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Getting rid of tiled background

I'm using canny edges in a video stream, which captures objects on ground (the camera it self is moving). The problem I have is that the ground is tiled, therefore the tiled edges are captured as well. I did a Gaussian smoothing but it didn't remove the tiles.
Is there a background subtraction I can use to get rid of the tiles?