This paper provides a new image segmentation algorithm for object-based image
retrieval. The system partitions multi-dimensional images into disjoint regions
of coherent color and texture. In order to distinguish the object contour lines
from texture edge, the description length of the line is used as discriminating
criteria. Visual attribute values are assigned to each region.