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Algorithm 1: Motion pattern detection.
In addition, since we are processing circular data, the formulas need to be adapted to deal with the equality between 0 and. Figure 5 Motion pattern detection from a 3 × 3 direction model.
Since motion patterns are the regions of the scene that share the same motion orientation behavior, thus, motion pattern detection can be formulated as a problem of clustering the blocks of the direction model (a motion pattern can be considered as a cluster).
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In this paper we will focus on motion pattern extraction and event detection applications.
We present the experiments and result of our motion pattern extraction and event detection approaches in Section 6.
The remainder of this paper is organized as follows: firstly, in Section 2 we highlight some relevant works on motion pattern recognition and event detection in automatic video surveillance.
Benabbas et al., "Motion pattern extraction and event detection for automatic visual surveillance") relies on extraction of associated motion patterns from optical flow fields by means of probabilistic clustering for automatic detection of events related to crowds and groups of people.
Finally, we give our concluding remarks and discuss potential extensions of the work in Section 7. The problems of motion pattern extraction and crowd event detection in visual surveillance are not new [4 8].
Then, we compare the motion patterns of possible detections with the modeling motion patterns.
These kinds of intelligent systems are applicable to many situations, such as event detection, traffic and people-flow estimation, and motion pattern extraction.
Once the user's account is active, Igor's pattern detection algorithms start monitoring it.
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