A. Boucher et al., CELL-MIGRATION ANALYSIS AFTER IN-VITRO WOUNDING INJURY WITH A MULTIAGENT APPROACH, Artificial intelligence review, 12(1-3), 1998, pp. 137-162
This paper presents a multiagent system for studying in vitro cell mot
ion. A typical application on the wound closure process is presented t
o illustrate the possibilities of the system, where different image se
quences will be treated. The motion issue involves three aspects: imag
e segmentation, object tracking and motion analysis. The current syste
m version focuses mainly on the image segmentation aspect. A general a
gent model has been designed, which will be further expanded to includ
e tracking and motion analysis behaviors as well. The agents integrate
three basic behaviors: perception, interaction and reproduction. The
perception evaluates pixels upon static and motion-based criteria. The
interaction behavior allows two agents to merge or to negotiate parts
of regions. The negotiation can be seen as a segmentation refinement
process done by the agents. Finally, the reproduction behavior defines
an exploration strategy of the images. Agents can start other agents
around them, or they can duplicate themselves in the next frame. The f
rames are processed in pipeline, where previous information is used to
treat the current frame. One unique agent model exist. Agents are spe
cialized on execution time according to their goals. The results, comi
ng from an existing prototype, show different types of cell behavior d
uring cell migration, based on cell nuclei analysis.