DocumentCode :
3701525
Title :
On the Gabor-space geodesic active contours algorithm
Author :
Dmitry Ivanov;Timur Lepikhin
Author_Institution :
St. Petersburg State University, 7/9, Universitetskaya nab., Russia
fYear :
2015
Firstpage :
567
Lastpage :
569
Abstract :
Texture segmentation algorithm inspired by the approach outlined in [1] is presented. We represent our image as a two-dimensional manifold, embedded in a higher dimension feature space. Then we obtain our feature space via the convolution of the image with a set a Gabor wavelets tuned to the set of orientations, scales, and modulating frequencies. After that, we derive an induced metric via the pullback procedure. We smooth and regularize our metric via the coupled Beltrami flow and convolution with a large Gaussian kernel. Then, we use an evolution equation derived in the context of Osher-Sethian formulation to extract an edge detector. In our work we pay most of attention to the actual implementation of the algorithm.
Keywords :
"Image segmentation","Manifolds","Measurement","Feature extraction","Smoothing methods","Active contours","Wavelet transforms"
Publisher :
ieee
Conference_Titel :
"Stability and Control Processes" in Memory of V.I. Zubov (SCP), 2015 International Conference
Type :
conf
DOI :
10.1109/SCP.2015.7342227
Filename :
7342227
Link To Document :
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