using 1.robust motion estimation techniques and 2.feature based tracking 3. particle filtering. Trajetories are used for further grouping using a HMM-based clustring approach.
Blue points represent the background objects' interesting points. and the pink trajectories represents the moving foreground moving objects. Note: the moving shadow on the wall has been rejected any trajectories. 
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