Title of article :
Topological median filters
Author/Authors :
Senel، نويسنده , , H.G.، نويسنده , , Peters، نويسنده , , R.A.، نويسنده , , II، نويسنده , , Dawant، نويسنده , , B.، نويسنده ,
Issue Information :
روزنامه با شماره پیاپی سال 2002
Abstract :
This paper describes the definition and testing of a
new type of median filter for images. The topological median filter
implements some existing ideas and some new ideas on fuzzy connectedness
to improve, over a conventional median filter, the extraction
of edges in noise. The concept of -connectivity is defined
and used to create an algorithm for computing the degree of connectedness
of a pixel to all the other pixels in an arbitrary neighborhood.
The resulting connectivity map of the neighborhood effectively
disconnects peaks in the neighborhood that are separated
from the center pixel by a valley in the brightness topology. The
median of the connectivity map is an estimate of the median of the
peak or plateau to which the center pixel belongs. Unlike the conventional
median filter, the topological median is relatively unaffected
by disconnected features in the neighborhood of the center
pixel. Four topological median filters are defined. Qualitative and
statistical analyses of the four filters are presented. It is demonstrated
that edge detection can be more accurate on topologically
median filtered images than on conventionally median filtered images.
Keywords :
connectedness , Fuzzy topology , edge detection , noise reduction. , Median filters
Journal title :
IEEE TRANSACTIONS ON IMAGE PROCESSING
Journal title :
IEEE TRANSACTIONS ON IMAGE PROCESSING