With rapid advances in sensor, storage, processor, and communication technologies, consumers can now store large digital photo collections. Consumers need effective and efficient tools to organize and access photos in a semantically meaningful way. We address the semantic gap between feature-based indexes computed automatically and human query and retrieval preferences.