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Watershed Segmentation
Hang Xiao Jan 25, 2013
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Idea Region-based segmentation approach
a landscape or topographic relief which is flooded by water watersheds are the dividing lines of the domains of attraction of rain falling over the region Basins: local minima Watershed lines : dams Mountain ridge The idea comes from geography that Basins will fill up with water starting at these local minima, and , at points where water coming from different basins would meet, dams are built.
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Algorithm (Vincent and Soile)
Generate a list of all pixels in the image in height order. Pixels belonging to the minimum are labeled with different identifier and placed into a FIFO queue Loop until all pixels are visited Removed the top pixel from the queue and put its unvisited neighbors into the queue For the top pixel label it if its neighboring have only one kind of labeled identifier, label it with the same identifier Else label it with watershed line The fastest and most accurate algorithms base on the flooding analogy. 3 2 1 3 2 1 A B 3 2 W B A 3 B A W B W A h = 0 h = 1 h = 2 h = 3
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Example
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