The most preferred image format used for logos in the Wikimedia database is SVG (Scalable Vector Graphics). SVG is an XML-based vector image format that is used to create and display logos, diagrams, and other graphics. It is preferred because it is resolution-independent, meaning it can be scaled up or down without losing quality.