This provocative position talk looks at the task of visual resource
discovery, viz image and video search engines, and asks the provocative
question whether we need expensive meta-data at all. Instead it is
proposed to use automated visual annotation to produce unreliable but
still useful keywords and at the same time put the user in the information
retrieval loop, so their feedback narrows down the wanted resources with a
combination of searching and browsing.