A CNN-based algorithm for image segmentation by active contours is proposed
here. The algorithm is based on an iterative process of expansion of the c
ontour and its subsequent thinning guided by external and internal energy.
The proposed strategy allows for a high level of control over contour evolu
tion making their topologic transformations easier. Therefore processing of
multiple contours for segmenting several objects can be carried out simult
aneously.