51.9086 (0.320772)
0.7452 * [LeftRightSame 4,6 x 14,17,20]>=36.9034 (0.321868)
0.691893 * [LeftRightSame 7,12 x 5,11,17]<46.0387 (0.333612)
0.711928 * [FourBoxesSame (7,8,9,10),(8,10,10,12),(8,8,10,10),(9,10,11,12)]>=139.779 (0.329173)
0.676074 * [FourBoxesSame (7,6,13,11),(3,7,9,12),(3,4,9,9),(9,6,15,11)]>=-380.583 (0.337138)
0.666152 * [FourBoxesSame (14,4,16,16),(9,5,11,17),(9,3,11,15),(16,5,18,17)]<-339.693 (0.339359)
0.687506 * [FourBoxesSame (5,8,11,13),(8,9,14,14),(8,8,14,13),(7,10,13,15)]<-4.03769 (0.334588)
0.622157 * [FourBoxesSame (4,2,6,5),(5,3,7,6),(5,-1,7,2),(6,1,8,4)]>=193.752 (0.349291)
0.677193 * [FourBoxesSame (0,8,2,14),(1,9,3,15),(1,7,3,13),(2,9,4,15)]<190.762 (0.336888)
0.682879 * [FourBoxesSame (15,5,17,14),(8,6,10,15),(8,2,10,11),(17,4,19,13)]<-407.78 (0.335619)
0.720817 * [UpDownSame 19,20,21 x 16,18]<1.67963 (0.327213)
0.671237 * [UpDownSame 3,4,5 x 4,5]>=1.60749 (0.33822)
0.595744 * [FourBoxesSame (19,13,21,22),(11,14,13,23),(11,12,13,21),(21,14,23,23)]>=271.091 (0.355318)
0.667316 * [LeftRightSame 7,9 x 3,10,17]>=-38.7574 (0.339098)
0.708583 * [FourBoxesSame (19,13,21,20),(18,14,20,21),(18,12,20,19),(21,14,23,21)]<-500.73 (0.329912)
0.678022 * [FourBoxesSame (9,14,14,18),(11,15,16,19),(11,11,16,15),(11,13,16,17)]<-106.286 (0.336703)
0.660228 * [LeftRightSame 3,4 x 15,18,21]>=7.2501 (0.340688)
0.688396 * [FourBoxesSame (10,12,13,21),(12,13,15,22),(12,10,15,19),(12,12,15,21)]>=-598.568 (0.33439)
0.659602 * [FourBoxesSame (5,18,7,20),(6,20,8,22),(6,18,8,20),(7,20,9,22)]<-147.609 (0.340829)
0.657542 * [FourBoxesSame (2,9,5,20),(0,10,3,21),(0,8,3,19),(4,10,7,21)]>=0.557723 (0.341292)
0.641861 * [FourBoxesSame (2,1,13,12),(0,2,11,13),(0,1,11,12),(4,3,15,14)]<-1071.61 (0.344826)
0.704578 * [FourBoxesSame (15,9,21,14),(2,10,8,15),(2,8,8,13),(17,10,23,15)]<824.553 (0.330798)
0.704325 * [FourBoxesSame (13,4,17,9),(13,5,17,10),(13,4,17,9),(15,6,19,11)]<-305.191 (0.330854)
0.667366 * [UpDownSame 19,20,21 x 9,10]<2.01039 (0.339087)
0.654545 * [FourBoxesSame (12,2,15,11),(0,3,3,12),(0,1,3,10),(14,3,17,12)]>=639.788 (0.341966)