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Overall Misclassification Statistics (%)

Statistic \ Experiment VOTING, Projected to 5-D VOTING, Projected to smallest d >= 2*lg(N/d) ORACLE, Projected to 5-D ORACLE, Projected to smallest d >= 2*lg(N/d) PENALTY, Projected to 5-D PENALTY, Projected to smallest d >= 2*lg(N/d)
[Checkerboard Two Groups]
Mean 2.66 1.55 1.67 0.96 14.63 5.88
Median 0.00 0.29 0.00 0.00 12.02 0.77
Std. Deviation 7.20 4.66 5.23 4.40 14.40 10.81
Min 0.00 0.00 0.00 0.00 0.00 0.00
Max 37.33 33.33 27.01 33.09 57.68 41.89
[Traffic Two Groups]
Mean 2.58 1.59 1.30 0.02 12.18 5.25
Median 0.25 1.17 0.00 0.00 6.33 1.94
Std. Deviation 6.90 1.82 3.53 0.08 14.33 10.23
Min 0.00 0.00 0.00 0.00 0.00 0.00
Max 38.07 6.29 17.61 0.41 44.21 46.34
[Articulated Two Groups]
Mean 6.90 10.70 4.42 9.26 5.27 10.15
Median 0.88 0.95 0.00 0.00 0.88 0.95
Std. Deviation 13.49 15.00 13.08 15.39 12.93 14.98
Min 0.00 0.00 0.00 0.00 0.00 0.00
Max 43.59 43.59 43.59 43.59 43.59 43.59
[All Two Groups]
Mean 3.03 2.40 1.82 1.46 13.08 6.09
Median 0.00 0.43 0.00 0.00 9.10 0.90
Std. Deviation 7.89 6.35 5.96 6.19 14.40 11.06
Min 0.00 0.00 0.00 0.00 0.00 0.00
Max 43.59 43.59 43.59 43.59 57.68 46.34
[Checkerboard Three Groups]
Mean 7.05 5.20 4.46 3.07 14.39 9.95
Median 1.02 0.67 0.60 0.00 11.89 2.59
Std. Deviation 10.91 9.27 7.65 6.74 12.16 11.76
Min 0.00 0.00 0.00 0.00 0.00 0.00
Max 44.47 31.16 27.87 26.81 49.57 35.90
[Traffic Three Groups]
Mean 3.52 7.75 2.95 0.02 17.55 10.22
Median 1.15 0.49 0.49 0.00 15.10 8.78
Std. Deviation 5.76 12.58 5.00 0.07 14.33 9.17
Min 0.00 0.00 0.00 0.00 0.00 0.00
Max 16.82 33.94 14.09 0.19 39.62 27.92
[Articulated Three Groups]
Mean 7.25 21.08 6.38 20.74 6.72 21.08
Median 7.25 21.08 6.38 20.74 6.72 21.08
Std. Deviation 9.31 28.87 9.03 29.34 8.56 28.87
Min 0.67 0.67 0.00 0.00 0.67 0.67
Max 13.83 41.49 12.77 41.49 12.77 41.49
[All Three Groups]
Mean 6.26 6.69 4.23 3.39 14.67 10.65
Median 1.02 0.67 0.51 0.00 11.97 7.07
Std. Deviation 9.78 11.48 7.04 8.82 12.43 12.09
Min 0.00 0.00 0.00 0.00 0.00 0.00
Max 44.47 41.49 27.87 41.49 49.57 41.49
[Checkerboard]
Mean 3.76 2.47 2.37 1.49 14.57 6.90
Median 0.00 0.33 0.00 0.00 11.99 0.86
Std. Deviation 8.44 6.29 6.01 5.13 13.82 11.14
Min 0.00 0.00 0.00 0.00 0.00 0.00
Max 44.47 33.33 27.87 33.09 57.68 41.89
[Traffic]
Mean 2.76 2.77 1.62 0.02 13.20 6.19
Median 0.41 1.10 0.00 0.00 7.75 2.09
Std. Deviation 6.64 5.97 3.84 0.08 14.31 10.12
Min 0.00 0.00 0.00 0.00 0.00 0.00
Max 38.07 33.94 17.61 0.41 44.21 46.34
[Articulated]
Mean 7.58 13.71 5.45 12.40 6.94 13.28
Median 0.92 3.46 0.00 0.00 0.92 3.46
Std. Deviation 12.33 16.71 12.07 17.08 12.80 16.78
Min 0.00 0.00 0.00 0.00 0.00 0.00
Max 43.59 43.59 43.59 43.59 43.59 43.59
[All Sequences]
Mean 3.83 3.56 2.44 2.07 13.52 7.28
Median 0.27 0.50 0.00 0.00 10.63 0.99
Std. Deviation 8.46 8.27 6.34 7.23 13.95 11.56
Min 0.00 0.00 0.00 0.00 0.00 0.00
Max 44.47 43.59 43.59 43.59 57.68 46.34

Misclassification Rates for each sequence (%)

Sequence \ Experiment VOTING, Projected to 5-D VOTING, Projected to smallest d >= 2*lg(N/d) ORACLE, Projected to 5-D ORACLE, Projected to smallest d >= 2*lg(N/d) PENALTY, Projected to 5-D PENALTY, Projected to smallest d >= 2*lg(N/d)
1R2RC 1.09 0.65 0.87 0.65 4.14 0.65
1R2RCR 1.04 0.00 0.62 0.00 1.04 0.00
1R2RCR_g12 0.00 0.00 0.00 0.00 0.00 0.00
1R2RCR_g13 1.32 0.00 0.00 0.00 1.06 0.00
1R2RCR_g23 0.00 0.00 0.00 0.00 0.00 0.00
1R2RCT_A 0.24 0.24 0.24 0.24 17.34 10.69
1R2RCT_A_g12 0.00 0.00 0.00 0.00 39.18 0.00
1R2RCT_A_g13 0.00 0.34 0.00 0.00 13.76 15.10
1R2RCT_A_g23 0.29 0.29 0.29 0.29 12.57 12.86
1R2RCT_B 0.67 0.67 0.67 0.22 10.64 0.67
1R2RCT_B_g12 0.00 0.00 0.00 0.00 24.86 0.00
1R2RCT_B_g13 0.31 0.31 0.00 0.31 0.31 0.31
1R2RCT_B_g23 0.51 0.51 0.26 0.26 12.02 0.77
1R2RC_g12 0.00 0.00 0.00 0.00 0.00 0.00
1R2RC_g13 0.30 0.89 0.30 0.30 5.62 0.89
1R2RC_g23 0.81 0.81 0.27 0.54 4.86 0.81
1R2TCR 3.60 0.36 0.00 0.00 5.40 0.36
1R2TCRT 0.00 0.20 0.00 0.00 7.95 0.20
1R2TCRT_g12 0.00 0.00 0.00 0.00 0.00 0.00
1R2TCRT_g13 0.00 0.27 0.00 0.00 10.61 0.27
1R2TCRT_g23 0.00 0.23 0.00 0.00 9.07 0.23
1R2TCR_g12 0.00 0.00 0.00 0.00 0.00 0.00
1R2TCR_g13 0.00 0.49 0.00 0.00 7.54 0.49
1R2TCR_g23 4.15 0.41 0.00 0.00 6.22 0.41
1RT2RCR 1.02 0.20 1.02 0.20 23.98 11.79
1RT2RCRT 25.12 0.00 9.77 0.00 10.23 6.51
1RT2RCRT_g12 0.00 0.00 0.00 0.00 0.00 0.00
1RT2RCRT_g13 0.00 0.00 0.00 0.00 11.73 8.21
1RT2RCRT_g23 12.12 0.00 10.00 0.00 12.12 8.48
1RT2RCR_g12 0.00 0.00 0.00 0.00 32.42 0.00
1RT2RCR_g13 0.26 0.53 0.26 0.00 32.01 15.61
1RT2RCR_g23 0.00 0.29 0.00 0.29 22.57 16.57
1RT2RTCRT_A 11.89 3.66 9.45 0.00 11.89 12.50
1RT2RTCRT_A_g12 0.00 5.06 0.00 0.00 0.00 4.49
1RT2RTCRT_A_g13 0.00 4.67 0.00 0.00 15.18 15.95
1RT2RTCRT_A_g23 17.65 1.36 16.29 0.00 17.65 14.93
1RT2RTCRT_B 14.94 18.99 0.00 0.00 14.94 12.41
1RT2RTCRT_B_g12 0.00 0.00 0.00 0.00 14.97 0.00
1RT2RTCRT_B_g13 0.00 1.25 0.00 0.00 18.38 15.26
1RT2RTCRT_B_g23 24.83 1.32 19.54 0.00 32.45 16.56
1RT2TC 0.32 2.59 0.32 0.00 11.33 2.59
1RT2TCRT_A 0.00 0.33 0.00 0.00 15.46 0.33
1RT2TCRT_A_g12 0.00 0.00 0.00 0.00 13.94 0.00
1RT2TCRT_A_g13 0.00 0.46 0.00 0.00 21.46 0.46
1RT2TCRT_A_g23 0.45 0.45 0.45 0.00 20.98 0.45
1RT2TCRT_B 0.00 0.00 0.00 0.00 3.87 0.00
1RT2TCRT_B_g12 0.00 0.00 0.00 0.00 0.00 0.00
1RT2TCRT_B_g13 0.00 0.00 0.00 0.00 5.18 0.00
1RT2TCRT_B_g23 0.00 0.00 0.00 0.00 4.71 0.00
1RT2TC_g12 0.50 4.02 0.00 0.00 0.50 4.02
1RT2TC_g13 0.47 3.77 0.47 0.00 16.51 3.77
1RT2TC_g23 0.00 0.00 0.00 0.00 16.43 0.00
2R3RTC 0.60 1.40 0.60 0.40 0.60 1.60
2R3RTCRT 13.38 0.73 13.38 0.73 30.66 0.73
2R3RTCRT_g12 0.00 1.38 0.00 0.00 12.39 1.38
2R3RTCRT_g13 20.52 0.00 20.52 0.00 48.13 0.00
2R3RTCRT_g23 0.00 0.89 0.00 0.00 28.27 0.89
2R3RTC_g12 0.00 0.00 0.00 0.00 40.62 1.95
2R3RTC_g13 0.00 0.91 0.00 0.60 0.00 0.91
2R3RTC_g23 0.73 0.49 0.24 0.00 0.73 0.97
2RT3RC 16.15 4.72 12.34 4.72 27.04 25.77
2RT3RCR 21.72 26.81 21.72 26.81 32.49 26.81
2RT3RCR_g12 0.00 0.00 0.00 0.00 18.64 0.00
2RT3RCR_g13 0.27 0.27 0.27 0.27 11.73 0.27
2RT3RCR_g23 27.01 33.33 27.01 33.09 29.44 33.33
2RT3RCT_A 5.13 0.00 0.00 0.00 28.77 35.90
2RT3RCT_A_g12 0.00 3.31 0.00 0.00 11.05 3.31
2RT3RCT_A_g13 37.33 1.33 0.00 0.00 45.33 0.89
2RT3RCT_A_g23 0.00 0.00 0.00 0.00 28.04 41.89
2RT3RCT_B 0.21 0.64 0.00 0.00 20.59 0.85
2RT3RCT_B_g12 0.00 0.00 0.00 0.00 0.00 0.00
2RT3RCT_B_g13 0.00 1.16 0.00 0.00 28.78 1.16
2RT3RCT_B_g23 0.00 1.18 0.00 0.00 22.75 1.42
2RT3RC_g12 11.31 0.00 0.00 0.00 26.70 0.00
2RT3RC_g13 0.00 0.00 0.00 0.00 30.56 0.98
2RT3RC_g23 18.86 5.51 12.29 5.51 34.11 30.08
2RT3RTCRT 0.28 0.00 0.28 0.00 7.28 0.00
2RT3RTCRT_g12 0.00 0.00 0.00 0.00 0.00 0.00
2RT3RTCRT_g13 0.39 0.00 0.39 0.00 10.20 0.00
2RT3RTCRT_g23 0.00 0.00 0.00 0.00 9.12 0.00
2T3RCR 0.00 21.56 0.00 14.31 0.00 21.56
2T3RCRT 13.08 13.26 11.60 13.26 11.97 16.76
2T3RCRTP 0.81 31.16 0.81 14.26 12.02 30.96
2T3RCRTP_g12 0.00 0.00 0.00 0.00 0.00 0.00
2T3RCRTP_g13 0.00 0.88 0.00 0.00 17.30 0.88
2T3RCRTP_g23 0.94 1.88 0.94 1.88 13.15 36.38
2T3RCRT_g12 0.00 0.00 0.00 0.00 12.00 0.00
2T3RCRT_g13 0.00 0.67 0.00 0.00 0.00 0.67
2T3RCRT_g23 15.58 19.91 13.42 15.37 13.64 19.91
2T3RCR_g12 0.00 0.00 0.00 0.00 0.00 0.00
2T3RCR_g13 0.24 0.24 0.00 0.00 0.00 0.24
2T3RCR_g23 0.00 11.59 0.00 11.59 0.00 24.89
2T3RCTP 44.47 1.06 27.87 1.06 49.57 28.30
2T3RCTP_g12 0.38 0.00 0.00 0.00 38.31 1.92
2T3RCTP_g13 0.31 0.31 0.31 0.31 57.68 40.75
2T3RCTP_g23 1.94 1.39 1.94 1.39 50.28 36.67
2T3RTCR 0.56 0.75 0.00 0.00 0.56 0.75
2T3RTCR_g12 0.00 1.25 0.00 0.00 0.94 1.25
2T3RTCR_g13 0.00 0.00 0.00 0.00 0.85 0.00
2T3RTCR_g23 0.00 1.01 0.00 0.00 0.00 1.01
arm 0.00 0.00 0.00 0.00 0.00 0.00
articulated 0.67 0.67 0.00 0.00 0.67 0.67
articulated_g12 0.00 0.00 0.00 0.00 0.00 0.00
articulated_g13 0.95 0.95 0.00 0.00 0.95 0.95
articulated_g23 0.88 0.88 0.00 0.00 0.88 0.88
cars1 1.63 1.95 0.00 0.00 1.63 2.28
cars10 1.35 7.41 0.00 0.00 4.38 7.07
cars10_g12 0.00 0.00 0.00 0.00 2.34 9.81
cars10_g13 0.00 5.43 0.00 0.00 4.98 7.69
cars10_g23 3.77 6.29 0.63 0.00 10.06 8.18
cars2 2.04 3.27 1.63 0.41 33.47 3.27
cars2B 0.19 0.19 0.19 0.19 32.34 7.85
cars2B_g12 0.00 0.00 0.00 0.00 0.00 0.00
cars2B_g13 0.20 1.99 0.20 0.20 34.46 1.99
cars2B_g23 0.21 1.89 0.21 0.21 36.34 1.89
cars2_06 6.50 19.51 6.50 0.00 6.50 17.89
cars2_06_g12 0.00 0.00 0.00 0.00 0.00 0.00
cars2_06_g13 8.51 5.32 5.32 0.00 8.51 5.32
cars2_06_g23 7.69 4.81 4.81 0.00 7.69 4.81
cars2_07 0.94 0.47 0.47 0.00 39.62 10.85
cars2_07_g12 0.00 0.00 0.00 0.00 0.00 46.34
cars2_07_g13 1.58 2.11 0.53 0.00 44.21 2.11
cars2_07_g23 0.00 2.07 0.00 0.00 44.04 2.07
cars3 1.82 33.94 1.82 0.00 27.37 27.92
cars3_g12 0.90 2.70 0.00 0.00 0.90 4.50
cars3_g13 1.05 2.32 0.00 0.00 31.22 31.65
cars3_g23 1.96 2.35 1.96 0.00 29.35 29.55
cars4 0.00 0.00 0.00 0.00 14.97 2.72
cars5 0.51 0.51 0.51 0.00 12.02 9.72
cars5_g12 0.00 0.00 0.00 0.00 0.00 0.00
cars5_g13 13.12 0.58 9.91 0.00 13.12 0.58
cars5_g23 0.28 0.56 0.28 0.00 12.68 0.56
cars6 0.00 1.51 0.00 0.00 3.88 1.51
cars7 1.20 1.20 1.20 0.00 1.39 1.20
cars8 3.12 4.17 0.00 0.00 7.81 4.17
cars9 16.82 0.00 14.09 0.00 18.18 0.45
cars9_g12 0.00 0.00 0.00 0.00 0.00 0.00
cars9_g13 1.06 0.00 0.00 0.00 22.22 0.53
cars9_g23 38.07 1.14 17.61 0.00 24.43 0.57
dancing 15.67 32.09 14.93 30.22 25.75 32.09
head 8.08 14.14 5.05 6.06 8.08 8.08
kanatani1 0.00 0.00 0.00 0.00 0.00 0.00
kanatani2 0.00 0.00 0.00 0.00 0.00 1.59
kanatani3 19.18 0.00 0.00 0.00 0.00 0.00
people1 0.00 0.00 0.00 0.00 1.39 0.00
people2 0.43 5.97 0.00 0.00 0.43 5.97
three-cars 0.00 0.00 0.00 0.00 0.00 0.00
three-cars_g12 0.00 0.00 0.00 0.00 0.00 0.00
three-cars_g13 0.00 0.00 0.00 0.00 0.00 0.00
three-cars_g23 0.00 0.00 0.00 0.00 0.00 0.00
truck1 1.06 1.06 0.00 0.00 21.28 1.06
truck2 0.30 1.51 0.00 0.00 3.02 2.42
two_cranes 13.83 41.49 12.77 41.49 12.77 41.49
two_cranes_g12 2.78 23.61 0.00 23.61 0.00 23.61
two_cranes_g13 0.00 28.57 0.00 28.57 2.60 28.57
two_cranes_g23 43.59 43.59 43.59 43.59 43.59 43.59