Digital images and videos have an increasingly important role in today's telecommunication and our everyday life in modern information society. In this paper, we explore the synergy between content-based information retrieval techniques and Pathfinder networks. Salient image features, based on color, texture, edge orientation, and edge distance, are extracted. The structural modeling capabilities of Pathfinder are then applied to simplify and visualize the strongest interrelationships in the image database.