Research Article
Automatic Human Gait Imitation and Recognition in 3D from Monocular Video with an Uncalibrated Camera
Table 4
Associated comparisons of the sole SVM or HCRF classifier on gait recognition at same window size and different viewing angles.
| | Types | Viewing angle | Just after acquiring normalized parameters of real detected object | Just after reducing dimensionality of associated time sequences | HCRF1 () | SVM1 | HCRF2 () | SVM2 | Recognized rate (%) | Thin coat | Thick coat | Backpack | Thin coat | thick coat | Backpack | Thin coat | Thick coat | Backpack | Thin coat | Thick coat | Backpack |
| 54° | 63.0 | 58.2 | 55.7 | 69.3 | 64.5 | 60.9 | 73.2 | 70.3 | 61.2 | 69.3 | 67.1 | 55.2 | 72° | 64.2 | 60.5 | 54.8 | 72.1 | 65.5 | 55.4 | 75.4 | 70.5 | 62.4 | 72.2 | 65.3 | 58.1 | 90° | 66.1 | 61.3 | 56.7 | 75.3 | 67.8 | 58.5 | 78.3 | 72.5 | 65.5 | 75.1 | 66.2 | 58.6 | 108° | 73.4 | 67.5 | 55.5 | 74.9 | 69.0 | 58.9 | 80.8 | 78.1 | 66.8 | 78.0 | 66.3 | 59.9 | 126° | 65.5 | 61.6 | 57.2 | 68.4 | 64.2 | 56.5 | 74.4 | 71.9 | 64.3 | 70.2 | 63.0 | 56.4 |
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