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Temporal step d is a critical factor.
Here h, τ are space and temporal step length, respectively.
We also use cross validation to get optimal temporal step size d.
Let h and τ be the spatial and temporal step sizes, respectively.
Cost of support vector machine is as 5 and temporal step size is as 13.
Later on, we fix temporal step size as 13 for the rest of our experiments.
Similar(21)
Spatial (foot rotation, step width, stride and step length), temporal (stride and step times, duration of stance, swing and single and double support) and peak vertical ground reaction force variables were collected over a 30 second capture period, equating to an average of 52 ± 5 steps of steady state walking.
And after the size of temporal steps reaches 13, classification accuracy becomes rather stable.
Then we take different spatial steps (see case I and case II) and temporal steps to compute the numerical solutions.
Figure 7 The relations between number of temporal steps, number of key poses and action recognition accuracy.
This figure shows relations between numbers of temporal steps, numbers of key poses and action recognition accuracies.
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