Are there any open plant databases (database/library/collection), containing species information and pictures?
Large online floras have the advantage of not only having details and often photographs and illustrations, but also being (more or less) definitive, that is, botanists will refer to them.

See my answer here for links to examples, and also for some of the problems with using floras (e.g. not easily downloadable).