Enforce SLIC connectivity
Guillem Palou
guillem.palou at gmail.com
Fri Dec 20 04:57:05 EST 2013
Hello all,
I have implemented the post-processing step of the SLIc superpixels to
enforce superpixel connectivity. The algorithm is essentially the same of
the original paper: "R.Achanta et al. SLIC Superpixels Compared to
State-of-the-art Superpixel Methods, IEEE Transactions on Pattern Analysis
and Machine Intelligence, vol. 34, num. 11, p. 2274 - 2282, May 2012.":
1. Loop through all the image
2. Get the size of a connected component (adjacent pixels with same
label)
3. If the size is less than a threshold, merge it to an adjacent cluster
At the end, the generated superpixels are 4-connected (or 6 in 3
dimensions), so each label corresponds to a single connected component.
This differs from the actual implementation, where a label may have
multiple disconnected components.
To be said, the processing time does not suffer. See the corresponding pull
request
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