MindFinder is an interactive sketch-based image search system that allows users to search over 2 million images using sketches, tags, and colors. It addresses limitations of prior sketch-based search by representing images as salient curves matched to user sketches. The system indexes sketches, tags, and colors for real-time multimodal search. An evaluation found sketch-based search to be more accurate and convenient than text for specific intents, demonstrating MindFinder's ability to help users better express search needs through simple sketches.