• Initialization: Draw , and ∀j ∈ {1,..., N p }. Here X0 and α0 are the initial kinematic state and identity values, respectively. |
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• For t = 1,..., T (number of frames) |
   1. For j = 1,..., N p (number of particles) |
1.1 Draw samples and as in (10) and (11). |
1.2 Compute weights using (12). |
End |
   2. Normalize the weights such that . |
   3. Compute the mean estimates of the kinematics and identity and . |
   4. Set to increase the effective number of particles [39]. |
• End |