Research Article
Sex Classification via 2D-Skeletonization
Table 3
F1-score in normal walking under different camera angles.
| | 0° | 18° | 36° | 54° | 72° | 90° | 108° | 126° | 144° | 162° | 180° |
| LBP | 0.86 | 0.92 | 0.91 | 0.90 | 0.85 | 0.86 | 0.86 | 0.87 | 0.92 | 0.91 | 0.88 | LXP | 0.88 | 0.92 | 0.93 | 0.92 | 0.91 | 0.84 | 0.89 | 0.87 | 0.90 | 0.90 | 0.93 | LTP | 0.87 | 0.85 | 0.88 | 0.85 | 0.89 | 0.80 | 0.84 | 0.84 | 0.88 | 0.86 | 0.88 | SLBP | 0.91 | 0.89 | 0.93 | 0.94 | 0.93 | 0.84 | 0.93 | 0.92 | 0.95 | 0.85 | 0.95 | FLBP | 0.93 | 0.92 | 0.94 | 0.97 | 0.92 | 0.90 | 0.91 | 0.97 | 0.97 | 0.92 | 0.96 | FLBP∗ | 0.95 | 0.96 | 0.97 | 0.98 | 0.98 | 0.94 | 0.95 | 0.97 | 0.98 | 0.96 | 0.98 | SVM (prop.) | 0.93 | 0.89 | 0.84 | 0.89 | 0.90 | 0.94 | 0.92 | 0.92 | 0.94 | 0.95 | 0.92 | k-NN (prop.) | 0.90 | 0.86 | 0.83 | 0.87 | 0.84 | 0.90 | 0.91 | 0.88 | 0.91 | 0.90 | 0.89 | ANN (prop.) | 0.94 | 0.94 | 0.94 | 0.94 | 0.91 | 1.00 | 0.94 | 0.97 | 0.97 | 0.97 | 0.94 |
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