It could detect lines corresponding to edges of shelves, under certain conditions. Now I don't have any data-sets available, such as still images and movies at a grocery store. So I tested it by using a desk in my laboratory.
This is an example of captured image with two boxes of RITZ.
And here is the result of Hough Transform. This software detects lines whose slopes are under 30 degrees to the horizontal line, so that it could detect those corresponding to edges of shelves.

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