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Table 10 Rank-1/5 identification rates for Protocol 1

From: MultiQ: single sensor-based multi-quality multi-modal large-scale biometric score database and its performance evaluation

  Bi-modal (gait and head) Multi-modal (gait, head, and height)
Fusion rule Rank-1[%]
  Q H H85 Q H L85 Q L H85 Q L L85 Q H H55 Q H L55 Q L H55 Q L L55 Q H H85 Q H L85 Q L H85 Q L L85 Q H H55 Q H L55 Q L H55 Q L L55
Sum 96.3 14.3 88.0 4.1 94.9 9.2 86.6 4.0 97.2 17.5 85.4 4.8 96.1 11.7 82.3 4.7
Min 91.8 54.9 85.0 6.0 90.7 43.6 84.3 5.0 91.7 5.4 85.0 5.9 90.7 12.1 84.3 5.0
SVM 96.8 10.1 90.9 2.2 95.4 10.0 84.7 1.5 97.3 16.0 91.3 3.4 96.1 14.0 85.4 1.7
GMM 97.2 54.5 91.0 5.8 96.2 41.4 87.4 5.3 97.0 41.3 90.3 5.0 96.3 30.9 84.6 4.1
LLR 97.2 53.0 92.5 3.9 96.4 40.5 88.8 4.0 97.7 52.8 91.4 5.2 96.8 39.1 86.8 5.2
KDE 96.5 51.3 88.1 5.3 94.9 15.9 84.1 4.1 97.1 58.1 86.5 2.0 95.8 20.4 82.5 2.8
RankSVM 97.2 52.8 92.6 4.0 96.2 39.7 88.7 4.0 97.7 56.2 91.6 5.1 96.5 42.4 87.4 5.1
  Rank-5[%]
Sum 98.2 22.2 95.8 8.3 97.5 14.7 94.1 7.7 98.9 28.0 94.3 10.6 98.4 19.3 93.5 10.2
Min 96.6 72.9 93.2 10.2 96.0 64.8 91.0 10.4 96.4 9.9 93.2 9.9 96.0 17.2 91.0 10.4
SVM 97.9 17.2 95.4 4.5 97.0 18.9 90.5 3.1 98.4 29.4 96.0 7.1 97.1 26.8 91.9 3.8
GMM 98.7 72.7 96.1 11.6 98.1 63.6 94.0 11.3 98.6 58.5 96.1 12.1 98.3 50.0 94.0 10.9
LLR 98.7 71.1 97.0 8.1 98.1 61.4 95.1 8.0 99.1 73.1 97.1 10.5 98.9 62.0 95.8 12.1
KDE 97.9 70.5 93.1 10.9 96.7 35.6 90.5 9.9 98.2 77.2 92.9 4.4 97.1 42.4 90.7 6.8
RankSVM 98.7 70.9 96.9 8.2 98.1 60.4 95.0 8.0 99.1 76.3 97.2 10.6 98.6 66.6 95.8 11.9