Multiple objects detection in biological images using a marked point process framework

- The marked point process (MPP) framework has proven to be successful in remote sensing applications.
- The main aspects of MPP modelling are shortly presented.
- We show how to derive MPP for multiple objects detection in biology imagery.
- Some results are shown on cells images.

The marked point process framework has been successfully developed in the field of image analysis to detect a configuration of predefined objects. The goal of this paper is to show how it can be particularly applied to biological imagery. We present a simple model that shows how some of the challenges specific to biological data are well addressed by the methodology. We further describe an extension to this first model to address other challenges due, for example, to the shape variability in biological material. We finally show results that illustrate the MPP framework using the “simcep” algorithm for simulating populations of cells.