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We present OntoScene, a framework aimed at understanding the semantics ofvisual scenes starting from the semantics of their elements and the spatialrelations holding between them. OntoScene exploits ontologies for representingknowledge and Prolog for specifying the interpretation rules that domainexperts may adopt, and for implementing the SceneInterpreter engine. Ontologiesallow the designer to formalize the domain in a reusable way, and make thesystem modular and interoperable with existing multiagent systems, while Prologprovides a solid basis to define complex rules of interpretation in a way thatcan be affordable even for people with no background in Computational Logics.The domain selected for experimenting OntoScene is that of prehistoric rockart, which provides us with a fascinating and challenging testbed. Underconsideration in Theory and Practice of Logic Programming (TPLP)

OntoScene, A Logic-based Scene Interpreter: Implementation and Application in the Rock Art Domain