I am happy to announce that the following paper has been accepted at
the 12th International Symposium on Mathematical Morphology (ISMM'15),
to be held on May 27-29 2015 in Reykjavik, Iceland.
A Color Tree of Shapes with Illustrations on Filtering,
Simplification, and Segmentation
Edwin Carlinet¹², Thierry Géraud¹
¹ EPITA Research and Development Laboratory (LRDE)
² Université Paris-Est, LIGM, Équipe A3SI, ESIEE Paris
https://www.lrde.epita.fr/wiki/Publications/carlinet.15.ismm
Abstract:
The Tree of Shapes is a morphological tree that provides a high-level,
hierarchical, self-dual, and contrast invariant representation of
images, suitable for many image processing tasks. When dealing with
color images, one cannot use the Tree of Shapes because its definition
is ill-formed on multivariate data. Common workarounds such as
marginal processing, or imposing a total order on data are not
satisfactory and yield many problems (color artifacts, loss of
invariances, etc.) In this paper, we highlight the need for a
self-dual and contrast invariant representation of color images and we
provide a method that builds a single Tree of Shapes by merging the
shapes computed marginally, while guarantying the most important
properties of the ToS. This method does not try to impose an arbitrary
total ordering on values but uses only the inclusion relationship
between shapes. Eventually, we show the relevance of our method and
our structure through some illustrations on filtering, image
simplification, and interactive segmentation.
--
Edwin Carlinet