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Will splitting an image into small blocks for processing help in extraction of edges?

I split an image into several blocks to further process it.

Now I am hardly noticing any difference while applying filters to this small block compared to applying filter to entire image to extract edges.

Now I'm confused, in what type of situations do splitting of images into blocks actual help?