An image segmentation scheme was presented on the basis of locally excitato
ry, globally inhibitory oscillator network (LEGION). Based on the concept o
f the lateral potential, a solution to remove noisy regions in an image was
proposed for LEGION. The temporal evolution of every stimulated oscilltor
and network properties were illustrated by computer simulation. The dynamic
connection weight addressing the grouping principles of proximity, similar
ity and connectedness was setup. Using HSI space, the dynamic connection we
ight emphasizing the Hue information was established, and better experiment
al results than that based on RGB space were obtained.