Your English writing platform
Discover LudwigSuggestions(1)
Exact(4)
First, we detect the direction of cluster movements using a motion template [25, 26].
To avoid a biased assessment, a motion template from a Kinect and a VICON were compared with the same testing dataset (i.e., an entire frame of VICON data) for the detection; for instance, consistent errors (e.g., constantly estimating locations of a hand at a wrong but similar place) caused by a Kinect over the frames can positively affect the detection accuracy.
In this experiment, one trial of datasets among 25 for each ascending and descending action was used as a motion template to compare its similarity with testing data and detect similar actions when the similarity is higher—or the distance is smaller than a threshold.
For the performance evaluation, thus the similarity between a motion template (i.e., one trial of action datasets) and the entirety of the data is computed over all of the frames, and the behavior (e.g., fluctuation) of measured similarities is compared to investigate the effect of motion capture systems on the detection accuracy.
Similar(56)
After the noises filtering (using morphologic process), a method to obtain the motion template by using static index is proposed in this article.
The motion template is an effective method for tracking general movement, and it is especially useful for gesture recognition.
A cluster is needed for using the motion template.
To capture the movement related to a key pose, they connect the output of a DPM to a set of motion templates.
Figure 10 Motion history image and Motion template procedure.
The process for the generation of CDM (change detection mask and motion template) is clearly shown in Figure 2. Let f k (x,y) be the k frame of the video sequence which is gray-valued.
And the motion template PMask X,Y) of the video sequence is generated as follows: i f ( d k ( x, y ) = = 0 ) n _ Static ( X, Y ) = n _ Static ( X, Y ) + 1 ( x, X ∈ [ 0, Width − 1 ] y, Y ∈ [ 0, Height − 1 ] k ∈ [ 1, n _ NumFrame ] (2) PMask X, Y = { 255 i f ( n _ Static ( X, Y ) ≥ 0.93 x n _ NumFrame ) 0 else (3).
Write better and faster with AI suggestions while staying true to your unique style.
Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com