Pattern and object recognition with COSFIRE
Almar Klein
almar.klein at gmail.com
Tue Dec 16 05:49:10 EST 2014
Hi all,
Just wanted to mention an algorithm which I was very impressed by and
which might be an awesome addition to scikit-image. The algorithm is
called COSFIRE (Combination of Shifted Filter Responses).
I saw a talk by Geore Azzopardi, who presented the use of the algorithm
for object and patter recognition. I was very impressed with the quality
of segmentation of the shown examples, but also with the wide variety of
image data (e.g. retina images, traffic signs, hand-written characters,
and more).
The filter is inspired by how the brain processes visual information,
and according to the author the algorithm is actually quite simple. The
algorithm was the topic of his PhD and he's going to continue working on
it in his new job.
The code (in Matlab) is available, so it might be worth a shot to try
and port it to Python.
Some links:
- PhD thesis: http://www.cs.rug.nl/~george/phd-thesis/
- Matlab code: nl.mathworks.com/matlabcentral/fileexchange/37395
- Paper in MIA:
http://www.medicalimageanalysisjournal.com/article/S1361-8415%2814%2900136-4/abstract
- Almar
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